diff --git a/backend/.gitignore b/backend/.gitignore
index e80032e2e..0e5612cc9 100644
--- a/backend/.gitignore
+++ b/backend/.gitignore
@@ -15,3 +15,4 @@ offline_output/
 exports/
 evaluation_tests/test_output/
 evaluation_tests/golden_transcripts/output/
+
diff --git a/backend/app/agent/agent_director/_llm_router.py b/backend/app/agent/agent_director/_llm_router.py
index c91f97633..a0cf7d126 100644
--- a/backend/app/agent/agent_director/_llm_router.py
+++ b/backend/app/agent/agent_director/_llm_router.py
@@ -279,6 +279,8 @@ def _get_system_instructions(self, *, user_input: str, context: ConversationCont
                     - Each agent is responsible for clarifying the questions and doubts the user may have regarding its tasks.
                     - When the User Input contains a keyword or phrase that the agent asked the user to say in the Conversation History,
                       select the model responsible for the task the keyword was asked for, even if the User Input also contains other information.
+                    - When the User Input asks to explain, clarify or repeat a question that was asked earlier in the Conversation History,
+                      it is not a question about the process or the tool: select the model responsible for the task the conversation is currently focused on.
 
                 {examples}
                 
diff --git a/backend/app/agent/career_explorer_agent/sector_relevance_classifier.py b/backend/app/agent/career_explorer_agent/sector_relevance_classifier.py
index 853781680..496c06fd2 100644
--- a/backend/app/agent/career_explorer_agent/sector_relevance_classifier.py
+++ b/backend/app/agent/career_explorer_agent/sector_relevance_classifier.py
@@ -37,13 +37,18 @@ class Config:
 
 
 class SectorRelevanceClassification(BaseModel):
+    # Every field is required (no defaults): a field with a default is optional in the response schema, and the model
+    # then tends to leave it out (e.g. is_priority silently falling back to False). The reasoning comes first so the
+    # model explains itself before committing to the classification.
+    reasoning: str = Field(description=f"A short explanation of the classification, under {MAX_REASONING_LENGTH} characters.")
     relevance: SectorRelevance = Field(description="Whether the PRIMARY sector of the user's message is a priority sector (PRIORITY_SECTOR) "
                                                    "or not (NON_PRIORITY_SECTOR).")
-    sector_name: str | None = Field(default=None, description="The name of the PRIMARY sector, see the sector_name rules. null if the message isn't about any sector.")
-    is_priority: bool = Field(default=False, description="True only if the PRIMARY sector is a priority sector.")
-    all_sectors: list[SectorMention] = Field(default_factory=list,
-                                             description="EVERY distinct sector the user mentions or expresses interest in during this message.")
-    reasoning: str = Field(default="", description=f"A short explanation of the classification, under {MAX_REASONING_LENGTH} characters.")
+    sector_name: str | None = Field(description="The name of the PRIMARY sector, following the sector_name rules: the exact configured sector name "
+                                                "for a priority sector, a broad high-level industry category otherwise. "
+                                                "Just the name, nothing else. null if the message isn't about any sector.")
+    is_priority: bool = Field(description="True only if the PRIMARY sector is a priority sector, i.e. it is consistent with relevance being PRIORITY_SECTOR.")
+    all_sectors: list[SectorMention] = Field(description="EVERY distinct sector the user mentions or expresses interest in during this message. "
+                                                         "Empty if the message isn't about any sector.")
 
     class Config:
         extra = "forbid"
diff --git a/backend/app/agent/collect_experiences_agent/_conversation_llm.py b/backend/app/agent/collect_experiences_agent/_conversation_llm.py
index aa5f4294e..82f3eec43 100644
--- a/backend/app/agent/collect_experiences_agent/_conversation_llm.py
+++ b/backend/app/agent/collect_experiences_agent/_conversation_llm.py
@@ -132,8 +132,8 @@ def _translate_field(field_key: str) -> str:
 class _ConversationLLMResponse(BaseModel):
     """Structured JSON response from the conversation LLM."""
     message: str = Field(description="The conversational message for the user")
+    # No default: a field with a default is not in the schema's `required` list, and the model then skips it.
     quick_reply_options: list[LLMQuickReplyOption] | None = Field(
-        default=None,
         description="The quick-reply options for the message, see the '#Quick Reply Options' instructions. null when there are none.")
     model_config = ConfigDict(extra="forbid")
 
diff --git a/backend/app/agent/collect_experiences_agent/_transition_decision_tool.py b/backend/app/agent/collect_experiences_agent/_transition_decision_tool.py
index 3d69df03a..8b99ad801 100644
--- a/backend/app/agent/collect_experiences_agent/_transition_decision_tool.py
+++ b/backend/app/agent/collect_experiences_agent/_transition_decision_tool.py
@@ -60,13 +60,14 @@ class TransitionReasoning(BaseModel):
 
 
 class _TransitionDecisionOutput(BaseModel):
+    # The reasoning comes first, so that the model reasons before it answers the two questions.
+    reasoning: str = Field(
+        description="A brief 1-2 sentence explanation of the decision.")
     continue_current_type: bool = Field(
         description="Whether to continue asking about the current work type, see the '#Decision Logic'.")
     done_with_collection: bool = Field(
         description="Whether we are completely done collecting all work experiences (only true if continue_current_type is false), "
                     "see the '#Decision Logic'.")
-    reasoning: str = Field(
-        description="A brief 1-2 sentence explanation of the decision.")
 
     class Config:
         extra = "forbid"
@@ -292,6 +293,11 @@ async def _internal_execute(self,
 #Constraints
 - Use semantic understanding, not keyword matching
 - When the user clearly indicates no more experiences of this type (e.g. "no", "nope"), return continue_current_type=false
+- A "no" followed by a closing phrase (e.g. "No, that's cool", "No, it's fine", "No, that's ok") means the user has nothing
+  more to add or change, even when the agent's last question was a confirmation like "Does that sound right?".
+  If the experiences of this type are complete, return continue_current_type=false.
+  A plain confirmation of the details (e.g. "Yes, that's correct") is different: it does not say there are no more experiences,
+  so return continue_current_type=true to let the agent ask about other experiences of this type.
 - If unexplored_types is not empty, done_with_collection must be false
 - This is for collecting experience data excluding tasks, skills and responsibilties.
   If the agent itself keeps asking the user about tasks, skills or responsibilities, return continue_current_type=false.
diff --git a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_entity_extraction_tool.py b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_entity_extraction_tool.py
index 03bcda1b1..eb4388ace 100644
--- a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_entity_extraction_tool.py
+++ b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_entity_extraction_tool.py
@@ -36,9 +36,10 @@ class DataExtractionReferences(BaseModel):
     The keys are typed (rather than a free-form dict) because an untyped object in the response schema makes
     the Gemini 3.x models intermittently return null for every extracted field.
     """
-    experience_title_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="experience_title"))
-    company_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="company"))
-    location_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="location"))
+    # No defaults: a field with a default is not in the schema's `required` list, and the model then skips it.
+    experience_title_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="experience_title"))
+    company_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="company"))
+    location_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="location"))
 
 
 class ExtractedData(BaseModel):
@@ -46,21 +47,34 @@ class ExtractedData(BaseModel):
     Extract data per an experience from the EntityExtractionTool.
     """
 
-    # References and Reasoning.
-    data_extraction_references: Optional[DataExtractionReferences] = Field(
-        default=None,
-        description="Where you found the information for the experience details, see the '#Extract data instructions'.")
-
     # Experience Details
-    experience_title: Optional[str] = Field(default=None, description="A title for the experience, see the \"##'experience_title' instructions\".")
-    company: Optional[str] = Field(default=None, description="The name of the company or its type, see the \"##'company' instructions\".")
-    location: Optional[str] = Field(default=None, description="The location in which the job was performed, see the \"##'location' instructions\".")
+    experience_title: Optional[str] = None
+    company: Optional[str] = None
+    location: Optional[str] = None
 
 
 # Empty/Default extracted data.
 _EMPTY_EXTRACTED_DATA = ExtractedData()
 
 
+class _LLMExtractedData(BaseModel):
+    """
+    The experience details in the LLM output.
+    Every field is required (no defaults, `null` stays a valid value): a field with a default is left out of the
+    schema's `required` list, and the model then skips it so it silently takes the default value.
+    The references come first, so that the model explains where it found the values before giving them.
+    """
+
+    # References and Reasoning.
+    data_extraction_references: DataExtractionReferences = Field(
+        description="Where you found the information for the experience details, see the '#Extract data instructions'.")
+
+    # Experience Details
+    experience_title: Optional[str] = Field(description="A title for the experience, see the \"##'experience_title' instructions\".")
+    company: Optional[str] = Field(description="The name of the company or its type, see the \"##'company' instructions\".")
+    location: Optional[str] = Field(description="The location in which the job was performed, see the \"##'location' instructions\".")
+
+
 class _LLMOutput(BaseModel):
     """
     LLM Model Output.
@@ -74,7 +88,7 @@ class _LLMOutput(BaseModel):
                     "Once you reach the Previously Extracted Experience Data, do not follow the associations anymore. "
                     "e.g. \"user(<answer>) -> model(<question>) -> ... -> user(<answer>) -> model(<question>) -> Previously Extracted Experience Data(...)\". "
                     "Each step is a summarized version of the actual user or model turn, and the chain has at most 10 steps to avoid circular references.")
-    experience_details: ExtractedData = Field(
+    experience_details: _LLMExtractedData = Field(
         description="The experience details you extracted from the user's statement and the conversation history.")
 
 
@@ -105,8 +119,10 @@ def _get_llm(temperature_config: Optional[dict] = None) -> LLM:
             system_instructions=_SYSTEM_INSTRUCTIONS.format(language_style=get_language_style()),
             config=LLMConfig(
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
-                    "max_output_tokens": 3000
-                    # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
+                    "max_output_tokens": 8192
+                    # Limit the output to avoid the "reasoning recursion issues".
+                    # The limit includes the thinking tokens of the Gemini 3.x models (often 1000-1500, more on long
+                    # conversations): with a lower limit, the thinking used it up and the JSON answer got cut off.
                 } | temperature_config | with_response_schema(_LLMOutput)
             ))
 
@@ -203,7 +219,11 @@ async def _internal_execute(self,
         Extract the title of the experience from the '<User's Last Input>'.
         For unpaid work, use the kind of work done (e.g. "Helping Neighbors", "Volunteering" etc).
         Make sure that the user is actually referring to an experience they have have.
-        When summarizing a user-stated action (e.g., "I sell tomatoes"), convert it directly into a gerund-phrase experience title (e.g., "Selling Tomatoes"). 
+        When summarizing a user-stated action (e.g., "I sell tomatoes"), convert it directly into a gerund-phrase experience title (e.g., "Selling Tomatoes").
+        Follow the wording the user used, do not switch between a role and an activity:
+        - a stated job title or role stays as stated (e.g. "I was a Project Manager" is "Project Manager", not "Managing Projects"),
+        - a stated activity stays an activity (e.g. "I started teaching graphic design" is "Teaching Graphic Design",
+          "my consulting work" is "Consulting", not "Consultant").
         Return a string value containing the title of the experience.
         Use `null`: If the user has not mentioned their `experience title` and has not yet been asked to provide it.
         Use "": If the user explicitly declines to provide their `experience title` when explicitly asked, or requests that previously stored `experience title` data be deleted.
@@ -212,8 +232,11 @@ async def _internal_execute(self,
         What the company does or name of the company depending on the context.
         Use specific company names (eg: Acme inc) not generic ones (eg: 'company', 'online, 'organization', 'freelance' or 'self') in the output.
         For unpaid work, use the receiver of the work (e.g. "My Family", "My Community", etc) but not the generic name.
+        If the user does not name the company but says the kind of business or place they work at
+        (e.g. "at the market", "at a hotel", "at my father's shop"), use it in the user's own words, keeping what qualifies it
+        (e.g. "Market", "Hotel", "My father's shop", "Local market"), in the language of the user.
         Return a string value containing the type, or name of the company, or the receiver of the work.
-        Use `null`: If the user has not mentioned their `company name` and has not yet been asked to provide it.
+        Use `null`: If the user has mentioned neither the `company name` nor the kind of business or place, and has not yet been asked to provide it.
         Use "": If the user explicitly declines to provide their `company name` when explicitly asked, or requests that previously stored `company name` data be deleted.
         
      ##'location' instructions 
diff --git a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_intent_analyzer_tool.py b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_intent_analyzer_tool.py
index 62b237441..5b7a0c566 100644
--- a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_intent_analyzer_tool.py
+++ b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_intent_analyzer_tool.py
@@ -33,13 +33,13 @@
 
 
 class Operation(BaseModel):
-    index: Optional[int] = Field(
-        default=None,
-        description="The unique identifier of the experience. If the experience already exists in <Previously Extracted Experience Data>, "
-                    "the existing index, otherwise `null`.")
-
+    """
+    An operation in the LLM output.
+    Every field is required (no defaults, `null` stays a valid value where it is allowed): a field with a default is left out
+    of the schema's `required` list, and the model then skips it so it silently takes the default value.
+    The associations and the reasoning come before the answer fields, so that the model reasons before answering.
+    """
     associations: Optional[str] = Field(
-        default="",
         description="A linear chain of associations in the form of ...-> ...->... that starts from the User's Last Input "
                     "and follows the relevant entries it refers to in the Conversation History, until it terminates at the "
                     "Previously Extracted Experience Data, if relevant. Skip unrelated or tangential turns to preserve a coherent "
@@ -49,18 +49,22 @@ class Operation(BaseModel):
                     "Each step is a summarized version of the actual user or model turn, and the chain has at most 10 steps to avoid circular references.")
 
     data_operation_reasoning: Optional[str] = Field(
-        default="",
         description="A detailed, step-by-step explanation in prose of what data operation should be performed. "
                     "Consider the conversation context carefully: if the user is answering a question about existing work, "
                     "this should be an UPDATE. If they are describing completely new work, this should be an ADD.")
     data_operation: str = Field(
         description="The operation that should be performed to the experience data, one of: 'ADD', 'UPDATE', 'DELETE', 'NOOP'. "
                     "'NOOP' means that no operation should be performed.")
+    index: Optional[int] = Field(
+        description="The unique identifier of the experience. If the experience already exists in <Previously Extracted Experience Data>, "
+                    "the existing index, otherwise `null`.")
 
     potential_new_experience_title: Optional[str] = Field(
-        default="",
         description="The potential experience title from the details described by the user in the '<User's Last Input>', "
-                    "like the title to be put on a CV when describing the experience. If the experience already exists in "
+                    "like the title to be put on a CV when describing the experience. "
+                    "When the user did not state a role (e.g. helping out at home or for the family), keep where or for whom "
+                    "the work was done in the title (e.g. 'Helping at my mother's house'), not a generic title (e.g. 'General helper'). "
+                    "If the experience already exists in "
                     "<Previously Extracted Experience Data> and the user is not updating it, the existing title. "
                     "An empty string if you can't figure it out.")
     users_statement: str = Field(
@@ -73,6 +77,9 @@ def is_empty(self):
 
 
 class _LLMOutput(BaseModel):
+    # ignored_experiences and users_statements are deliberately optional (not in the schema's `required` list):
+    # their values are not used, and when the model is forced to write ignored_experiences first, it talks itself into
+    # ignoring requests it should act on (e.g. "figure out which one should be deleted" ends up with no DELETE).
     ignored_experiences: Optional[str] = Field(
         default=None,
         description="A detailed, step-by-step explanation in prose of the experiences referenced by the user that will not be added "
@@ -114,8 +121,10 @@ def _get_llm(previously_extracted_data: str, temperature_config: Optional[dict]
                                                             language_style=get_language_style()),
             config=LLMConfig(
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
-                    "max_output_tokens": 3000
-                    # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
+                    "max_output_tokens": 8192
+                    # Limit the output to avoid the "reasoning recursion issues".
+                    # The limit includes the thinking tokens of the Gemini 3.x models (often 1000-1500, more on long
+                    # conversations): with a lower limit, the thinking used it up and the JSON answer got cut off.
                 } | temperature_config | with_response_schema(_LLMOutput)
             ))
 
diff --git a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_operations_processor.py b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_operations_processor.py
index 2aa8e02df..39629da76 100644
--- a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_operations_processor.py
+++ b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_operations_processor.py
@@ -203,6 +203,8 @@ def _find_same_experience_for_add(self, add_payload: Operation, work_type_str: s
         Only merges when both work_type AND title match exactly (case-insensitive).
         Substring matching is intentionally avoided to prevent merging distinct experiences
         that share a common title prefix (e.g. two different 'Retail Sales Assistant' roles).
+        Experiences with the same title whose company, location or dates conflict are distinct
+        (e.g. a 'Research Assistant' job at two different labs), so they are not merged either.
         """
         new_title = (add_payload.experience_title or "").strip().lower()
         if not new_title:
@@ -213,10 +215,20 @@ def _find_same_experience_for_add(self, add_payload: Operation, work_type_str: s
             existing_title = (existing.experience_title or "").strip().lower()
             if not existing_title:
                 continue
-            if new_title == existing_title:
+            if new_title == existing_title and not self._has_conflicting_details(add_payload, existing):
                 return i
         return -1
 
+    @staticmethod
+    def _has_conflicting_details(add_payload: Operation, existing: CollectedData) -> bool:
+        """True if the ADD and the existing experience have different non-empty company, location or dates."""
+        for field in ("company", "location", "start_date", "end_date"):
+            new_value = (getattr(add_payload, field) or "").strip().lower()
+            existing_value = (getattr(existing, field) or "").strip().lower()
+            if new_value and existing_value and new_value != existing_value:
+                return True
+        return False
+
     @staticmethod
     def _merge_add_into_existing(add_payload: Operation, work_type_str: str | None,
                                  existing: CollectedData, _current_turn_index: int):
diff --git a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_temporal_classifier_tool.py b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_temporal_classifier_tool.py
index c9c90caa7..c1b982ee0 100644
--- a/backend/app/agent/collect_experiences_agent/data_extraction_llm/_temporal_classifier_tool.py
+++ b/backend/app/agent/collect_experiences_agent/data_extraction_llm/_temporal_classifier_tool.py
@@ -54,9 +54,9 @@ class _DataExtractionReferences(BaseModel):
     The keys are typed (rather than a free-form dict) because an untyped object in the response schema makes
     the Gemini 3.x models intermittently return null for every extracted field.
     """
-    dates_mentioned_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="start_date and end_date"))
-    work_type_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="work_type"))
-    paid_work_references: Optional[str] = Field(default=None, description=_REFERENCES_DESCRIPTION.format(field="paid_work"))
+    dates_mentioned_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="start_date and end_date"))
+    work_type_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="work_type"))
+    paid_work_references: str = Field(description=_REFERENCES_DESCRIPTION.format(field="paid_work"))
 
 
 class _ExtractedData(BaseModel):
@@ -86,8 +86,12 @@ class _ExtractedData(BaseModel):
 
 
 class _LLMOutput(BaseModel):
+    """
+    LLM Model Output.
+    Every field is required (no defaults, `null` stays a valid value where it is allowed): a field with a default is left out
+    of the schema's `required` list, and the model then skips it so it silently takes the default value.
+    """
     associations: Optional[str] = Field(
-        default=None,
         description="A linear chain of associations in the form of ...-> ...->... that starts from the User's Last Input "
                     "and follows the relevant entries it refers to in the Conversation History, until it terminates at the "
                     "Previously Extracted Experience Data, if relevant. Skip unrelated or tangential turns to preserve a coherent "
@@ -137,8 +141,10 @@ def _get_llm(self, temperature_config: Optional[dict] = None) -> LLM:
             config=LLMConfig(
                 model_tier=ModelTier.REASONING,
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
-                    "max_output_tokens": 3000
-                    # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
+                    "max_output_tokens": 8192
+                    # Limit the output to avoid the "reasoning recursion issues".
+                    # The limit includes the thinking tokens of the Gemini 3.x models (often 1000-1500, more on long
+                    # conversations): with a lower limit, the thinking used it up and the JSON answer got cut off.
                 } | temperature_config | with_response_schema(_LLMOutput)
             ))
 
@@ -234,7 +240,10 @@ async def _internal_execute(self,
 #Extract data instructions
     Make sure you are extracting information about experiences that should be added to the 'experience_details' field.
     Ignore irrelevant information.
-    
+    If the <Experience Title> is empty or None and the '<User's Last Input>' does not answer the question about the user's work experiences
+    (e.g. the user shares their feelings or what is happening in their personal life), it is irrelevant information:
+    do not classify it as an experience and use `null` for all the fields.
+
     You will collect information for the following fields:-
     - paid_work
     - work_type
@@ -259,7 +268,9 @@ async def _internal_execute(self,
         Use the '<User's Last Input>' and relate it to the'<Conversation History>' to determine the type of work.
         Base also on the <Experience Title> and try to infer the work type from it.
         Choose one of the following values:
-            {work_type_definitions}   
+            {work_type_definitions}
+        Paid work the user does for themselves (running their own business, selling goods, freelance or contract work)
+        is FORMAL_SECTOR_WAGED_EMPLOYMENT, as it is the only work type for paid work.
         Use `null`: If the user has not mentioned `work type` and has not yet been asked to provide it.
         Use "": If the user explicitly declines to provide the `work type` when asked, or requests that previously stored `work type` data be deleted.
         
@@ -270,6 +281,10 @@ async def _internal_execute(self,
         provides an end date or duration.
         The user may provide unstructured dates like I worked in the first four months of 2020.
         If the user provides only one date and no additional context, do not infer or assume a second date.
+        A single date that answers a question about the start (e.g. "When did you start?" -> "in 2018") is only the start date.
+        A single date that places the whole experience in one period (e.g. "Assistant Instructor at University X in 2014",
+        "I worked there in March 2019") is a point in time: use it as both the start date and the end date.
+        Describing the work in the present tense (e.g. "I sell shoes") is not a date: without a mentioned date, keep the dates unchanged.
         Strictly maintain input date precision. Never infer or default specific dates (e.g., 01/01, 31/12) for partial timestamps like 'Year only' or 'Month-Year'.
         
         For reference, my current date is {current_date}
diff --git a/backend/app/agent/collect_experiences_agent/data_extraction_llm/test_operations_processor.py b/backend/app/agent/collect_experiences_agent/data_extraction_llm/test_operations_processor.py
index 165587c5a..7398843c0 100644
--- a/backend/app/agent/collect_experiences_agent/data_extraction_llm/test_operations_processor.py
+++ b/backend/app/agent/collect_experiences_agent/data_extraction_llm/test_operations_processor.py
@@ -713,6 +713,48 @@ def test_add_duplicate_experience_is_merged(self, processor, mock_logger):
         assert actual_collected_data[0].start_date == "2020"
 
 
+    def test_add_same_title_with_conflicting_details_is_not_merged(self, processor, mock_logger):
+        """Should NOT merge two ADDs with the same title and work_type whose company and dates differ."""
+        # GIVEN empty collected data
+        given_collected_data = []
+
+        # AND two ADD operations with the same title and work_type, but at different companies and dates
+        given_experiences_data = [
+            create_experience_data(
+                data_operation="ADD",
+                index=0,
+                experience_title="Research Assistant",
+                company="Cool Lab",
+                start_date="06/2020",
+                end_date="Present",
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
+            ),
+            create_experience_data(
+                data_operation="ADD",
+                index=1,
+                experience_title="Research Assistant",
+                company="Fancy Science Lab",
+                start_date="01/2018",
+                end_date="05/2020",
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
+            )
+        ]
+
+        # AND current turn index
+        given_current_turn_index = 1
+
+        # WHEN processing the experience operations
+        actual_last_processed_index, actual_collected_data = processor.process(
+            given_experiences_data, given_collected_data, given_current_turn_index
+        )
+
+        # THEN both experiences should be kept as separate entries
+        assert len(actual_collected_data) == 2
+        # AND each should keep its own company
+        assert actual_collected_data[0].company == "Cool Lab"
+        assert actual_collected_data[1].company == "Fancy Science Lab"
+
+
 class TestDataOperation:
     """Test suite for _DataOperation class."""
 
diff --git a/backend/app/agent/linking_and_ranking_pipeline/pick_top_skills_tool.py b/backend/app/agent/linking_and_ranking_pipeline/pick_top_skills_tool.py
index 02e254d47..81b06a491 100644
--- a/backend/app/agent/linking_and_ranking_pipeline/pick_top_skills_tool.py
+++ b/backend/app/agent/linking_and_ranking_pipeline/pick_top_skills_tool.py
@@ -23,12 +23,12 @@ class EvaluationEntry(BaseModel):
     A single entry in the evaluation dictionary.
     """
 
-    reasoning: Optional[str] = Field(default=None, description="A detailed, step-by-step explanation of how the skill was scored.")
+    reasoning: Optional[str] = Field(description="A detailed, step-by-step explanation of how the skill was scored.")
     """
     Let the model articulate how it evaluates the relevance to help it 'rationalize' the selection process.
     """
 
-    score: Optional[int] = Field(default=None, description="The score of the skill from 0 to 10, where 0 is not relevant and 10 is very relevant.")
+    score: Optional[int] = Field(description="The score of the skill from 0 to 10, where 0 is not relevant and 10 is very relevant.")
     """
     The score of the skill from 0 to 10, where 0 is not relevant and 10 is very relevant.
     """
@@ -36,7 +36,6 @@ class EvaluationEntry(BaseModel):
 
 class _PickTopSkillsLLMOutput(BaseModel):
     evaluation: Optional[dict[str, EvaluationEntry]] = Field(
-        default=None,
         description="The evaluation of each given skill, where the key is the evaluated skill's title and the value is its evaluation.")
     """
     The evaluation of each entity, as a key-value pair of JSON strings, 
diff --git a/backend/app/agent/linking_and_ranking_pipeline/relevant_entities_classifier_llm.py b/backend/app/agent/linking_and_ranking_pipeline/relevant_entities_classifier_llm.py
index 452f011b1..0901de0db 100644
--- a/backend/app/agent/linking_and_ranking_pipeline/relevant_entities_classifier_llm.py
+++ b/backend/app/agent/linking_and_ranking_pipeline/relevant_entities_classifier_llm.py
@@ -27,12 +27,12 @@ class EvaluationEntry(BaseModel):
     A single entry in the evaluation dictionary.
     """
 
-    reasoning: Optional[str] = Field(default=None, description="A detailed, step-by-step explanation of how the entity was scored.")
+    reasoning: Optional[str] = Field(description="A detailed, step-by-step explanation of how the entity was scored.")
     """
     Let the model articulate how it evaluates the relevance to help it 'rationalize' the selection process.
     """
 
-    score: Optional[int] = Field(default=None, description="The score of the entity from 0 to 10, where 0 is not relevant and 10 is very relevant.")
+    score: Optional[int] = Field(description="The score of the entity from 0 to 10, where 0 is not relevant and 10 is very relevant.")
     """
     The score of the entity from 0 to 10, where 0 is not relevant and 10 is very relevant.
     """
@@ -40,7 +40,6 @@ class EvaluationEntry(BaseModel):
 
 class _RelevantEntityClassifierLLMOutput(BaseModel):
     evaluation: Optional[dict[str, EvaluationEntry]] = Field(
-        default=None,
         description="The evaluation of each given entity, where the key is the evaluated entity's title and the value is its evaluation.")
     """
     The evaluation of each entity, as a key-value pair of JSON strings, 
diff --git a/backend/app/agent/qna_agent.py b/backend/app/agent/qna_agent.py
index 49e8b2dbf..c1c963ce1 100644
--- a/backend/app/agent/qna_agent.py
+++ b/backend/app/agent/qna_agent.py
@@ -6,6 +6,7 @@
 from app.agent.simple_llm_agent.prompt_response_template import get_response_instructions, \
     get_conversation_finish_instructions
 from app.agent.prompt_template.locale_style import get_language_style
+from app.app_config import get_application_config
 from app.conversation_memory.conversation_memory_types import ConversationContext
 
 class QnaAgent(SimpleLLMAgent):
@@ -19,30 +20,48 @@ def __init__(self):
                           reasoning="Reasoning for the response"),
         ])
 
-        system_instructions_template = dedent("""Your task is to answer general questions that the user asks. 
-        Answer any questions the user might have using the _ABOUT_ section below. Focus only on the last question 
-        asked. If you are unsure and the user asks questions that contain information that is not explicitly related 
-        to your task and can't be found in the _ABOUT_ section, you will answer each time with a concise but 
-        different variation of: "Sorry, I don't know how to help you with that." Be clear and concise in your 
+        system_instructions_template = dedent("""Your task is to answer general questions that the user asks.
+        Answer any questions the user might have about {app_name}, the skills exploration session, the process and
+        how their data is used, using the _ABOUT_ section below. Focus only on the last question
+        asked. If the last question refers to an earlier part of the conversation (e.g. "Could you elaborate more?"),
+        use the conversation history to understand what it is about, and answer it.
+        When the _ABOUT_ section contains information that is relevant to the question, answer the question with that
+        information, even if the _ABOUT_ section does not answer it word for word: rephrase and summarize the relevant
+        information to answer the question directly.
+        If you are unsure and the user asks questions that contain information that is not explicitly related
+        to your task and nothing in the _ABOUT_ section is relevant to them, you will answer each time with a concise but
+        different variation of: "Sorry, I don't know how to help you with that." Be clear and concise in your
         responses. Do not break character and do not make things up. Answer in no more than 100 words.
+        Do not ask the user whether they are ready to start and do not repeat the same closing question in every answer,
+        just answer the question.
                     
         {language_style}
         
         _ABOUT_:
-            Your name is Njila.
+            Your name is {app_name}.
             You are a tool that helps users explore their skills and generate a CV.
-            You work via a simple conversation. 
+            You were created by the "tabiya.org" team and with the help of many other people.
+            {app_name} is free to use. It runs in a web browser, on a mobile phone or on a computer.
+            You work via a simple conversation. The user only needs to answer the questions in the chat,
+            there is nothing to prepare, no documents to bring and nothing to write down.
             The exploration session will begin, once the user is ready to start. 
             The data will be used to improve the ability to answer questions and generate text. It will be stored 
             securely and anonymized when possible.
             During that session the user will be asked questions to explore and discover your skills.
-            Once you have completed the session, the user will be provided with a list of skills and a CV.
+            First, {app_name} gathers basic information about all the user's work experiences, including unpaid
+            activities like volunteering or family contributions. Then, {app_name} dives deeper into each experience
+            to capture the details that matter.
+            The conversation takes about 50 minutes on average (it could be longer depending on the number of
+            experiences). A user who has created an account can come back later and pick up where they left off.
+            Once you have completed the session, the user will be provided with a list of skills and a CV,
+            that they can download as a PDF or as a DOCX file.
         
         {response_part}
         
         {finish_instructions}
         """)
         system_instructions = system_instructions_template.format(
+            app_name=get_application_config().app_name,
             language_style=get_language_style(for_json_output=True),
             response_part=response_part,
             finish_instructions=get_conversation_finish_instructions("When you have answered the user's question,"))
diff --git a/backend/app/agent/skill_explorer_agent/_conversation_llm.py b/backend/app/agent/skill_explorer_agent/_conversation_llm.py
index 08c45248b..b15eaac1a 100644
--- a/backend/app/agent/skill_explorer_agent/_conversation_llm.py
+++ b/backend/app/agent/skill_explorer_agent/_conversation_llm.py
@@ -159,13 +159,12 @@ async def _internal_execute(*,
                 agent_response_time_in_sec=round(llm_end_time - llm_start_time, 2),
                 llm_stats=[llm_stats]), 100, ValueError("LLM response is empty")
 
-        if llm_response.text == "<END_OF_CONVERSATION>":
-            llm_response.text = t("messages", _FINAL_MESSAGE_KEY)
-            finished = True
         if llm_response.text.find("<END_OF_CONVERSATION>") != -1:
+            if llm_response.text != "<END_OF_CONVERSATION>":
+                # The models often add a closing remark to the token, it is replaced by the final message anyway.
+                logger.info("The response contains '<END_OF_CONVERSATION>' and additional text: %s", llm_response.text)
             llm_response.text = t("messages", _FINAL_MESSAGE_KEY)
             finished = True
-            logger.warning("The response contains '<END_OF_CONVERSATION>' and additional text: %s", llm_response.text)
 
         return AgentOutput(
             message_for_user=llm_response.text,
@@ -280,7 +279,8 @@ def _create_conversation_system_instructions(*,
             - Continuing would be redundant based on the information already provided, OR
             - You would otherwise repeat a question already in <question_asked_until_now>
 
-            Do not add anything before or after the <END_OF_CONVERSATION> message.
+            When you end, respond with exactly <END_OF_CONVERSATION> and nothing else:
+            no thanks, no closing remark, no text before or after it.
 
             IMPORTANT: Before ending:
             - If I am still engaged AND category 2 (achievements/challenges) has NOT
@@ -349,7 +349,7 @@ def create_first_time_generative_prompt(*,
                 
                 Add new line to separate the above from the following question.
                 
-                Ask me to describe a typical day as {experience_title}.
+                Ask me to describe a typical day as {experience_title}, using the words "typical day" (or their direct translation in the language of the conversation).
             
         {language_style}
         
diff --git a/backend/app/agent/skill_explorer_agent/_responsibilities_extraction_llm.py b/backend/app/agent/skill_explorer_agent/_responsibilities_extraction_llm.py
index f99d06b8f..3a808205b 100644
--- a/backend/app/agent/skill_explorer_agent/_responsibilities_extraction_llm.py
+++ b/backend/app/agent/skill_explorer_agent/_responsibilities_extraction_llm.py
@@ -50,6 +50,7 @@ def __init__(self, logger: logging.Logger):
             system_instructions=_ResponsibilitiesExtractionLLM._create_extraction_system_instructions(),
             config=LLMConfig(
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
+                    "seed": 1,  # A fixed seed makes the extraction reproducible
                     "max_output_tokens": 3000,  # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
                 } | with_response_schema(ResponsibilitiesExtractionResponse)
             ))
@@ -106,6 +107,17 @@ def _create_extraction_system_instructions() -> str:
                 - object
                 - modifiers
             
+            Each entity must be a grammatically correct sentence that reuses the wording of the input, without synonyms.
+            Conjugate the verbs that are in the infinitive or in a purpose clause (e.g. "I wake up early to be at work on time" -> "I wake up early", "I am at work on time").
+            A clause that only describes a noun stays in the entity of the action it belongs to and is not an entity on its own
+            (e.g. "I buy the tools that my sister and I need to fix the car" -> "I buy the tools that my sister and I need to fix the car",
+            not "I need the tools", "My sister needs the tools" or "My sister fixes the car").
+            Turn a passive sentence into the active form, with the preposition the verb needs
+            (e.g. "The menu was decided by my boss" -> "My boss decided on the menu").
+            Obligations and tasks I describe without a personal subject are my entities too
+            (e.g. "I have to open the shop early" -> "I open the shop early", "It is important to keep track of the orders" -> "I keep track of the orders").
+            Facts that are not actions of a person (e.g. "The shop is open", "The clients arrive") are irrelevant_entities.
+
             A single sentence can contain multiple entities. Entities can be explicit or implicit.
             Review carefully <User's Last Input> to ensure you extract all entities including the once that are implicit.
             
@@ -124,6 +136,10 @@ def _create_extraction_system_instructions() -> str:
             
             You will collect and place the entities into the 'extracted_entities' list of output.
 
+            Keep only the task when a verb just introduces it (e.g. "I start by cleaning the house" -> "I clean the house",
+            "I focus on cooking" -> "I cook"), and do not add to every entity a remark about the whole experience (e.g. "I do it all for free").
+            General remarks that name no task (e.g. "I do the tasks", "I pitch in with the daily chores") are irrelevant_entities.
+
         # Classification instructions
             Every entity in 'extracted_entities' MUST appear in exactly one of the four classification lists below.
             Do not leave any extracted entity unclassified.
diff --git a/backend/app/agent/skill_explorer_agent/_sentence_decomposition_llm.py b/backend/app/agent/skill_explorer_agent/_sentence_decomposition_llm.py
index 71f2addde..dc9396503 100644
--- a/backend/app/agent/skill_explorer_agent/_sentence_decomposition_llm.py
+++ b/backend/app/agent/skill_explorer_agent/_sentence_decomposition_llm.py
@@ -80,6 +80,7 @@ def __init__(self, logger: logging.Logger):
             config=LLMConfig(
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
                     "top_p": 0.0,
+                    "seed": 1,  # A fixed seed makes the decomposition reproducible
                     "max_output_tokens": 3000,  # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
                 } | with_response_schema(_SentenceDecompositionFirstPassResponse)
             ))
@@ -89,6 +90,7 @@ def __init__(self, logger: logging.Logger):
             config=LLMConfig(
                 generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | {
                     "top_p": 0.0,
+                    "seed": 1,  # A fixed seed makes the decomposition reproducible
                     "max_output_tokens": 3000,  # Limit the output to 3000 tokens to avoid the "reasoning recursion issues"
                 } | with_response_schema(_SentenceDecompositionResponse)
             ))
@@ -146,23 +148,44 @@ def _create_first_pass_system_instructions() -> str:
             Do not infer the my responsibilities, skills, duties, tasks, actions, behaviour, activities, competencies, or knowledge based on your prior knowledge about the experience.
             Do not infer the experience and do not use that information in your task.
             Use only information that is present in <My Last Input> and <Conversation History>.
+        # Scope
+            Decompose ONLY the sentences of <My Last Input>.
+            Use <Conversation History> solely to resolve what the pronouns and references in <My Last Input> refer to.
+            Never output a sentence for something that is only said in <Conversation History> and is not stated in <My Last Input>.
+        # Keep my wording
+            Reuse my exact words, word order and tense. Do not use synonyms, do not reorder words, do not change the tense,
+            and do not add or remove words. Keep adverbs and modifiers such as "sometimes", "very early in the morning" or "myself".
+            The only changes you are allowed to make are:
+                - split a sentence into standalone sub-sentences and drop the connectors that only linked them (e.g. "and", "but", "then", "also"),
+                - repeat the subject when it was omitted (e.g. "I heat the ovens, clean the place" -> "I heat the ovens", "I clean the place"),
+                - replace pronouns and references with what they refer to, adapting the verb agreement when needed
+                  (e.g. "We do it" where "it" is shaping the dough -> "John and I shape the dough").
+            For example: "I cook. I also wash the dishes and then sometimes I dry them myself" ->
+                "I cook.", "I wash the dishes.", "Sometimes I dry the dishes myself."
+            Start every sentence with a capital letter and end it with a period.
         # 'decomposed_sentences' instructions
             Extract and accurately identify and separate the main actions from their purpose or descriptive clauses and decompose complex sentences from the <My Last Input> into sub-sentences.
             
-            Main Action Sub-Sentences: Convert the main action into a standalone sentences.
-            Purpose Action Sub-Sentences: Turn the purpose clause into a standalone sentences.
-            Further Detail or Requirement Sub-Sentences: Extract additional details or requirements into further standalone sentences.
+            Main Action Sub-Sentences: Convert each main action into a standalone sentence. Each sub-sentence contains exactly one main action:
+            split the actions joined by "and", "but" or commas, and split the actions in relative clauses
+            (e.g. "My aunt eats the cake that I baked" -> "My aunt eats the cake", "I baked the cake"),
+            but not a relative clause about what someone needs, has or wants (e.g. "I buy the tools we need" stays one sentence).
+            Keep a purpose or reason clause (e.g. "to ...", "so that ...", "because ...") and a time clause (e.g. "after ...", "when ...")
+            in the same sub-sentence as the main action it directly belongs to, and only with that action
+            (e.g. "My son eats the soup that I cooked after I came home" -> "My son eats the soup.", "I cooked the soup after I came home.").
             
             The sum of the sub-sentences should cover all the information in the original sentence and preserve the original meaning.
-            Do not duplicate sub-sentences that are similar and do not convey new information. Be as concise as possible.
+            Each piece of information must appear in exactly one sub-sentence: do not output both a sentence and its parts,
+            and do not duplicate sub-sentences that are similar and do not convey new information. Be as concise as possible.
             The sub-sentence must incorporate parts of the <Conversation History>, so that the sub-sentence is standalone and can be understood
-            without the need to refer back to the <Conversation History>. Adjust phrasing as necessary to maintain clarity and coherence.
+            without the need to refer back to the <Conversation History>.
             Include all information about the action, including the subject, verb, and object.
             Place each sub-sentence as a separate item in the 'decomposed_sentences' list.
         # 'pronouns_indexing' instructions
             Identify all unique pronouns in <My Last Input> and <Conversation History>.
             Include all possessive, reflexive, demonstrative, relative, interrogative, indefinite, reciprocal, and intensive pronouns.
             Exclude first person pronouns (I, me, my, mine etc.) and second person pronouns (you, your, yours etc.) that refer to me.
+            First person plural pronouns (we, us, our, ours etc.) are not excluded when they refer to me together with other people.
             
             List each unique pronoun only once, even if it appears multiple times in the text.
             For each pronoun provide the pronoun type in the format: "pronoun -> pronoun type".
@@ -171,6 +194,7 @@ def _create_first_pass_system_instructions() -> str:
         # 'pronouns_antecedents'  instructions  
             Identify all unique pronouns in <My Last Input> and <Conversation History> and determine their antecedents.
             Exclude first person pronouns (I, me, my, mine etc.) and second person pronouns (you, your, yours etc.) that refer to me.
+            First person plural pronouns (we, us, our, ours etc.) are not excluded when they refer to me together with other people.
             List each unique pronoun only once, even if it appears multiple times in the text.
             For each pronoun, provide the antecedent in the format: "pronoun -> antecedent" and briefly explain the reasoning behind the choice of antecedent.
             Keep this list concise - only include pronouns that need to be resolved.
@@ -178,6 +202,7 @@ def _create_first_pass_system_instructions() -> str:
             
         # 'resolved_pronouns' instructions
             Replace all pronouns (expect the ones that refer to the first person), in the 'decomposed_sentences' with the specific nouns or phrases they reference.
+            Replace first person plural pronouns (we, us, our etc.) with the people they refer to, naming me as "I" (e.g. "we" -> "John and I") when they are known.
             The antecedent should not show up multiple times in the same sentence.
             Use <My Last Input> and <Conversation History> to determine the antecedent.            
             All information from the original sentence is preserved and covered.
@@ -231,12 +256,16 @@ def _create_second_pass_system_instructions() -> str:
         # Role
             You are ({language_name}) language expert that reviews sentences and fixes them.
             You will be given an input with a list of independent sentences.
-            Your task is to review each sentence and fix it to ensure that it is grammatically correct, clear, concise and sounds natural.
-            Pay attention to awkward phrasing, grammatical errors, and any other issues that may affect the clarity and readability of the sentence.
+            Your task is to review each sentence and fix only its grammatical errors, such as "I use I's hands" -> "I use my hands"
+            or "Ben helps Ben's brother" -> "Ben helps his brother".
+            If a sentence is grammatically correct, return it exactly as it is, character for character.
+            Do not restyle or rephrase: do not use synonyms, do not reorder words, do not change the tense,
+            and do not add or remove words such as adverbs (e.g. "also", "sometimes", "myself").
             Do not change the meaning of the sentence or add any new information.
             Do not change the grammatical person of the sentence. If a sentence uses first person ("I", "my", "me"), keep it in first person. Do not convert first-person sentences to third person ("The user", "he", "she", "they").
-            Both the input and the fixed sentence should be interpreted in a different way review independently. 
-            Each sentence from the input must fixed and added to the output in the decomposed_and_dereferenced list.
+            Review each sentence independently.
+            Every sentence must end with a period.
+            Each sentence from the input must be reviewed and added to the output in the decomposed_and_dereferenced list, in the same order.
                        
         # Input Structure
             The input structure is a list of sentences:
diff --git a/backend/app/agent/welcome_agent.py b/backend/app/agent/welcome_agent.py
index b26043db3..359b8052b 100644
--- a/backend/app/agent/welcome_agent.py
+++ b/backend/app/agent/welcome_agent.py
@@ -291,8 +291,9 @@ def get_system_instructions(state: WelcomeAgentState) -> str:
             Do not just repeat the information from the <_ABOUT_> section; rephrase it to answer the question directly. 
             
             If you are unsure and I ask questions that contain information that is not explicitly related to your task 
-            and can't be found in the <_ABOUT_> section, you will answer each time with a concise but different variation of:
-            "Sorry, I don't know how to help you with that. Shall we begin your skills exploration session?"            
+            and can't be found in the <_ABOUT_> section, you will answer each time with a concise but different variation of
+            the following text, translated to the language of the conversation (never answer with the English text in another language):
+            "Sorry, I don't know how to help you with that. Shall we begin your skills exploration session?"
             
             Be clear and concise. Do not break character or make things up.
             Answer in no more than 100 words.
diff --git a/backend/app/career_readiness/agent.py b/backend/app/career_readiness/agent.py
index accd4d86c..81052047f 100644
--- a/backend/app/career_readiness/agent.py
+++ b/backend/app/career_readiness/agent.py
@@ -246,6 +246,20 @@ def _build_instruction_mode_instructions(module_title: str, module_content: str,
         4. EXPLAIN — Give direct explanations ONLY as a last resort, after hints have not helped.
         5. FADE — As the student demonstrates understanding, reduce your support and encourage independent reasoning.
 
+        # Building on Partially Correct Answers
+        When the student is on the right track but has not yet named the key idea, do not only ask another question.
+        In the same message, affirm what they got right, then teach the missing piece by naming the concept with the
+        terminology used in the grounding content (for example the name of a section, a type, a framework or a method)
+        and briefly say what it means. Then end with a question that lets the student apply or extend it.
+
+        # Bridging to Named Methods
+        When the student correctly describes an idea that the grounding content connects to a named framework or method
+        (for example, the content says the method is how to answer, structure or apply that idea), you MUST name that
+        framework or method in your reply and say in one short sentence what it is, instead of only affirming the idea.
+        Ask about it next, even if it belongs to a different topic in the module topic list.
+        Naming the concept is not giving away the answer: the student still has to explain and apply it in their own words
+        before the topic counts as covered.
+
         # Comprehension Checks
         Embed checks throughout the conversation:
         - Ask the student to explain concepts back in their own words
@@ -262,8 +276,11 @@ def _build_instruction_mode_instructions(module_title: str, module_content: str,
         - "How would you apply this in a real situation?"
         Never ask "Does that make sense?" or similar yes/no questions as comprehension checks.
         Only mark a topic as "covered" when the student has given a substantive response
-        that shows genuine understanding — not just agreement. Use "partial" for thin or
-        ambiguous engagement.
+        that shows genuine understanding — not just agreement. Use "partial" when the student
+        says something relevant but incomplete. Acknowledgments, "I don't know", vague guesses
+        and deflections leave the topic status unchanged.
+        A single substantive answer that correctly explains the topic in the student's own words
+        is enough to mark it "covered", even if you keep asking about it to deepen understanding.
 
         # Handling Off-Topic Responses
         Sometimes the student will give a substantive answer that does not actually address the
diff --git a/backend/app/career_readiness/types.py b/backend/app/career_readiness/types.py
index 5c7d2c483..36d490f20 100644
--- a/backend/app/career_readiness/types.py
+++ b/backend/app/career_readiness/types.py
@@ -34,9 +34,11 @@ class TopicStatus(str, Enum):
 
 TOPIC_STATUS_FIELD_DESCRIPTION = (
     "The coverage status of the topic: "
-    "\"covered\" — the student has substantively engaged with this topic and demonstrated understanding across the conversation so far; "
-    "\"partial\" — the topic was touched but the student's engagement was thin, off-topic, or just acknowledgment; "
-    "\"not_covered\" — the topic has not been addressed yet in this conversation."
+    "\"covered\" — the student has given at least one substantive answer on this topic, in their own words, that shows they understand it; "
+    "\"partial\" — the student talked about this topic and said something partly correct or incomplete about it "
+    "(a passing mention of a word from the topic while answering another topic does not count); "
+    "\"not_covered\" — the student has not yet said anything relevant to this topic. Acknowledgments (\"yes\", \"I understand\"), "
+    "\"I don't know\", vague guesses and deflections do not count as addressing a topic."
 )
 """Description of `TopicStatusRecord.status` in the LLM response schema."""
 
diff --git a/backend/app/conversation_memory/summarizer.py b/backend/app/conversation_memory/summarizer.py
index 8b5c9b2e8..c46627d7a 100644
--- a/backend/app/conversation_memory/summarizer.py
+++ b/backend/app/conversation_memory/summarizer.py
@@ -23,6 +23,8 @@ def __init__(self):
             "I" in the summary will refer to me "the user". Example: "I told you ..."
             "You" in the summary will refer to you "the model". Example: "You asked me ..."
             The summary should be concise and capture the essence of the conversation, not the details.
+            Always keep the key facts: the experiences, projects and organizations I mentioned, and every skill
+            that either of us named (including the skills you pointed out), as they are needed later in the conversation.
             You will respond with the new updated summary text
             Do not include the '_SUMMARY_' tag in the response.
             Your response will be in a raw formatted non markdown text 
diff --git a/backend/common_libs/llm/generative_models.py b/backend/common_libs/llm/generative_models.py
index 65ae23c8d..b1bdd15ea 100644
--- a/backend/common_libs/llm/generative_models.py
+++ b/backend/common_libs/llm/generative_models.py
@@ -20,6 +20,12 @@
 
 _clients: dict[tuple[str, int], genai.Client] = {}
 
+_REQUEST_TIMEOUT_MS = 180_000
+"""
+The timeout of a request to the API. Without it the client waits forever on a connection that was dropped silently,
+the timeout error is transient, so the call is retried (see `common_libs.retry.is_retryable_error`).
+"""
+
 
 def get_genai_client(location: str) -> genai.Client:
     """
@@ -36,7 +42,8 @@ def get_genai_client(location: str) -> genai.Client:
     key = (location, loop_id)
     client = _clients.get(key)
     if client is None:
-        client = genai.Client(vertexai=True, location=location)
+        client = genai.Client(vertexai=True, location=location,
+                              http_options=genai.types.HttpOptions(timeout=_REQUEST_TIMEOUT_MS))
         _clients[key] = client
     return client
 
diff --git a/backend/common_libs/llm/models_utils.py b/backend/common_libs/llm/models_utils.py
index de21182f1..c75b0eb1b 100644
--- a/backend/common_libs/llm/models_utils.py
+++ b/backend/common_libs/llm/models_utils.py
@@ -9,7 +9,8 @@
 
 from app.agent.config import GEMINI_DEFAULT_MODELS, ModelTier
 from common_libs.observability.tracing import traced_observation, update_observation
-from common_libs.retry import RetryConfigWithExponentialBackOff, DEFAULT_RETRY_CONFIG_WITH_EXP_BACKOFF, Retry
+from common_libs.retry import RetryConfigWithExponentialBackOff, DEFAULT_RETRY_CONFIG_WITH_EXP_BACKOFF, Retry, RetryLimitExceededError, \
+    is_retryable_error
 
 if TYPE_CHECKING:
     from app.app_config import LLMProvider
@@ -315,8 +316,10 @@ async def _generate_content() -> LLMResponse:
                 return await self.internal_generate_content(llm_input, response_schema)
 
             except Exception as e:
-                logger.error("An error occurred while generating content with resource:%s",
-                             self._resource_name, exc_info=True)
+                # A transient error is retried, and the retry logs it as a warning.
+                if not is_retryable_error(e):
+                    logger.error("An error occurred while generating content with resource:%s",
+                                 self._resource_name, exc_info=True)
                 raise e
 
         # This is the single funnel for nearly every LLM call in the backend, which is why the
@@ -333,6 +336,8 @@ async def _generate_content() -> LLMResponse:
             try:
                 response = await Retry[str].call_with_exponential_backoff(callback=_generate_content, logger=logger)
             except Exception as e:
+                if isinstance(e, RetryLimitExceededError):
+                    logger.error("Generating content with resource:%s failed: %s", self._resource_name, e)
                 update_observation(generation, level="ERROR", status_message=str(e))
                 raise
 
diff --git a/backend/evaluation_tests/career_explorer_agent/non_priority_sector_explorer_eval_test.py b/backend/evaluation_tests/career_explorer_agent/non_priority_sector_explorer_eval_test.py
index 2cfeecb35..0f90c1d57 100644
--- a/backend/evaluation_tests/career_explorer_agent/non_priority_sector_explorer_eval_test.py
+++ b/backend/evaluation_tests/career_explorer_agent/non_priority_sector_explorer_eval_test.py
@@ -72,10 +72,11 @@ async def test_non_priority_sector_explorer_web_search(
     context.add_turn(test_case.user_input, "")
 
     explorer = NonPrioritySectorExplorer()
-    message, finished, _, _, grounding_metadata = await explorer.explore(
+    message, finished, _, _, metadata = await explorer.explore(
         user_input=test_case.user_input,
         context=context,
     )
+    grounding_metadata = (metadata or {}).get("grounding_metadata")
 
     evaluation_record = ConversationEvaluationRecord(
         test_case=test_case.name,
@@ -99,7 +100,7 @@ async def test_non_priority_sector_explorer_web_search(
         logging.info(
             "Non-priority explorer test %s: got %d sources from web search, LLM score=%d (%s)",
             test_case.name,
-            len(grounding_metadata.grounding_chunks),
+            len(grounding_metadata.get("grounding_chunks") or []),
             eval_result.score,
             eval_result.reasoning[:100],
         )
diff --git a/backend/evaluation_tests/career_explorer_agent/sector_relevance_classifier_eval_test.py b/backend/evaluation_tests/career_explorer_agent/sector_relevance_classifier_eval_test.py
index ec6a30312..69e047867 100644
--- a/backend/evaluation_tests/career_explorer_agent/sector_relevance_classifier_eval_test.py
+++ b/backend/evaluation_tests/career_explorer_agent/sector_relevance_classifier_eval_test.py
@@ -87,9 +87,10 @@ async def test_sector_relevance_classifier(
 
     # WHEN the classifier is called with the user's input
     classifier = SectorRelevanceClassifier()
-    actual_relevance, actual_sector_name, actual_is_priority, _reasoning, _, _all_sectors = await classifier.classify(
-        user_input=test_case.user_input, context=given_context
-    )
+    actual_result = await classifier.classify(user_input=test_case.user_input, context=given_context)
+    actual_relevance = actual_result.relevance
+    actual_sector_name = actual_result.sector_name
+    actual_is_priority = actual_result.is_priority
 
     # THEN the relevance matches the expected value
     assert actual_relevance == test_case.expected_relevance, (
@@ -133,9 +134,8 @@ async def test_classifier_extracts_multiple_sectors(
 
     # WHEN the classifier is called
     classifier = SectorRelevanceClassifier()
-    _relevance, _sector_name, _is_priority, _reasoning, _, actual_all_sectors = await classifier.classify(
-        user_input=given_user_input, context=given_context
-    )
+    actual_result = await classifier.classify(user_input=given_user_input, context=given_context)
+    actual_all_sectors = actual_result.all_sectors
 
     # THEN all_sectors contains at least 2 entries
     assert len(actual_all_sectors) >= 2, (
diff --git a/backend/evaluation_tests/career_readiness_agent/career_readiness_agent_scripted_user_test.py b/backend/evaluation_tests/career_readiness_agent/career_readiness_agent_scripted_user_test.py
index b575e7ab4..c37375b3b 100644
--- a/backend/evaluation_tests/career_readiness_agent/career_readiness_agent_scripted_user_test.py
+++ b/backend/evaluation_tests/career_readiness_agent/career_readiness_agent_scripted_user_test.py
@@ -189,8 +189,10 @@ class CareerReadinessEdgeCaseTestCase:
             "Professional identity is more than a job title. It's my values, skills, and career goals. "
             "For me as a plumber, it means being someone who solves problems reliably and takes pride in safe work.",
             # Strong answer on "Types of Skills"
-            "There are technical skills like pipefitting and using pressure gauges, and transferable skills "
-            "like communication and problem-solving that apply across any job.",
+            # (the module defines three types of skills, so the answer names all three)
+            "There are technical skills like pipefitting and using pressure gauges, transferable skills "
+            "like communication and problem-solving that apply across any job, and knowledge-based skills "
+            "like knowing the building codes and the water safety regulations.",
             # Contradicts the first topic — potential downgrade trigger
             "Actually wait, I think professional identity is just your job title after all.",
             # Answer on "How to Identify Your Skills"
diff --git a/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_es_test.py b/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_es_test.py
index 1e17d907a..c06108e83 100644
--- a/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_es_test.py
+++ b/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_es_test.py
@@ -128,7 +128,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Venta de Zapatos', company='Mercado Local',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=None, work_type='UNSEEN_UNPAID')
+                          paid_work=None, work_type=None)
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
@@ -141,7 +141,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": AnyOf(None, True),
              "start_date": ContainsString("2019"),
              "end_date": AnyOf('', None, "Present"),
-             "work_type": 'UNSEEN_UNPAID'
+             "work_type": AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name)  # self-employed shoe seller: paid, no self-employment type any more
              },
         ]
     ),
@@ -160,7 +160,7 @@ class _TestCaseDataExtraction(CompassTestCase):
         collected_data_so_far=[
             CollectedData(index=0, experience_title='Venta de Zapatos', company='Mercado Local', location=None,
                           start_date=None, end_date=None,
-                          paid_work=None, work_type='UNSEEN_UNPAID')
+                          paid_work=None, work_type=None)
         ],
         expected_last_referenced_experience_index=-1,  # The experience should be deleted
         expected_collected_data_count=0
@@ -204,7 +204,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Asistente de ventas', company='Local de mi viejo',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=None, work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK')
+                          paid_work=None, work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT')
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
diff --git a/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_test.py b/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_test.py
index a3a276b8b..77c192374 100644
--- a/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_test.py
+++ b/backend/evaluation_tests/collect_experiences_agent/_data_extraction_llm_test.py
@@ -17,6 +17,11 @@
 from evaluation_tests.get_test_cases_to_run_func import get_test_cases_to_run
 from evaluation_tests.matcher import check_actual_data_matches_expected, ContainsString, AnyOf, Matcher, match_expected
 
+# Self-employment / freelancing / own-business work no longer has a storage work type (SELF_EMPLOYMENT was removed).
+# It is paid work, so it is not UNSEEN_UNPAID (unpaid domestic/caregiving/volunteering) nor unpaid trainee work.
+# The defensible classifications are the only paid storage type, or None (not enough information to classify).
+_PAID_SELF_EMPLOYMENT_WORK_TYPE = AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name)
+
 
 class _TestCaseDataExtraction(CompassTestCase):
     # The GIVEN
@@ -136,7 +141,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": '2010',
              "end_date": '2018',
              "work_type":
-                 AnyOf(None, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name)
+                 AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name)
              },
             {"index": 1,
              "defined_at_turn_number": 1,
@@ -147,7 +152,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": '2018',
              "end_date": '2020',
              "work_type":
-                 AnyOf(None, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name)
+                 AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name)
              }
         ]
 
@@ -167,7 +172,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                           company=None,
                           location=None, start_date='06/2020',
                           end_date=None,
-                          paid_work=True, work_type='UNSEEN_UNPAID')
+                          paid_work=True, work_type=None)
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
@@ -181,7 +186,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": ContainsString("06/2020"),
              "end_date": AnyOf(None, "Present"),
              "work_type":
-                 AnyOf(WorkType.UNSEEN_UNPAID.name)
+                 _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
         ]
     ),
@@ -203,7 +208,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Freelancing', company=None,
                           location=None, start_date='06/2020',
                           end_date=None,
-                          paid_work=True, work_type='UNSEEN_UNPAID')
+                          paid_work=True, work_type=None)
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
@@ -217,7 +222,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": ContainsString("06/2020"),
              "end_date": AnyOf(None, "Present"),
              "work_type":
-                 AnyOf(WorkType.UNSEEN_UNPAID.name)
+                 _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
         ]
     ),
@@ -247,7 +252,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                                               company=None,
                                               location=None, start_date='06/2020',
                                               end_date=None,
-                                              paid_work=True, work_type='UNSEEN_UNPAID')
+                                              paid_work=True, work_type=None)
                             ],
                             expected_last_referenced_experience_index=0,
                             expected_collected_data_count=1,
@@ -261,7 +266,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                                  "start_date": ContainsString("06/2020"),
                                  "end_date": AnyOf(None, "Present"),
                                  "work_type":
-                                     AnyOf(WorkType.UNSEEN_UNPAID.name)
+                                     _PAID_SELF_EMPLOYMENT_WORK_TYPE
                                  },
                             ]
                             ),
@@ -281,7 +286,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Selling Shoes', company='Local Market',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=None, work_type='UNSEEN_UNPAID')
+                          paid_work=None, work_type=None)
         ],
         expected_last_referenced_experience_index=AnyOf(0, -1),
         expected_collected_data_count=1,
@@ -295,7 +300,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": AnyOf('', None),
              "end_date": AnyOf('', None),
              "work_type":
-                 AnyOf(WorkType.UNSEEN_UNPAID.name)
+                 _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
         ]
     ),
@@ -314,7 +319,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Selling Shoes', company='Local Market',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=None, work_type='UNSEEN_UNPAID')
+                          paid_work=None, work_type=None)
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
@@ -327,7 +332,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": AnyOf(None, True),
              "start_date": ContainsString("2019"),
              "end_date": AnyOf('', None, "Present"),
-             "work_type": 'UNSEEN_UNPAID'
+             "work_type": _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
         ]
     ),
@@ -346,7 +351,7 @@ class _TestCaseDataExtraction(CompassTestCase):
         collected_data_so_far=[
             CollectedData(index=0, experience_title='Selling Shoes', company='Local Market', location=None,
                           start_date=None, end_date=None,
-                          paid_work=None, work_type='UNSEEN_UNPAID')
+                          paid_work=None, work_type=None)
         ],
         expected_last_referenced_experience_index=-1,  # The experience should be deleted
         expected_collected_data_count=0
@@ -460,12 +465,12 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, experience_title='delivery job', company='Uber Eats', location='Paris',
                           start_date='2021/01', end_date='2023/03',
                           paid_work=True,
-                          work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK'),
+                          work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT'),
             CollectedData(index=1, experience_title='Selling old furniture',
                           company='Flea Market of rue Jean Henri Fabre',
                           location='15th arrondissement, near the Eiffel Tower', start_date='2019', end_date='Present',
                           paid_work=True,
-                          work_type='UNSEEN_UNPAID')
+                          work_type=None)
         ],
         expected_last_referenced_experience_index=-1,
         expected_collected_data_count=2
@@ -488,7 +493,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Freelance Work',
                           company=None,
                           location=None, start_date=None, end_date=None,
-                          paid_work=True, work_type='UNSEEN_UNPAID'),
+                          paid_work=True, work_type=None),
         ],
         expected_last_referenced_experience_index=0,
         expected_collected_data_count=1,
@@ -502,7 +507,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "start_date": '06/2020',
              "end_date": ContainsString('present'),
              "work_type":
-                 AnyOf(WorkType.UNSEEN_UNPAID.name)
+                 _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
         ]
 
@@ -530,11 +535,11 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=2, experience_title='Project Manager',
                           company='University of Oxford', location='Remote',
                           start_date='2018', end_date='2020', paid_work=True,
-                          work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK'),
+                          work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT'),
             CollectedData(index=1, defined_at_turn_number=6, experience_title='Software Architect',
                           company='ProUbis GmbH', location='Berlin',
                           start_date='2010', end_date='2018', paid_work=True,
-                          work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK'),
+                          work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT'),
             CollectedData(index=2, defined_at_turn_number=9, experience_title='Software Developer', company='Ubis GmbH',
                           location='Berlin', start_date='1998',
                           end_date='', paid_work=False, work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK')
@@ -695,7 +700,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": '2020',
              "end_date": '2022',
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
              },
             {"index": 1,
              "defined_at_turn_number": 1,
@@ -705,7 +710,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": '2023',
              "end_date": "Present",
-             "work_type": WorkType.UNSEEN_UNPAID.name
+             "work_type": _PAID_SELF_EMPLOYMENT_WORK_TYPE
              }
         ]
     ),
@@ -725,7 +730,7 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Cashier', company='Walmart',
                           location=None, start_date='2023',
                           end_date=None,
-                          paid_work=True, work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK')
+                          paid_work=True, work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT')
         ],
         expected_last_referenced_experience_index=0,  # Should reference the updated experience
         expected_collected_data_count=2,  # Should have both experiences
@@ -738,7 +743,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": '2022',
              "end_date": '2023',
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
              },
             {"index": 1,
              "defined_at_turn_number": 2,  # New experience gets current turn number
@@ -768,11 +773,11 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Waiter', company='Restaurant',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=True, work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK'),
+                          paid_work=True, work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT'),
             CollectedData(index=1, defined_at_turn_number=1, experience_title='Freelance Writing', company=None,
                           location=None, start_date='2020',
                           end_date=None,
-                          paid_work=True, work_type='UNSEEN_UNPAID')
+                          paid_work=True, work_type=None)
         ],
         expected_last_referenced_experience_index=0,  # Should reference the updated writing experience
         expected_collected_data_count=1,  # Should have only the writing experience (waiter deleted)
@@ -785,7 +790,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": '2020',
              "end_date": AnyOf(None, ContainsString('Present')),
-             "work_type": WorkType.UNSEEN_UNPAID.name
+             "work_type": _PAID_SELF_EMPLOYMENT_WORK_TYPE
              }
         ]
     ),
@@ -814,7 +819,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": AnyOf(None, ''),
              "end_date": AnyOf(None, ''),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
              },
             {"index": 1,
              "defined_at_turn_number": 1,
@@ -862,11 +867,11 @@ class _TestCaseDataExtraction(CompassTestCase):
             CollectedData(index=0, defined_at_turn_number=1, experience_title='Teacher', company='School',
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=True, work_type='FORMAL_SECTOR_UNPAID_TRAINEE_WORK'),
+                          paid_work=True, work_type='FORMAL_SECTOR_WAGED_EMPLOYMENT'),
             CollectedData(index=1, defined_at_turn_number=1, experience_title='Consulting', company=None,
                           location=None, start_date=None,
                           end_date=None,
-                          paid_work=True, work_type='UNSEEN_UNPAID')
+                          paid_work=True, work_type=None)
         ],
         expected_last_referenced_experience_index=0,  # Should reference the updated consulting experience
         expected_collected_data_count=2,  # Should have consulting (updated) and photography (new), teaching deleted
@@ -879,7 +884,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": True,
              "start_date": AnyOf(None, ContainsString('2020')),
              "end_date": AnyOf(None, ContainsString('2022')),
-             "work_type": WorkType.UNSEEN_UNPAID.name
+             "work_type": _PAID_SELF_EMPLOYMENT_WORK_TYPE
              },
             {"index": 1,
              "defined_at_turn_number": 2,  # New experience gets current turn number
@@ -889,7 +894,7 @@ class _TestCaseDataExtraction(CompassTestCase):
              "paid_work": AnyOf(None, True),
              "start_date": '2021',
              "end_date": AnyOf(None, ContainsString('Present')),
-             "work_type": WorkType.UNSEEN_UNPAID.name
+             "work_type": _PAID_SELF_EMPLOYMENT_WORK_TYPE
              }
         ]
     ),
@@ -925,7 +930,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": '06/2020',
                 "end_date": ContainsString("Present"),
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "index": 1,
@@ -936,7 +941,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "01/2018",
                 "end_date": "05/2020",
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "index": 2,
@@ -947,7 +952,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "2016",
                 "end_date": "2018",
-                "work_type": AnyOf(None, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name),
+                "work_type": AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name),
             },
             {
                 "index": 3,
@@ -958,7 +963,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "2014",
                 "end_date": "2014",
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "index": 4,
@@ -969,7 +974,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "2013",
                 "end_date": "2013",
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "index": 5,
@@ -980,7 +985,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "2013",
                 "end_date": "2013",
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "index": 6,
@@ -991,7 +996,7 @@ class _TestCaseDataExtraction(CompassTestCase):
                 "paid_work": AnyOf(None, True),
                 "start_date": "2012",
                 "end_date": "2012",
-                "work_type": AnyOf(WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name, None),
+                "work_type": AnyOf(WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name, None),
             },
         ],
     )
diff --git a/backend/evaluation_tests/collect_experiences_agent/collect_experiences_test_cases.py b/backend/evaluation_tests/collect_experiences_agent/collect_experiences_test_cases.py
index 767a30115..9ce94f330 100644
--- a/backend/evaluation_tests/collect_experiences_agent/collect_experiences_test_cases.py
+++ b/backend/evaluation_tests/collect_experiences_agent/collect_experiences_test_cases.py
@@ -62,8 +62,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=2,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (1, 2)},
         matchers=["llm", "matcher"],
@@ -87,8 +86,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=2,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (1, 2)},
         matchers=["llm"],
@@ -157,13 +155,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1)},
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1)},
         expected_experience_data=[
             {"experience_title": ContainsString("project manager"),
              "location": ContainsString("remote"),
              "company": ContainsString("University of Oxford"),
              "timeline": {"start": "2018", "end": "2020"},
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
         ]
     ),
@@ -180,11 +178,9 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         expected_experiences_count_min=0,
         expected_experiences_count_max=0,
         country_of_user=Country.UNSPECIFIED,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0)
-                             },
+                             WorkType.UNSEEN_UNPAID: (0, 0)},
     ), CollectExperiencesAgentTestCase(
         name='add_experience_after_recap',
         simulated_user_prompt=dedent("""
@@ -197,17 +193,15 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
         country_of_user=Country.UNSPECIFIED,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0)
-                             },
+                             WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
             {"experience_title": ContainsString("project manager"),
              "location": ContainsString("remote"),
              "company": ContainsString("University of Oxford"),
              "timeline": {"start": "2018", "end": "2020"},
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              }]
     ),
     CollectExperiencesAgentTestCase(
@@ -232,35 +226,33 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=7,
         expected_experiences_count_max=7,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (2, 2),
-                             WorkType.UNSEEN_UNPAID: (2, 2),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (4, 4),  # 2 paid jobs + 2 own businesses (bar/restaurant, CEO of own startup)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (2, 2)
-                             },
+                             WorkType.UNSEEN_UNPAID: (2, 2)},
         expected_experience_data=[
             {"experience_title": ContainsString("project manager"),
              "location": ContainsString("remote"),
              "company": ContainsString("University of Oxford"),
              "timeline": DictContaining({"start": "2018", "end": "2020"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("software architect"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("ProUbis GmbH"),
              "timeline": DictContaining({"start": "2010", "end": "2018"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("Owned a bar/restaurant"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("Dinner For Two"),
              "timeline": DictContaining({"start": "2010", "end": "2020"}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("CEO"),
              "location": ContainsString("DC"),
              "company": ContainsString("Acme Inc."),
              "timeline": DictContaining({"start": "2022", "end": AnyOf('', ContainsString("present"))}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("Software Developer"),
              "location": ContainsString("Berlin"),
@@ -302,8 +294,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=7,
         expected_experiences_count_max=7,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (2, 2),
-                             WorkType.UNSEEN_UNPAID: (2, 2),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (4, 4),  # 2 paid jobs + 2 own businesses (bar/restaurant, CEO of own startup)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
                              WorkType.UNSEEN_UNPAID: (2, 2)},
         country_of_user=Country.UNSPECIFIED,
@@ -312,25 +303,25 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("remote"),
              "company": ContainsString("University of Oxford"),
              "timeline": DictContaining({"start": "2018", "end": "2020"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("software architect"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("ProUbis GmbH"),
              "timeline": DictContaining({"start": "2010", "end": "2018"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("Owned a bar/restaurant"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("Dinner For Two"),
              "timeline": DictContaining({"start": "2010", "end": "2020"}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("CEO"),
              "location": ContainsString("DC"),
              "company": ContainsString("Acme Inc."),
              "timeline": DictContaining({"start": "2022", "end": AnyOf('', ContainsString("present"))}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("Software Developer"),
              "location": ContainsString("Berlin"),
@@ -364,8 +355,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=3,
         expected_experiences_count_max=3,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),  # freelance graphic design teacher (paid, self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (2, 2)},
         country_of_user=Country.SOUTH_AFRICA
@@ -384,15 +374,14 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=3,
         expected_experiences_count_max=3,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),  # freelance graphic design teacher (paid, self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (2, 2)},
         expected_experience_data=[
             {"experience_title": ContainsString("graphic design"),
              "location": AnyOf(ContainsString("remote"), ContainsString("Joburg")),
              "timeline": DictContaining({"start": "06/2020", "end": ContainsString("present")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("English teacher"),
              "location": ContainsString("Joburg"),
@@ -421,8 +410,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         # The simulated user seems to report 3 experiences (help parent, drove grandma, helped neighbours)
         expected_experiences_count_min=2,
         expected_experiences_count_max=3,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (2, 3)}
     ),
@@ -440,8 +428,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=2,
         expected_experiences_count_max=2,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 2),
-                             WorkType.UNSEEN_UNPAID: (1, 2),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Uber Eats (paid contract) + flea market selling (paid, informal)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
@@ -449,13 +436,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Paris"),
              "company": ContainsString("Uber Eats"),
              "timeline": DictContaining({"start": "2021", "end": ContainsString("2023")}),
-             "work_type": AnyOf(WorkType.UNSEEN_UNPAID.name, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name),
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # both are paid work (contract job / informal paid selling)
              },
             {"experience_title": ContainsString("selling furniture"),
              "location": AnyOf(ContainsString("Flea Market"), ContainsString("Jean Henri Fabre"), ContainsString("Paris")),
              "company": ContainsString("Flea Market"),
              "timeline": DictContaining({"start": "2019", "end": ContainsString("present")}),
-             "work_type": AnyOf(WorkType.UNSEEN_UNPAID.name, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name),
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # both are paid work (contract job / informal paid selling)
              },
         ],
 
@@ -474,8 +461,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=2,
         expected_experiences_count_max=2,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 2),
-                             WorkType.UNSEEN_UNPAID: (1, 2),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Uber Eats (paid contract) + flea market selling (paid, informal)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
@@ -483,13 +469,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Paris"),
              "company": ContainsString("Uber Eats"),
              "timeline": DictContaining({"start": "2021", "end": ContainsString("2023")}),
-             "work_type": AnyOf(WorkType.UNSEEN_UNPAID.name, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name),
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # both are paid work (contract job / informal paid selling)
              },
             {"experience_title": ContainsString("selling furniture"),
              "location": AnyOf(ContainsString("Flea Market"), ContainsString("Jean Henri Fabre"), ContainsString("Paris")),
              "company": ContainsString("Flea Market"),
              "timeline": DictContaining({"start": "2019", "end": ContainsString("present")}),
-             "work_type": AnyOf(WorkType.UNSEEN_UNPAID.name, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name),
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # both are paid work (contract job / informal paid selling)
              },
         ],
 
@@ -505,8 +491,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
@@ -514,7 +499,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Nairobi"),
              "company": ContainsString("Chandaria"),
              "timeline": DictContaining({"start": "2018", "end": ContainsString("present")}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              }]
     ),
     CollectExperiencesAgentTestCase(
@@ -532,8 +517,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
@@ -541,7 +525,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Nairobi"),
              "company": ContainsString("Chandaria"),
              "timeline": DictContaining({"start": "2018", "end": ContainsString("present")}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              }]
 
     ),
@@ -557,8 +541,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-                             WorkType.UNSEEN_UNPAID: (0, 0),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (1, 1)},
         expected_experience_data=[
@@ -593,8 +576,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=7,
         expected_experiences_count_max=7,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (2, 2),
-                             WorkType.UNSEEN_UNPAID: (2, 2),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (4, 4),  # 2 paid jobs + 2 own businesses (bar/restaurant, CEO of own startup)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
                              WorkType.UNSEEN_UNPAID: (2, 2)},
         expected_experience_data=[
@@ -602,25 +584,25 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("remote"),
              "company": ContainsString("University of Oxford"),
              "timeline": DictContaining({"start": "2018", "end": "2020"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("software architect"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("ProUbis GmbH"),
              "timeline": DictContaining({"start": "2010", "end": "2018"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("Owned a bar/restaurant"),
              "location": ContainsString("Berlin"),
              "company": ContainsString("Dinner For Two"),
              "timeline": DictContaining({"start": "2010", "end": "2020"}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("CEO"),
              "location": ContainsString("DC"),
              "company": ContainsString("Acme Inc."),
              "timeline": DictContaining({"start": "2022", "end": AnyOf('', ContainsString("present"))}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("Software Developer"),
              "location": ContainsString("Berlin"),
@@ -672,8 +654,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=30)],
         expected_experiences_count_min=4,
         expected_experiences_count_max=4,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Software Developer + Freelance Web Design (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (2, 2)},
         expected_experience_data=[
@@ -682,13 +663,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),  # Provided in follow-up
              "company": ContainsString("TechCorp"),   # Provided in follow-up
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": ContainsString("Johannesburg"),  # Provided in follow-up
              "company": AnyOf(ContainsString("small businesses"), ContainsString("startups"), ContainsString("clients")),
              "timeline": DictContaining({"start": "2023", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),  # Provided in follow-up
@@ -734,8 +715,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=20)],
         expected_experiences_count_min=3,
         expected_experiences_count_max=3,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Software Developer + Freelance Web Designer (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (1, 1)},
         expected_experience_data=[
@@ -744,13 +724,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),  # Provided in follow-up
              "company": ContainsString("TechCorp"),   # Provided in follow-up
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": ContainsString("Johannesburg"),  # Provided in follow-up
              "company": AnyOf(ContainsString("SmallBiz Solutions"), ContainsString("StartupXYZ"), ContainsString("clients")),
              "timeline": DictContaining({"start": "2023", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),  # Provided in follow-up
@@ -799,8 +779,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=25)],
         expected_experiences_count_min=5,
         expected_experiences_count_max=5,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (2, 2),  # Software Developer + Tutor
-                             WorkType.UNSEEN_UNPAID: (1, 1),  # Freelance Web Designer
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (3, 3),  # Software Developer + Tutor + Freelance Web Designer (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (2, 2)},  # Animal Shelter + Family Restaurant
         expected_experience_data=[
@@ -808,13 +787,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),
              "company": ContainsString("TechCorp"),
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": AnyOf(ContainsString("Johannesburg"), ContainsString("remote")),
              "company": AnyOf(ContainsString("clients"), ContainsString("freelance")),
              "timeline": DictContaining({"start": "2022", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),
@@ -826,7 +805,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Pretoria"),
              "company": AnyOf(ContainsString("tutoring"), ContainsString("company")),
              "timeline": DictContaining({"start": "2021", "end": "2023"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": AnyOf(ContainsString("family"), ContainsString("restaurant")),
              "location": AnyOf(ContainsString("Durban"), ContainsString("Cape Town"), ContainsString("Johannesburg"), ContainsString("Pretoria"), ContainsString("Gqeberha")),
@@ -890,8 +869,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=20)],
         expected_experiences_count_min=10,
         expected_experiences_count_max=10,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (3, 3),  # Software Developer + Tutor + Sales Associate
-                             WorkType.UNSEEN_UNPAID: (3, 3),  # Web Designer + Graphic Designer + Content Writer
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (6, 6),  # Software Developer, Tutor, Sales Associate + Web/Graphic Designer, Content Writer (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),  # Marketing Intern
                              WorkType.UNSEEN_UNPAID: (3, 3)},  # Animal Shelter + Family Restaurant + Community Center
         expected_experience_data=[
@@ -899,13 +877,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),
              "company": ContainsString("TechCorp"),
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": AnyOf(ContainsString("Johannesburg"), ContainsString("remote")),
              "company": AnyOf(ContainsString("clients"), ContainsString("freelance")),
              "timeline": DictContaining({"start": "2022", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),
@@ -917,7 +895,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Pretoria"),
              "company": AnyOf(ContainsString("tutoring"), ContainsString("company")),
              "timeline": DictContaining({"start": "2021", "end": "2023"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": AnyOf(ContainsString("family"), ContainsString("restaurant")),
              "location": AnyOf(ContainsString("Durban"), ContainsString("Cape Town"), ContainsString("Johannesburg"), ContainsString("Pretoria"), ContainsString("Gqeberha")),
@@ -935,7 +913,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),
              "company": AnyOf(ContainsString("businesses"), ContainsString("clients")),
              "timeline": DictContaining({"start": "2021", "end": "2022"}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),
@@ -947,13 +925,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Pretoria"),
              "company": AnyOf(ContainsString("retail"), ContainsString("store")),
              "timeline": DictContaining({"start": "2018", "end": "2019"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("content writer"),
              "location": AnyOf(ContainsString("remote"), ContainsString("home")),
              "company": AnyOf(ContainsString("clients"), ContainsString("freelance")),
              "timeline": DictContaining({"start": "2023", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
         ],
     ),
@@ -980,8 +958,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=25)],
         expected_experiences_count_min=3,
         expected_experiences_count_max=3,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Software Developer + Freelance Web Designer (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (1, 1)},
         expected_experience_data=[
@@ -990,13 +967,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),  # Provided in follow-up
              "company": ContainsString("TechCorp"),   # Provided in follow-up
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": ContainsString("Johannesburg"),  # Provided in follow-up
              "company": AnyOf(ContainsString("SmallBiz Solutions"), ContainsString("StartupXYZ"), ContainsString("clients")),
              "timeline": DictContaining({"start": "2023", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
             {"experience_title": ContainsString("volunteer"),
              "location": ContainsString("Durban"),  # Provided in follow-up
@@ -1019,7 +996,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                     start_date="2020",
                     end_date="2022",
                     paid_work=True,
-                    work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                    work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
                 ),
                 CollectedData(
                     uuid="test-uuid-2",
@@ -1031,7 +1008,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                     start_date="2023",
                     end_date="Present",
                     paid_work=True,
-                    work_type=WorkType.UNSEEN_UNPAID.name
+                    work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
                 ),
                 CollectedData(
                     uuid="test-uuid-3",
@@ -1047,7 +1024,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                 )
             ],
             unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK],
-            explored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID, WorkType.UNSEEN_UNPAID],
+            explored_types=[WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT, WorkType.UNSEEN_UNPAID],
             first_time_visit=False  # Not first time since we have existing data
         )
     ),
@@ -1072,8 +1049,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         evaluations=[Evaluation(type=EvaluationType.CONCISENESS, expected=25)],
         expected_experiences_count_min=2,
         expected_experiences_count_max=2,
-        expected_work_types={WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-                             WorkType.UNSEEN_UNPAID: (1, 1),
+        expected_work_types={WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (2, 2),  # Software Developer + Freelance Web Designer (self-employed)
                              WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
                              WorkType.UNSEEN_UNPAID: (0, 0)},
         expected_experience_data=[
@@ -1082,13 +1058,13 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
              "location": ContainsString("Cape Town"),  # Now provided in follow-up
              "company": ContainsString("TechCorp"),   # Now provided in follow-up
              "timeline": DictContaining({"start": "2020", "end": "2022"}),
-             "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
              },
             {"experience_title": ContainsString("web design"),
              "location": ContainsString("Johannesburg"),  # Now provided in follow-up
              "company": ContainsString("SmallBiz Solutions"),  # Now provided in follow-up
              "timeline": DictContaining({"start": "2023", "end": AnyOf("Present", "")}),
-             "work_type": WorkType.UNSEEN_UNPAID.name,
+             "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
              },
         ],
         # Inject a partially collected state
@@ -1106,7 +1082,7 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                     start_date="2020",
                     end_date="2022",
                     paid_work=True,
-                    work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                    work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
                 ),
                 CollectedData(
                     uuid="test-uuid-2",
@@ -1118,11 +1094,11 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                     start_date="2023",
                     end_date="Present",
                     paid_work=True,
-                    work_type=WorkType.UNSEEN_UNPAID.name
+                    work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
                 )
             ],
             unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
-            explored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+            explored_types=[WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT],
             first_time_visit=False  # Not first time since we have existing data
         )
     ),
@@ -1176,10 +1152,9 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
         expected_experiences_count_min=5,
         expected_experiences_count_max=5,
         expected_work_types={
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-            WorkType.UNSEEN_UNPAID: (1, 1),
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
-            WorkType.UNSEEN_UNPAID: (1, 1)
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (3, 3),  # childcare for a lady (paid) + school secretary + own chapati business (paid, self-employed)
+            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),  # Lukola Associates internship
+            WorkType.UNSEEN_UNPAID: (1, 1)  # orphanage volunteering
         },
         matchers=["llm", "matcher"],
         expected_experience_data=[
@@ -1188,21 +1163,21 @@ class CollectExperiencesAgentTestCase(EvaluationTestCase, DiscoveredExperienceTe
                 "location": ContainsString("Vihiga"),
                 "company": AnyOf(ContainsString("lady"), ContainsString("This Lady")),
                 "timeline": {"start": "2014", "end": ContainsString("2015")},
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "experience_title": AnyOf(ContainsString("secretary"), ContainsString("Secretary")),
                 "location": ContainsString("Machakos"),
                 "company": ContainsString("school"),
                 "timeline": {"start": "2016", "end": "2016"},
-                "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
             },
             {
                 "experience_title": AnyOf(ContainsString("chapati"), ContainsString("selling")),
                 "location": ContainsString("Vihiga"),
                 "company": "",  # Empty string for self-employment
                 "timeline": {"start": "2014", "end": "2015"},
-                "work_type": WorkType.UNSEEN_UNPAID.name,
+                "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,  # self-employed (paid): WAGED is the only paid storage type
             },
             {
                 "experience_title": AnyOf(ContainsString("internship"), ContainsString("Lukola")),
diff --git a/backend/evaluation_tests/collect_experiences_agent/data_extraction/temporal_classifier_test.py b/backend/evaluation_tests/collect_experiences_agent/data_extraction/temporal_classifier_test.py
index 1dc11b54e..dba8e9330 100644
--- a/backend/evaluation_tests/collect_experiences_agent/data_extraction/temporal_classifier_test.py
+++ b/backend/evaluation_tests/collect_experiences_agent/data_extraction/temporal_classifier_test.py
@@ -51,7 +51,7 @@ class TemporalAndWorkTypeClassifierToolTestCase(CompassTestCase):
             "start_date": "05/2021",
             "end_date": AnyOf(None, ContainsString("present")),
             "paid_work": True,
-            "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name,
+            "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name,
         }
     ),
     TemporalAndWorkTypeClassifierToolTestCase(
@@ -85,7 +85,7 @@ class TemporalAndWorkTypeClassifierToolTestCase(CompassTestCase):
         users_input="Yes, as a baker at a local restaurant.",
         expected_extracted_data={
             "paid_work": True,
-            "work_type": WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+            "work_type": WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
         }
     ),
     TemporalAndWorkTypeClassifierToolTestCase(
@@ -107,7 +107,7 @@ class TemporalAndWorkTypeClassifierToolTestCase(CompassTestCase):
         users_input="Yes, selling tomatoes in local market.",
         expected_extracted_data={
             "paid_work": True,
-            "work_type": WorkType.UNSEEN_UNPAID.name
+            "work_type": AnyOf(None, WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name)  # self-employed (paid): no self-employment type any more
         }
     ),
     TemporalAndWorkTypeClassifierToolTestCase(
diff --git a/backend/evaluation_tests/collect_experiences_agent/data_extraction/transition_decision_tool_test.py b/backend/evaluation_tests/collect_experiences_agent/data_extraction/transition_decision_tool_test.py
index aae06095a..df82c198a 100644
--- a/backend/evaluation_tests/collect_experiences_agent/data_extraction/transition_decision_tool_test.py
+++ b/backend/evaluation_tests/collect_experiences_agent/data_extraction/transition_decision_tool_test.py
@@ -72,8 +72,8 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 work_type=None
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
@@ -95,11 +95,11 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
@@ -121,11 +121,11 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.END_WORKTYPE
     ),
@@ -147,17 +147,12 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
         exploring_type=None,
         unexplored_types=[],
-        explored_types=[
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID,
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID
-        ],
+        explored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         expected_transition_decision=TransitionDecision.END_CONVERSATION
     ),
     TransitionDecisionToolTestCase(
@@ -178,17 +173,12 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
         exploring_type=None,
         unexplored_types=[],
-        explored_types=[
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID,
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID
-        ],
+        explored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
     TransitionDecisionToolTestCase(
@@ -208,7 +198,7 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             ),
             CollectedData(
                 index=1,
@@ -219,11 +209,11 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2022",
                 end_date="2024",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
@@ -243,11 +233,11 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2020",
                 end_date="2022",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
@@ -270,12 +260,12 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2014",
                 end_date="2015",
                 paid_work=True,
-                work_type=WorkType.UNSEEN_UNPAID.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name  # own business (paid): WAGED is the only paid storage type
             )
         ],
-        exploring_type=WorkType.UNSEEN_UNPAID,
-        unexplored_types=[WorkType.UNSEEN_UNPAID, WorkType.UNSEEN_UNPAID],
-        explored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
+        explored_types=[],
         expected_transition_decision=TransitionDecision.CONTINUE
     ),
     TransitionDecisionToolTestCase(
@@ -303,11 +293,7 @@ class TransitionDecisionToolTestCase(CompassTestCase):
         ],
         exploring_type=WorkType.UNSEEN_UNPAID,
         unexplored_types=[WorkType.UNSEEN_UNPAID],
-        explored_types=[
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID,
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK
-        ],
+        explored_types=[WorkType.PAID_WORK, WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK],
         expected_transition_decision=TransitionDecision.END_WORKTYPE
     ),
     TransitionDecisionToolTestCase(
@@ -329,12 +315,12 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2014",
                 end_date="2015",
                 paid_work=True,
-                work_type=WorkType.UNSEEN_UNPAID.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name  # own business (paid): WAGED is the only paid storage type
             )
         ],
-        exploring_type=WorkType.UNSEEN_UNPAID,
-        unexplored_types=[WorkType.UNSEEN_UNPAID, WorkType.UNSEEN_UNPAID],
-        explored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
+        explored_types=[],
         expected_transition_decision=TransitionDecision.END_WORKTYPE
     ),
     TransitionDecisionToolTestCase(
@@ -356,11 +342,11 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2016",
                 end_date="2016",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             )
         ],
-        exploring_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-        unexplored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK, WorkType.UNSEEN_UNPAID],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         explored_types=[],
         expected_transition_decision=TransitionDecision.END_WORKTYPE
     ),
@@ -382,12 +368,12 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2014",
                 end_date="2015",
                 paid_work=True,
-                work_type=WorkType.UNSEEN_UNPAID.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name  # own business (paid): WAGED is the only paid storage type
             )
         ],
-        exploring_type=WorkType.UNSEEN_UNPAID,
-        unexplored_types=[WorkType.UNSEEN_UNPAID, WorkType.UNSEEN_UNPAID],
-        explored_types=[WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK],
+        exploring_type=WorkType.PAID_WORK,
+        unexplored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
+        explored_types=[],
         expected_transition_decision=TransitionDecision.END_WORKTYPE
     ),
     TransitionDecisionToolTestCase(
@@ -408,7 +394,7 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2016",
                 end_date="2016",
                 paid_work=True,
-                work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name
             ),
             CollectedData(
                 index=1,
@@ -419,7 +405,7 @@ class TransitionDecisionToolTestCase(CompassTestCase):
                 start_date="2014",
                 end_date="2015",
                 paid_work=True,
-                work_type=WorkType.UNSEEN_UNPAID.name
+                work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT.name  # own business (paid): WAGED is the only paid storage type
             ),
             CollectedData(
                 index=2,
@@ -435,12 +421,7 @@ class TransitionDecisionToolTestCase(CompassTestCase):
         ],
         exploring_type=None,
         unexplored_types=[],
-        explored_types=[
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID,
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
-            WorkType.UNSEEN_UNPAID
-        ],
+        explored_types=[WorkType.PAID_WORK, WorkType.UNPAID_WORK],
         expected_transition_decision=TransitionDecision.END_CONVERSATION
     ),
 ]
diff --git a/backend/evaluation_tests/conftest.py b/backend/evaluation_tests/conftest.py
index 53a30dde6..392096a8f 100644
--- a/backend/evaluation_tests/conftest.py
+++ b/backend/evaluation_tests/conftest.py
@@ -61,6 +61,70 @@ async def setup_search_services() -> SearchServices:
     return search_services
 
 
+def _multi_locale_language_config() -> LanguageConfig:
+    return LanguageConfig(
+        default_locale=Locale.EN_US,
+        available_locales=[
+            LocaleDateFormatEntry(locale=Locale.EN_US, date_format="MM/DD/YYYY"),
+            LocaleDateFormatEntry(locale=Locale.EN_GB, date_format="DD/MM/YYYY"),
+            LocaleDateFormatEntry(locale=Locale.ES_AR, date_format="DD/MM/YYYY"),
+            LocaleDateFormatEntry(locale=Locale.ES_ES, date_format="DD/MM/YYYY"),
+            LocaleDateFormatEntry(locale=Locale.SW_KE, date_format="DD/MM/YYYY"),
+        ],
+    )
+
+
+def _eval_application_config(language_config: LanguageConfig) -> ApplicationConfig:
+    """
+    The ApplicationConfig used by evaluation tests. The LLM provider and the per-tier models are read from the
+    environment (LLM_PROVIDER, LLM_DEFAULT_MODEL, ...) so that evaluations can be run against other models.
+    """
+    return ApplicationConfig(
+        environment_name="test",
+        version_info=Version(date="test", branch="test", buildNumber="test", sha="test"),
+        enable_metrics=False,
+        default_country_of_user=Country.UNSPECIFIED,
+        taxonomy_model_id="test",
+        embeddings_service_name="test",
+        embeddings_model_name="test",
+        cv_storage_bucket="test",
+        features={},
+        language_config=language_config,
+        app_name="Compass",
+        admin_firebase_tenant_id="temp-tenant-id",
+        matching_service_url="https://test-matching-service",
+        matching_service_api_key="test-matching-api-key",
+        llm_provider=os.getenv("LLM_PROVIDER") or "gemini",
+        llm_default_model=os.getenv("LLM_DEFAULT_MODEL") or None,
+        llm_reasoning_model=os.getenv("LLM_REASONING_MODEL") or None,
+        llm_deep_reasoning_model=os.getenv("LLM_DEEP_REASONING_MODEL") or None,
+        anthropic_api_key=os.getenv("ANTHROPIC_API_KEY") or None,
+        ollama_base_url=os.getenv("OLLAMA_BASE_URL", "http://localhost:11434"),
+    )
+
+
+@pytest.fixture(scope="function", autouse=True)
+def ensure_application_config():
+    """
+    Makes sure an ApplicationConfig is set for every evaluation test, as the LLM factory (`get_llm`) needs it to
+    pick the provider and the models. Tests that request a specific config (e.g. `setup_application_config`)
+    still override it.
+    """
+    try:
+        get_application_config()
+        config_was_set = True
+    except RuntimeError:
+        config_was_set = False
+
+    if not config_was_set:
+        set_application_config(_eval_application_config(_multi_locale_language_config()))
+
+    yield
+
+    if not config_was_set:
+        set_application_config(None)
+
+
 @pytest.fixture(scope="function")
 def setup_multi_locale_app_config():
     """
@@ -72,40 +136,10 @@ def setup_multi_locale_app_config():
     except RuntimeError:
         current = None
 
-    language_config = LanguageConfig(
-        default_locale=Locale.EN_US,
-        available_locales=[
-            LocaleDateFormatEntry(locale=Locale.EN_US, date_format="MM/DD/YYYY"),
-            LocaleDateFormatEntry(locale=Locale.EN_GB, date_format="DD/MM/YYYY"),
-            LocaleDateFormatEntry(locale=Locale.ES_AR, date_format="DD/MM/YYYY"),
-            LocaleDateFormatEntry(locale=Locale.ES_ES, date_format="DD/MM/YYYY"),
-            LocaleDateFormatEntry(locale=Locale.SW_KE, date_format="DD/MM/YYYY"),
-        ],
-    )
+    language_config = _multi_locale_language_config()
 
     if current is None:
-        config = ApplicationConfig(
-            environment_name="test",
-            version_info=Version(date="test", branch="test", buildNumber="test", sha="test"),
-            enable_metrics=False,
-            default_country_of_user=Country.UNSPECIFIED,
-            taxonomy_model_id="test",
-            embeddings_service_name="test",
-            embeddings_model_name="test",
-            cv_storage_bucket="test",
-            features={},
-            language_config=language_config,
-            app_name="Compass",
-            admin_firebase_tenant_id="temp-tenant-id",
-            matching_service_url="https://test-matching-service",
-            matching_service_api_key="test-matching-api-key",
-            llm_provider=os.getenv("LLM_PROVIDER") or "gemini",
-            llm_default_model=os.getenv("LLM_DEFAULT_MODEL") or None,
-            llm_reasoning_model=os.getenv("LLM_REASONING_MODEL") or None,
-            llm_deep_reasoning_model=os.getenv("LLM_DEEP_REASONING_MODEL") or None,
-            anthropic_api_key=os.getenv("ANTHROPIC_API_KEY") or None,
-            ollama_base_url=os.getenv("OLLAMA_BASE_URL", "http://localhost:11434"),
-        )
+        config = _eval_application_config(language_config)
     else:
         config = current.model_copy(update={"language_config": language_config})
 
@@ -118,7 +152,6 @@ def setup_multi_locale_app_config():
     reset_date_format_cache()
 
 
-
 @pytest.fixture(scope="function")
 def evals_setup(setup_application_config):
     return True
diff --git a/backend/evaluation_tests/core_e2e_tests_cases.py b/backend/evaluation_tests/core_e2e_tests_cases.py
index 240cfd876..c14b810b4 100644
--- a/backend/evaluation_tests/core_e2e_tests_cases.py
+++ b/backend/evaluation_tests/core_e2e_tests_cases.py
@@ -203,8 +203,7 @@ class E2ESpecificTestCase(E2ETestCase, DiscoveredExperienceTestCase):
         expected_experiences_count_min=1,
         expected_experiences_count_max=2,
         expected_work_types={
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-            WorkType.UNSEEN_UNPAID: (0, 0),
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
             WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
             WorkType.UNSEEN_UNPAID: (1, 2),
         },
@@ -231,8 +230,7 @@ class E2ESpecificTestCase(E2ETestCase, DiscoveredExperienceTestCase):
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
         expected_work_types={
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-            WorkType.UNSEEN_UNPAID: (0, 0),
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 0),
             WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
             WorkType.UNSEEN_UNPAID: (1, 1),
         }
@@ -250,7 +248,8 @@ class E2ESpecificTestCase(E2ETestCase, DiscoveredExperienceTestCase):
         expected_experiences_count_min=1,
         expected_experiences_count_max=1,
         expected_work_types={
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (1, 1),
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (1, 1),  # paid job as a shoe salesperson, never did an internship
+            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
             WorkType.UNSEEN_UNPAID: (0, 0),
         },
         matchers=["llm", "matcher"],
@@ -447,10 +446,9 @@ class E2ESpecificTestCase(E2ETestCase, DiscoveredExperienceTestCase):
         expected_experiences_count_min=2,
         expected_experiences_count_max=2,
         expected_work_types={
-            WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 1),
-            WorkType.UNSEEN_UNPAID: (0, 1),
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 1),  # sales assistant in father's shop: paid family job (WAGED) ...
             WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
-            WorkType.UNSEEN_UNPAID: (1, 1),
+            WorkType.UNSEEN_UNPAID: (1, 2),  # ... or unpaid family help (UNSEEN_UNPAID); plus housework at mother's house
         },
         matchers=["llm", "matcher"],
         expected_experience_data=[
diff --git a/backend/evaluation_tests/golden_test_cases.py b/backend/evaluation_tests/golden_test_cases.py
index ce61ab715..73b663156 100644
--- a/backend/evaluation_tests/golden_test_cases.py
+++ b/backend/evaluation_tests/golden_test_cases.py
@@ -270,6 +270,7 @@ class GoldenTestCase(E2ESpecificTestCase):
         expected_experiences_count_min=1,
         expected_experiences_count_max=4,
         expected_work_types={
+            WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT: (0, 2),  # "you still hustle hard": possible paid gigs/freelancing (no self-employment type any more)
             WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK: (0, 0),
             WorkType.UNSEEN_UNPAID: (1, 4),
         }
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/cluster_responsibilities_tool/cluster_responsibilties_tool_test.py b/backend/evaluation_tests/linking_and_ranking_pipeline/cluster_responsibilities_tool/cluster_responsibilties_tool_test.py
index 8d440b842..36b3b084a 100644
--- a/backend/evaluation_tests/linking_and_ranking_pipeline/cluster_responsibilities_tool/cluster_responsibilties_tool_test.py
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/cluster_responsibilities_tool/cluster_responsibilties_tool_test.py
@@ -176,19 +176,14 @@ class ClusterResponsibilitiesToolTestCase(CompassTestCase):
                                 "I secure the building", "I check the id of visitors"
                                 ],
         given_number_of_clusters=5,
+        # Only the number of clusters is checked: the safety, covid-rules and supervision duties overlap,
+        # so several groupings are equally valid and an exact grouping cannot be expected.
         expected_clusters=[
-            Cluster(cluster_name="Cluster 0", responsibilities=["I make sure everyone follows the Covid-19 rules.",
-                                                                "I keep an eye on the kids to make sure they stay apart from each other.",
-                                                                "I check and record temperatures ",
-                                                                "I record health symptoms"]),
-            Cluster(cluster_name="Cluster 1", responsibilities=["I clean teachers, and students.",
-                                                                "I disinfect visitors"]),
-            Cluster(cluster_name="Cluster 2", responsibilities=["I put together weekly and monthly reports."]),
-            Cluster(cluster_name="Cluster 3", responsibilities=["I do night patrols",
-                                                                "I secure the building",
-                                                                "I check the id of visitors"]),
-            Cluster(cluster_name="Cluster 4", responsibilities=["i keep an eye on the kids to make sure they stay apart from each other.",
-                                                                "i make sure everyone is safe"])
+            Cluster(cluster_name="Cluster 0", responsibilities=[]),
+            Cluster(cluster_name="Cluster 1", responsibilities=[]),
+            Cluster(cluster_name="Cluster 2", responsibilities=[]),
+            Cluster(cluster_name="Cluster 3", responsibilities=[]),
+            Cluster(cluster_name="Cluster 4", responsibilities=[]),
         ],
         expect_warnings_in_logs=True)
 ]
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/experience_pipeline_test.py b/backend/evaluation_tests/linking_and_ranking_pipeline/experience_pipeline_test.py
index 4ec4bed42..f705c7b5b 100644
--- a/backend/evaluation_tests/linking_and_ranking_pipeline/experience_pipeline_test.py
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/experience_pipeline_test.py
@@ -76,7 +76,7 @@ class ExperiencePipelineTestCase(CompassTestCase):
                                 "I handle communication with stakeholders",
                                 ],
         given_country_of_interest=Country.SOUTH_AFRICA,
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         expected_top_skills=[]
     ),
     ExperiencePipelineTestCase(
@@ -89,7 +89,7 @@ class ExperiencePipelineTestCase(CompassTestCase):
                                 "I clean and disinfect students, teachers, and visitors.",
                                 "I put together weekly and monthly reports."],
         given_country_of_interest=Country.SOUTH_AFRICA,
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         expected_top_skills=['communicate health and safety measures',
                              'disinfect surfaces',
                              'measure temperature',
@@ -257,7 +257,7 @@ class ExperiencePipelineTestCase(CompassTestCase):
         given_company_name="Local de mi viejo",
         given_responsibilities=["Limpiar el lugar", "Manejar la guita", "Tratar con proveedores", "Contabilidad básica", "Venta de productos", "Empaquetar pedidos"],
         given_country_of_interest=Country.ARGENTINA,
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         expected_top_skills=[]
     ),
     ExperiencePipelineTestCase(
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/infer_occupation_tool_test_results.jsonl b/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/infer_occupation_tool_test_results.jsonl
new file mode 100644
index 000000000..b6ba65fb0
--- /dev/null
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/infer_occupation_tool_test_results.jsonl
@@ -0,0 +1,498 @@
+{"test_case": "7512.1 baker", "given_experience_title": "Bakery Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Pastry Cook", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bread Baker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Cleaning Up After Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Food Prep and Storage", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Snack Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Cooking", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5120.1.2", "preferred_label": "fish cook"}, {"code": "5120.1.3", "preferred_label": "grill cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Meal Server", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5111.2", "preferred_label": "steward/stewardess"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Food Provider", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Snack Dispenser", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Post-Meal Cleanup", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Kitchen Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Tidying After Food Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Food Stock Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2263.2", "preferred_label": "food safety specialist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5223.7.19", "preferred_label": "fruit and vegetables specialised seller"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7515.3", "preferred_label": "food grader"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Pantry Organizer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1324.3.4", "preferred_label": "warehouse manager"}, {"code": "2263.2", "preferred_label": "food safety specialist"}, {"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "4321.1.4", "preferred_label": "raw materials warehouse specialist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Home Food Preservation", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3119.5", "preferred_label": "food technician"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7514.1", "preferred_label": "fruit and vegetable preserver"}, {"code": "8160.15", "preferred_label": "chilling operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "8183.7", "preferred_label": "packaging and filling machine operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Helping Friends with Dinner", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Kitchen Help for Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Meal Prep for Others", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "9112.6", "preferred_label": "train cleaner"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Home Heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.3", "preferred_label": "gas service technician"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "9112.6", "preferred_label": "train cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Home Cleaning Help", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Indoor Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Yard Clean-Up", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Outdoor Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "General Outdoor Tidying", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "4224.1.1", "preferred_label": "camping ground operative"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Garbage and Recycling Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "9613.1", "preferred_label": "street sweeper"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Trash Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8332.8", "preferred_label": "refuse vehicle driver"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9613.1", "preferred_label": "street sweeper"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Recycling Coordinator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2133.6", "preferred_label": "environmental programme coordinator"}, {"code": "3122.5", "preferred_label": "waste management supervisor"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5113.1.1", "preferred_label": "environmental education officer"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "6113.6", "preferred_label": "tree surgeon"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Garden Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Plant Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1420.4.22", "preferred_label": "flower and garden shop manager"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Keeping the House Warm", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Fire Tender", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "8181.10", "preferred_label": "kiln firer"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Heating and Water Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Helping Mrs. Henderson with her garden", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Cleaning up Mr. Johnson's place", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "9112.6", "preferred_label": "train cleaner"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Tending to old Mr. Smith's heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "8181.10", "preferred_label": "kiln firer"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Home Fix-It Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1219.1.1", "preferred_label": "facilities manager"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Car and Gadget Repairman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "3115.1.4", "preferred_label": "automotive engineering technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "7412.3", "preferred_label": "electrical mechanic"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Handyman Around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3123.1.3", "preferred_label": "carpenter supervisor"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.1", "preferred_label": "carpenter"}, {"code": "7115.2", "preferred_label": "door installer"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Home Improvement Projects", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3123.1.15", "preferred_label": "paperhanger supervisor"}, {"code": "3123.1.5", "preferred_label": "construction painting supervisor"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "7131.3", "preferred_label": "paperhanger"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Home Tech Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "2522.1", "preferred_label": "ICT system administrator"}, {"code": "2522.1.1", "preferred_label": "ICT network administrator"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "3513.2", "preferred_label": "ICT network technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "7422.7", "preferred_label": "telecommunications technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Household Appliance Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.3", "preferred_label": "electrical mechanic"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Electronics Installation and Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Car Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.3", "preferred_label": "diesel engine mechanic"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.5", "preferred_label": "restoration technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.7", "preferred_label": "tyre fitter"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7233.8", "preferred_label": "land-based machinery technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Lawn Mower Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "8341.3", "preferred_label": "land-based machinery supervisor"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Bike Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1420.4.7", "preferred_label": "bicycle shop manager"}, {"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7233.10", "preferred_label": "marine mechanic"}, {"code": "7234.1", "preferred_label": "bicycle mechanic"}, {"code": "7319.2", "preferred_label": "sports equipment repair technician"}, {"code": "8219.2", "preferred_label": "bicycle assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Home Repair Handyman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Household Equipment Installer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7411.1", "preferred_label": "electrician"}, {"code": "7411.1.1", "preferred_label": "building electrician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Vehicle Maintenance Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3115.1.4", "preferred_label": "automotive engineering technician"}, {"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.3", "preferred_label": "diesel engine mechanic"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.5", "preferred_label": "restoration technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Ironing and Mending", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8156.2.6", "preferred_label": "sole and heel operator"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8183.4", "preferred_label": "footwear finishing and packing operator"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Washing Clothes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Household Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Doing the Laundry", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Wash Day Chores", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Keeping Clothes Neat", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Ironing and Folding", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing and Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Textile Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing Alterations", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7", "preferred_label": "dresser"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8153.1.2", "preferred_label": "clothing sample machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Laundry Help for Mrs. Davis", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Clothes Fixer for Mr. Johnson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Ironing Service for the Book Club Ladies", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Kid Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Child Educator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2341.1", "preferred_label": "primary school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2342.3", "preferred_label": "Montessori school teacher"}, {"code": "2352.1.2", "preferred_label": "early years special educational needs teacher"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Home Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Kids Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Child Minder", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Caring for Sick Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Helping My Child with a Bad Cold", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Kid's First Aid", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3253.1", "preferred_label": "community health worker"}, {"code": "3253.1.1", "preferred_label": "first aid instructor"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Homework Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2330.1.11", "preferred_label": "mathematics teacher at secondary school"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "2635.2", "preferred_label": "social pedagogue"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2330.1", "preferred_label": "secondary school teacher"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Training my little brother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Story Time Helper", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 2342.1 - early years teacher\n • I52_5 - caring for and teaching children in the community\n • 5311.1.2 - babysitter\n • 5311.1 - child care worker\n • 2359.11 - learning mentor\n • 5312.2 - primary school teaching assistant\n • 3423.1 - activity leader\n • 5312.1 - early years teaching assistant\n • 5311.1.4 - nanny\n • 5311.1.3 - child day care worker."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bakery Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5223.6", "preferred_label": "shop assistant"}, {"code": "5223.7.4", "preferred_label": "bakery specialised seller"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Pastry Cook", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bread Baker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Cleaning Up After Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Food Prep and Storage", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Snack Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Cooking", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Meal Server", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Food Provider", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Snack Dispenser", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "5111.2", "preferred_label": "steward/stewardess"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Post-Meal Cleanup", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Kitchen Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Tidying After Food Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Food Stock Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "7514.1", "preferred_label": "fruit and vegetable preserver"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Pantry Organizer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1420.5", "preferred_label": "supermarket manager"}, {"code": "3432.2", "preferred_label": "merchandiser"}, {"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "9333.3", "preferred_label": "materials handler"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Home Food Preservation", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2263.2", "preferred_label": "food safety specialist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7514.1", "preferred_label": "fruit and vegetable preserver"}, {"code": "8160.15", "preferred_label": "chilling operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "8183.1", "preferred_label": "canning and bottling line operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Helping Friends with Dinner", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Kitchen Help for Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Meal Prep for Others", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Home Heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "9123.1", "preferred_label": "window cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Home Cleaning Help", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Indoor Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Yard Clean-Up", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Outdoor Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "General Outdoor Tidying", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Garbage and Recycling Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1321.2.5", "preferred_label": "waste management officer"}, {"code": "2143.1.3", "preferred_label": "recycling specialist"}, {"code": "3112.1.9", "preferred_label": "landfill supervisor"}, {"code": "3122.5", "preferred_label": "waste management supervisor"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Recycling Coordinator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2133.6", "preferred_label": "environmental programme coordinator"}, {"code": "2143.1.3", "preferred_label": "recycling specialist"}, {"code": "3122.5", "preferred_label": "waste management supervisor"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Garden Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Plant Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5223.7.18", "preferred_label": "flower and garden specialised seller"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Keeping the House Warm", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Fire Tender", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "7133.4", "preferred_label": "chimney sweep supervisor"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Heating and Water Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3131.3.3", "preferred_label": "fossil-fuel power plant operator"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.3", "preferred_label": "gas service technician"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Helping Mrs. Henderson with her garden", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Cleaning up Mr. Johnson's place", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.6", "preferred_label": "train cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Tending to old Mr. Smith's heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Home Fix-It Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7411.1", "preferred_label": "electrician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Car and Gadget Repairman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.1", "preferred_label": "automotive battery technician"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Handyman Around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.1", "preferred_label": "carpenter"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Home Improvement Projects", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "9313.1", "preferred_label": "building construction worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Household Repairs and Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "DIY Decorating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3432.1", "preferred_label": "interior designer"}, {"code": "3432.1.1", "preferred_label": "interior planner"}, {"code": "3432.4.1", "preferred_label": "scenic painter"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "7316.1", "preferred_label": "decorative painter"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Home Tech Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2522.1", "preferred_label": "ICT system administrator"}, {"code": "2522.1.1", "preferred_label": "ICT network administrator"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "3513.2", "preferred_label": "ICT network technician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Household Appliance Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Electronics Installation and Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3114.1", "preferred_label": "electronics engineering technician"}, {"code": "3114.1.7", "preferred_label": "microelectronics maintenance technician"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Car Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.3", "preferred_label": "diesel engine mechanic"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.7", "preferred_label": "tyre fitter"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Lawn Mower Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7233.8", "preferred_label": "land-based machinery technician"}, {"code": "7233.8.1", "preferred_label": "agricultural machinery technician"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Bike Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1420.4.7", "preferred_label": "bicycle shop manager"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7233.7", "preferred_label": "industrial machinery mechanic"}, {"code": "7234.1", "preferred_label": "bicycle mechanic"}, {"code": "7319.2", "preferred_label": "sports equipment repair technician"}, {"code": "8219.2", "preferred_label": "bicycle assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Home Repair Handyman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Household Equipment Installer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7411.1", "preferred_label": "electrician"}, {"code": "7411.1.1", "preferred_label": "building electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Vehicle Maintenance Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1439.4", "preferred_label": "garage manager"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7231.9", "preferred_label": "vehicle maintenance supervisor"}, {"code": "7412.1", "preferred_label": "automotive battery technician"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "7412.3", "preferred_label": "electrical mechanic"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Ironing and Mending", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1.2", "preferred_label": "clothing sample machinist"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8156.2.5", "preferred_label": "pre-lasting operator"}, {"code": "8156.2.6", "preferred_label": "sole and heel operator"}, {"code": "8183.4", "preferred_label": "footwear finishing and packing operator"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Washing Clothes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Household Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Doing the Laundry", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Wash Day Chores", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Keeping Clothes Neat", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Ironing and Folding", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing and Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7", "preferred_label": "dresser"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Textile Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7533.4", "preferred_label": "made-up textile articles manufacturer"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "7534.3", "preferred_label": "upholsterer"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing Alterations", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Laundry Help for Mrs. Davis", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Clothes Fixer for Mr. Johnson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Ironing Service for the Book Club Ladies", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Kid Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Child Educator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2341.1", "preferred_label": "primary school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2635.2", "preferred_label": "social pedagogue"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Home Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Kids Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4.13", "preferred_label": "residential home young people care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Child Minder", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Caring for Sick Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Helping My Child with a Bad Cold", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Kid's First Aid", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Homework Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2330.1.11", "preferred_label": "mathematics teacher at secondary school"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2330.1.11", "preferred_label": "mathematics teacher at secondary school"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Training my little brother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Story Time Helper", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5311.1.2 - babysitter\n • I5141_0 - caring for and teaching children\n • 5311.1.4 - nanny\n • 5312.1 - early years teaching assistant\n • 4411.1 - library assistant\n • I52_5 - caring for and teaching children in the community\n • 5312.2 - primary school teaching assistant\n • 5311.1.3 - child day care worker\n • 5311.1 - child care worker\n • 3423.1 - activity leader."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3423.1", "preferred_label": "activity leader"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Afternoon Storyteller", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Kids' Reading Pal", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 2635.3.27 - youth worker\n • 5311.1.1 - au pair\n • 1341.1 - child care coordinator\n • 5311.1.2 - babysitter\n • I5141_0 - caring for and teaching children\n • 5321.1 - healthcare assistant\n • 5312.1 - early years teaching assistant\n • I52_5 - caring for and teaching children in the community\n • 5311.1.3 - child day care worker\n • 5311.1 - child care worker."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Playing Games with Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Sports with Children", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3422.3", "preferred_label": "sports coach"}, {"code": "3422.4", "preferred_label": "sports instructor"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "3423.1.2.1", "preferred_label": "assistant outdoor animator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Creative Activities with Children", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 1341.1 - child care coordinator\n • I5141_0 - caring for and teaching children\n • 3423.1 - activity leader\n • I52_3 - helping with sports, music or other cultural activities\n • 5312.1 - early years teaching assistant\n • I52_5 - caring for and teaching children in the community\n • 5312.2 - primary school teaching assistant\n • 2341.1.1 - Steiner school teacher\n • 5311.1 - child care worker\n • 2342.1 - early years teacher."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2341.1.1", "preferred_label": "Steiner school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Kids Watcher", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Child Monitor", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 2635.3.27 - youth worker\n • 1341.1 - child care coordinator\n • 5311.1.2 - babysitter\n • I5141_0 - caring for and teaching children\n • 5311.1.4 - nanny\n • 5312.1 - early years teaching assistant\n • I52_5 - caring for and teaching children in the community\n • 3412.4 - social care worker\n • 5311.1.3 - child day care worker\n • 5311.1 - child care worker."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Backyard Supervisor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5419.7", "preferred_label": "life guard"}, {"code": "9129.3", "preferred_label": "swimming facility attendant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "School Visits and Meetings", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1212.3", "preferred_label": "volunteer manager"}, {"code": "1345.1.7", "preferred_label": "secondary school department head"}, {"code": "2351.3", "preferred_label": "education inspector"}, {"code": "2635.3.10", "preferred_label": "education welfare officer"}, {"code": "3343.1.2", "preferred_label": "education administrator"}, {"code": "3412.6", "preferred_label": "volunteer mentor"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "Childcare Arrangements", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "Nanny Search", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "2423.6", "preferred_label": "recruitment consultant"}, {"code": "3333.1", "preferred_label": "employment agent"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "After-School Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "3412.4.13", "preferred_label": "residential home young people care worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Helping Grandpa", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Caring for Aunt Carol", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Looking After Mr. Henderson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Elderly Parent Caregiver", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.14", "preferred_label": "gerontology social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Adult Sibling Health Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Medical Assistant for Dependent Aunt", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3256.1", "preferred_label": "doctors' surgery assistant"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Helped Mom with Her Finances", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "1211.1.1", "preferred_label": "accounting manager"}, {"code": "2412.8", "preferred_label": "personal trust officer"}, {"code": "3313.1", "preferred_label": "accounting assistant"}, {"code": "3313.2", "preferred_label": "bookkeeper"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I5137_0", "preferred_label": "shopping for things or hiring people"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Managed Dad's Taxes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2411.1", "preferred_label": "accountant"}, {"code": "2411.1.12", "preferred_label": "tax advisor"}, {"code": "2412.4", "preferred_label": "financial planner"}, {"code": "3313.1", "preferred_label": "accounting assistant"}, {"code": "3313.2", "preferred_label": "bookkeeper"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "4312.7", "preferred_label": "tax clerk"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Grandpa's Insurance Claims", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3252.1", "preferred_label": "medical records clerk"}, {"code": "3252.1.1", "preferred_label": "clinical coder"}, {"code": "3315.3", "preferred_label": "insurance claims handler"}, {"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3344.1", "preferred_label": "medical administrative assistant"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.5", "preferred_label": "social work assistant"}, {"code": "4311.1", "preferred_label": "billing clerk"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Grandma's Cheerleader", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.14", "preferred_label": "gerontology social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Emotional Support for Grandpa", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Companion for Aunt", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Caring for My Dad", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Watching Over Grandma", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.14", "preferred_label": "gerontology social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Looking After My Uncle", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Caring for My Grandfather", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.14", "preferred_label": "gerontology social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Looking After My Dad", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Supporting My Mother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "3412.5", "preferred_label": "social work assistant"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Helping Out Elderly Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Supporting Sick Adults in the Community", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "3412.5", "preferred_label": "social work assistant"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Caring for Ailing Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "Caring for Mom After Her Flu", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "Helping Dad Feel Better", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "General Help around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Caring for Mom with the Flu", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Helping My Husband Recover", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Taking Care of Grandma After Her Fall", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 2221.2 - nurse responsible for general care\n • 3412.4.2 - care at home worker\n • 5322.1 - home care aide\n • 5321.1.1 - nurse assistant\n • 5321.1 - healthcare assistant\n • 3412.4.4 - disability support worker\n • 3412.4 - social care worker\n • I42_0 - caring for adults who are sick\n • 3412.4.12 - residential home older adult care worker\n • 3412.4.9 - residential care home worker."], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Helping Out Around the House Emotionally", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1.4", "preferred_label": "marriage counsellor"}, {"code": "2635.3", "preferred_label": "social worker"}, {"code": "2635.3.13", "preferred_label": "family social worker"}, {"code": "2635.3.3", "preferred_label": "clinical social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Being a Supportive Family Member", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1.1", "preferred_label": "bereavement counsellor"}, {"code": "2635.1.4", "preferred_label": "marriage counsellor"}, {"code": "2635.3", "preferred_label": "social worker"}, {"code": "2635.3.20", "preferred_label": "palliative care social worker"}, {"code": "3412.4.13", "preferred_label": "residential home young people care worker"}, {"code": "3412.4.6", "preferred_label": "foster care support worker"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Emotional Support Provider", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1", "preferred_label": "social counsellor"}, {"code": "2635.1.4", "preferred_label": "marriage counsellor"}, {"code": "3412.1", "preferred_label": "crisis helpline operator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Neighborly Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Adult Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Helping Out Adults", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Taking My Kid to the Doctor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "3253.1", "preferred_label": "community health worker"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Helping Grandpa Get Around", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8322.5", "preferred_label": "patient transport services driver"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Driving My Child to Activities", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.2", "preferred_label": "school bus attendant"}, {"code": "8322.6", "preferred_label": "private chauffeur"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Kid Chauffeur", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5311.2", "preferred_label": "school bus attendant"}, {"code": "8322.6", "preferred_label": "private chauffeur"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Parental Escort", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Supporting My Children's Activities", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Neighborly Helping Hand", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "3213.1", "preferred_label": "pharmacy assistant"}, {"code": "3432.2", "preferred_label": "merchandiser"}, {"code": "4225.1", "preferred_label": "customer service representative"}, {"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "5223.4", "preferred_label": "sales assistant"}, {"code": "5223.6", "preferred_label": "shop assistant"}, {"code": "5223.7.30", "preferred_label": "second-hand goods specialised seller"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Farm Hand Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "6112.2", "preferred_label": "fruit production team leader"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6130.1", "preferred_label": "farm manager"}, {"code": "9211.1", "preferred_label": "fruit and vegetable picker"}, {"code": "9211.2", "preferred_label": "vineyard worker"}, {"code": "9213.1", "preferred_label": "crop production worker"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Helping with a Small Business", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5223.6", "preferred_label": "shop assistant"}, {"code": "5223.7.4", "preferred_label": "bakery specialised seller"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Community Cleanup Crew", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "1212.1", "preferred_label": "employee volunteering programme coordinator"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5153.1.1", "preferred_label": "amusement park cleaner"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9613.1", "preferred_label": "street sweeper"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Habitat Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7119.1", "preferred_label": "construction scaffolder"}, {"code": "7119.3", "preferred_label": "manufactured wooden building assembler"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9313.1", "preferred_label": "building construction worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Road Repair Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "3112.1.11", "preferred_label": "road maintenance technician"}, {"code": "3123.1.20", "preferred_label": "road construction supervisor"}, {"code": "5419.2", "preferred_label": "civil enforcement officer"}, {"code": "8342.6", "preferred_label": "road construction worker"}, {"code": "8342.7", "preferred_label": "road roller operator"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9312.1", "preferred_label": "civil engineering worker"}, {"code": "9312.1.3", "preferred_label": "road maintenance worker"}, {"code": "9312.1.4", "preferred_label": "road marker"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Community Meal Prep Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2635.3.15", "preferred_label": "homelessness worker"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Bake Sale Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5212.1", "preferred_label": "street food vendor"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Funeral Meal Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Soccer Coach for My Kid's Team", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "1349.22", "preferred_label": "sport administrator"}, {"code": "2330.1.15", "preferred_label": "physical education teacher secondary school"}, {"code": "2422.17", "preferred_label": "sports programme coordinator"}, {"code": "3422.3", "preferred_label": "sports coach"}, {"code": "3422.3.1", "preferred_label": "football coach"}, {"code": "3422.4", "preferred_label": "sports instructor"}, {"code": "3422.4.3", "preferred_label": "ice-skating coach"}, {"code": "3422.4.6", "preferred_label": "swimming teacher"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Marathon Aid Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "1349.22", "preferred_label": "sport administrator"}, {"code": "2422.17", "preferred_label": "sports programme coordinator"}, {"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3332.2", "preferred_label": "event manager"}, {"code": "3423.2.1", "preferred_label": "leisure attendant"}, {"code": "5419.5", "preferred_label": "crowd controller"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}, {"code": "I52_2", "preferred_label": "cooking meals"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Orchestra Musician", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "2354.1", "preferred_label": "music teacher"}, {"code": "2652.1.1", "preferred_label": "music arranger"}, {"code": "2652.2", "preferred_label": "music director"}, {"code": "2652.3", "preferred_label": "musician"}, {"code": "2652.3.1", "preferred_label": "musical conductor"}, {"code": "2652.3.1.1", "preferred_label": "choirmaster/choirmistress"}, {"code": "2652.3.2", "preferred_label": "singer"}, {"code": "2652.4", "preferred_label": "répétiteur"}, {"code": "2659.1", "preferred_label": "community artist"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Church Office Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "2636.2", "preferred_label": "minister of religion"}, {"code": "3342.2", "preferred_label": "legal administrative assistant"}, {"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3343.3", "preferred_label": "executive assistant"}, {"code": "3343.4", "preferred_label": "management assistant"}, {"code": "4110.1", "preferred_label": "office clerk"}, {"code": "4120.1", "preferred_label": "secretary"}, {"code": "4226.1", "preferred_label": "receptionist"}, {"code": "5153.1.3", "preferred_label": "verger"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Community Center Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3343.1.6", "preferred_label": "project support officer"}, {"code": "3343.4", "preferred_label": "management assistant"}, {"code": "4110.1", "preferred_label": "office clerk"}, {"code": "4224.1", "preferred_label": "hospitality establishment receptionist"}, {"code": "4226.1", "preferred_label": "receptionist"}, {"code": "4226.1.1", "preferred_label": "front line medical receptionist"}, {"code": "4226.1.2", "preferred_label": "veterinary receptionist"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Fundraising Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "1212.1", "preferred_label": "employee volunteering programme coordinator"}, {"code": "2412.9", "preferred_label": "programme funding manager"}, {"code": "2432.3", "preferred_label": "fundraising manager"}, {"code": "2432.9", "preferred_label": "public relations officer"}, {"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3332.2", "preferred_label": "event manager"}, {"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3343.1.3", "preferred_label": "fundraising assistant"}, {"code": "4311.2", "preferred_label": "sales support assistant"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "Community Childcare Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "2330.1", "preferred_label": "secondary school teacher"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "Summer Camp Counselor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "2659.4", "preferred_label": "tourist animator"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "3423.1.2.1", "preferred_label": "assistant outdoor animator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "7512.1 baker with empty title", "given_experience_title": "", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}]}
+{"test_case": "7512.1 baker with spaces in experience title", "given_experience_title": "   ", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "8160.46", "preferred_label": "pasta operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bakery Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Pastry Cook", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bread Baker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3119.5", "preferred_label": "food technician"}, {"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Cleaning Up After Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Food Prep and Storage", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Snack Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Meal Server", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5111.2", "preferred_label": "steward/stewardess"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Food Provider", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5131.2.1 - head waiter/head waitress\n • 3412.4.12 - residential home older adult care worker\n • 3412.4.2 - care at home worker\n • 5120.1 - cook\n • I5131_0 - cooking meals\n • 5152.2.1 - domestic butler\n • I52_2 - cooking meals\n • 3434.1.3 - private chef\n • 5152.2 - domestic housekeeper\n • 5322.1 - home care aide."], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Snack Dispenser", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 3332.1 - event assistant\n • 5246.1 - food service worker\n • 4221.2 - host/hostess\n • I5131_0 - cooking meals\n • 5131.1 - restaurant host/restaurant hostess\n • I52_2 - cooking meals\n • 5152.2 - domestic housekeeper\n • 5131.2 - waiter/waitress\n • 9411.2 - quick service restaurant crew member\n • 5151.1 - hotel butler."], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "4221.2", "preferred_label": "host/hostess"}, {"code": "5131.1", "preferred_label": "restaurant host/restaurant hostess"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Post-Meal Cleanup", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Kitchen Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Tidying After Food Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Food Stock Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7515.3", "preferred_label": "food grader"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Pantry Organizer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1324.3.4", "preferred_label": "warehouse manager"}, {"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "7515.3", "preferred_label": "food grader"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Home Food Preservation", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2263.2", "preferred_label": "food safety specialist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7514.1", "preferred_label": "fruit and vegetable preserver"}, {"code": "8160.15", "preferred_label": "chilling operator"}, {"code": "8160.31", "preferred_label": "fish canning operator"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "8160.47", "preferred_label": "prepared meat operator"}, {"code": "8183.1", "preferred_label": "canning and bottling line operator"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Helping Friends with Dinner", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Kitchen Help for Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Meal Prep for Others", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9123.1", "preferred_label": "window cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Home Heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.3", "preferred_label": "gas service technician"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9123.1", "preferred_label": "window cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Home Cleaning Help", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Indoor Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Yard Clean-Up", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Outdoor Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "General Outdoor Tidying", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9129.3", "preferred_label": "swimming facility attendant"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Garbage and Recycling Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1349.13", "preferred_label": "environmental protection manager"}, {"code": "2133.6", "preferred_label": "environmental programme coordinator"}, {"code": "2143.1.4", "preferred_label": "waste treatment engineer"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Trash Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1321.2.5", "preferred_label": "waste management officer"}, {"code": "2143.1.3", "preferred_label": "recycling specialist"}, {"code": "3112.1.9", "preferred_label": "landfill supervisor"}, {"code": "3122.5", "preferred_label": "waste management supervisor"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "8332.8", "preferred_label": "refuse vehicle driver"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Recycling Coordinator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2133.6", "preferred_label": "environmental programme coordinator"}, {"code": "2143.1.3", "preferred_label": "recycling specialist"}, {"code": "3122.5", "preferred_label": "waste management supervisor"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "6113.6", "preferred_label": "tree surgeon"}, {"code": "7126.5", "preferred_label": "irrigation system installer"}, {"code": "7126.6", "preferred_label": "irrigation technician"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Garden Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "2132.2", "preferred_label": "agronomist"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Plant Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7126.6", "preferred_label": "irrigation technician"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Keeping the House Warm", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Fire Tender", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "7133.4", "preferred_label": "chimney sweep supervisor"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Heating and Water Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.3", "preferred_label": "gas service technician"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Helping Mrs. Henderson with her garden", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2162.1", "preferred_label": "landscape architect"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.3", "preferred_label": "horticulture production team leader"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7126.6", "preferred_label": "irrigation technician"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Cleaning up Mr. Johnson's place", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.3", "preferred_label": "furniture cleaner"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Tending to old Mr. Smith's heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Home Fix-It Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Car and Gadget Repairman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Handyman Around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.1", "preferred_label": "carpenter"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Home Improvement Projects", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3432.1", "preferred_label": "interior designer"}, {"code": "3432.1.1", "preferred_label": "interior planner"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5223.7.21", "preferred_label": "hardware and paint specialised seller"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "7131.3", "preferred_label": "paperhanger"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Household Repairs and Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7411.1", "preferred_label": "electrician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "DIY Decorating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2161.1.1", "preferred_label": "interior architect"}, {"code": "2651.1", "preferred_label": "artistic painter"}, {"code": "3432.1", "preferred_label": "interior designer"}, {"code": "3432.1.1", "preferred_label": "interior planner"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "7316.1", "preferred_label": "decorative painter"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Home Tech Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2151.2", "preferred_label": "smart home engineer"}, {"code": "2522.1", "preferred_label": "ICT system administrator"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "3513.2", "preferred_label": "ICT network technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I5137_0", "preferred_label": "shopping for things or hiring people"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Household Appliance Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Electronics Installation and Maintenance", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: I5133_0 - fixing or building things\n • 2522.1 - ICT system administrator\n • 7421.5 - office equipment repair technician\n • 7412.6 - household appliances repair technician\n • 2522.1.1 - ICT network administrator\n • 3513.2 - ICT network technician\n • 3512.1 - ICT help desk agent\n • 7422.2 - computer hardware repair technician\n • 7411.1.1.1 - domestic electrician\n • 3512.4 - ICT technician."], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2522.1", "preferred_label": "ICT system administrator"}, {"code": "2522.1.1", "preferred_label": "ICT network administrator"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "3513.2", "preferred_label": "ICT network technician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Car Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3115.1.4", "preferred_label": "automotive engineering technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.3", "preferred_label": "diesel engine mechanic"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.7", "preferred_label": "tyre fitter"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Lawn Mower Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7233.11", "preferred_label": "mining equipment mechanic"}, {"code": "7233.7", "preferred_label": "industrial machinery mechanic"}, {"code": "7233.8", "preferred_label": "land-based machinery technician"}, {"code": "7233.8.1", "preferred_label": "agricultural machinery technician"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Bike Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1420.4.7", "preferred_label": "bicycle shop manager"}, {"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7234.1", "preferred_label": "bicycle mechanic"}, {"code": "7319.2", "preferred_label": "sports equipment repair technician"}, {"code": "8219.2", "preferred_label": "bicycle assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Home Repair Handyman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7522.6", "preferred_label": "furniture restorer"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Household Equipment Installer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2151.2", "preferred_label": "smart home engineer"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "8212.3.2", "preferred_label": "electromechanical equipment assembler"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Vehicle Maintenance Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3115.1.4", "preferred_label": "automotive engineering technician"}, {"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "8211.5.3", "preferred_label": "motor vehicle parts assembler"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Ironing and Mending", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8153.1.2", "preferred_label": "clothing sample machinist"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5223.7.31", "preferred_label": "shoe and leather accessories specialised seller"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.4", "preferred_label": "footwear hand sewer"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8156.2.2", "preferred_label": "footwear maintenance technician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Washing Clothes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Household Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Doing the Laundry", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9129.1", "preferred_label": "drapery and carpet cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Wash Day Chores", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Keeping Clothes Neat", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Ironing and Folding", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5151.1", "preferred_label": "hotel butler"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing and Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Textile Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "2141.1", "preferred_label": "clothing technologist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7533.4", "preferred_label": "made-up textile articles manufacturer"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8153.1.2", "preferred_label": "clothing sample machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing Alterations", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7", "preferred_label": "dresser"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Laundry Help for Mrs. Davis", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Clothes Fixer for Mr. Johnson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "7536.1.3", "preferred_label": "leather goods hand stitcher"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "8153.1.2", "preferred_label": "clothing sample machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Ironing Service for the Book Club Ladies", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "3435.7", "preferred_label": "dresser"}, {"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Kid Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Child Educator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2341.1", "preferred_label": "primary school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2342.3", "preferred_label": "Montessori school teacher"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2635.2", "preferred_label": "social pedagogue"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Home Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Kids Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Child Minder", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Caring for Sick Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "2352.1.4", "preferred_label": "special educational needs itinerant teacher"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Helping My Child with a Bad Cold", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Kid's First Aid", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3253.1.1", "preferred_label": "first aid instructor"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Homework Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2330.1.11", "preferred_label": "mathematics teacher at secondary school"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2352.2", "preferred_label": "teacher of talented and gifted students"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Training my little brother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Story Time Helper", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5312.1 - early years teaching assistant\n • 1344.1.3 - youth programme director\n • 3423.1 - activity leader\n • 2342.1 - early years teacher\n • 5311.1 - child care worker\n • I5141_0 - caring for and teaching children\n • 2635.3.27 - youth worker\n • 5312.2 - primary school teaching assistant\n • 5311.1.3 - child day care worker\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1344.1.3", "preferred_label": "youth programme director"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Afternoon Storyteller", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Kids' Reading Pal", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 4411.1 - library assistant\n • 2269.9 - recreational therapist\n • 5162.1 - companion\n • 2635.3.27.1 - youth information worker\n • 5321.1 - healthcare assistant\n • 2635.3.16 - hospital social worker\n • 5311.1 - child care worker\n • I5141_0 - caring for and teaching children\n • 2635.3.27 - youth worker\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2269.9", "preferred_label": "recreational therapist"}, {"code": "2635.3.16", "preferred_label": "hospital social worker"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "2635.3.27.1", "preferred_label": "youth information worker"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Playing Games with Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Sports with Children", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1344.1.3", "preferred_label": "youth programme director"}, {"code": "3422.3", "preferred_label": "sports coach"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "3423.2.1", "preferred_label": "leisure attendant"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "9629.2", "preferred_label": "amusement and recreation attendant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Creative Activities with Children", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: I52_3 - helping with sports, music or other cultural activities\n • 1341.1 - child care coordinator\n • 5312.1 - early years teaching assistant\n • 2355.1 - arts education officer\n • 2659.1 - community artist\n • 2355.6 - visual arts teacher\n • 2341.1.1 - Steiner school teacher\n • 2342.1 - early years teacher\n • I5141_0 - caring for and teaching children\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2341.1.1", "preferred_label": "Steiner school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2355.1", "preferred_label": "arts education officer"}, {"code": "2355.6", "preferred_label": "visual arts teacher"}, {"code": "2659.1", "preferred_label": "community artist"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Kids Watcher", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5311.1.2 - babysitter\n • 5311.1.4 - nanny\n • 5312.1 - early years teaching assistant\n • I44_0 - accompanying own children and/or dependent adults\n • 5152.2 - domestic housekeeper\n • 5311.1 - child care worker\n • I5141_0 - caring for and teaching children\n • 5311.1.1 - au pair\n • 5311.1.3 - child day care worker\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Child Monitor", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5311.1.2 - babysitter\n • 1341.1 - child care coordinator\n • 5311.1.4 - nanny\n • 5312.1 - early years teaching assistant\n • 3423.1 - activity leader\n • 5311.1 - child care worker\n • I5141_0 - caring for and teaching children\n • 2635.3.27 - youth worker\n • 5311.1.3 - child day care worker\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Backyard Supervisor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.3", "preferred_label": "child welfare worker"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "School Visits and Meetings", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1345.1", "preferred_label": "headteacher"}, {"code": "2352.1.4", "preferred_label": "special educational needs itinerant teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2422.2", "preferred_label": "community development officer"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "Childcare Arrangements", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5311.1.2 - babysitter\n • 1341.1 - child care coordinator\n • 5311.1.4 - nanny\n • I5137_0 - shopping for things or hiring people\n • I5141_0 - caring for and teaching children\n • 5152.2 - domestic housekeeper\n • 5311.1 - child care worker\n • I37_0 - shopping for things or hiring people\n • 5311.1.3 - child day care worker\n • I52_5 - caring for and teaching children in the community."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5137_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_7 meetings and arrangements with schools and childcare service providers", "given_experience_title": "Nanny Search", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "2423.6", "preferred_label": "recruitment consultant"}, {"code": "3333.1", "preferred_label": "employment agent"}, {"code": "3412.4.6", "preferred_label": "foster care support worker"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I5137_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "After-School Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.2", "preferred_label": "child care social worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I5141_0 caring for and teaching children", "given_experience_title": "Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5141_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Helping Grandpa", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Caring for Aunt Carol", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_1 assisting dependent adults with tasks of daily living", "given_experience_title": "Looking After Mr. Henderson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Elderly Parent Caregiver", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.20", "preferred_label": "palliative care social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Adult Sibling Health Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.13", "preferred_label": "family social worker"}, {"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_2 assisting dependent adults with medical care", "given_experience_title": "Medical Assistant for Dependent Aunt", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Helped Mom with Her Finances", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2412.4", "preferred_label": "financial planner"}, {"code": "2635.3.13", "preferred_label": "family social worker"}, {"code": "3313.1", "preferred_label": "accounting assistant"}, {"code": "3313.2", "preferred_label": "bookkeeper"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5135_0", "preferred_label": "managing and planning"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Managed Dad's Taxes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "1211.1.1", "preferred_label": "accounting manager"}, {"code": "2411.1", "preferred_label": "accountant"}, {"code": "2411.1.12", "preferred_label": "tax advisor"}, {"code": "2412.4", "preferred_label": "financial planner"}, {"code": "4312.7", "preferred_label": "tax clerk"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_3 assisting dependent adults with forms, administration, accounts", "given_experience_title": "Grandpa's Insurance Claims", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "1343.1", "preferred_label": "elderly home manager"}, {"code": "3315.3", "preferred_label": "insurance claims handler"}, {"code": "3344.2", "preferred_label": "medical practice manager"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "4312.4", "preferred_label": "insurance clerk"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Grandma's Cheerleader", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Emotional Support for Grandpa", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0_4 affective/emotional support for dependent adults", "given_experience_title": "Companion for Aunt", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Caring for My Dad", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Watching Over Grandma", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.11", "preferred_label": "residential home adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0_5 passive care of dependent adults", "given_experience_title": "Looking After My Uncle", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Caring for My Grandfather", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Looking After My Dad", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I42_0 caring for adults who are sick", "given_experience_title": "Supporting My Mother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I42_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3", "preferred_label": "social worker"}, {"code": "3412.2", "preferred_label": "legal guardian"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Helping Out Elderly Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Supporting Sick Adults in the Community", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.5", "preferred_label": "social work assistant"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5142_0 caring for adults who are sick", "given_experience_title": "Caring for Ailing Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5142_0", "preferred_label": "caring for adults who are sick"}], "actual_occupations_found": [{"code": "2635.3.4", "preferred_label": "community care case worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I5137_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "Caring for Mom After Her Flu", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "Helping Dad Feel Better", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0 caring for adults who are not sick", "given_experience_title": "General Help around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Caring for Mom with the Flu", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Helping My Husband Recover", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2264.2", "preferred_label": "physiotherapist"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_1 feeding, cleaning, physical care for non-dependent adult household and family members including for temporary illness", "given_experience_title": "Taking Care of Grandma After Her Fall", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5321.1.1 - nurse assistant\n • 3412.4.12 - residential home older adult care worker\n • 3412.4 - social care worker\n • 3412.4.9 - residential care home worker\n • 2221.2 - nurse responsible for general care\n • 3412.4.2 - care at home worker\n • 5321.1 - healthcare assistant\n • 5322.1 - home care aide\n • I42_0 - caring for adults who are sick\n • 3412.4.4 - disability support worker."], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.12", "preferred_label": "residential home older adult care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Helping Out Around the House Emotionally", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1.1", "preferred_label": "bereavement counsellor"}, {"code": "2635.3.13", "preferred_label": "family social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Being a Supportive Family Member", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1.1", "preferred_label": "bereavement counsellor"}, {"code": "2635.3.13", "preferred_label": "family social worker"}, {"code": "2635.3.19", "preferred_label": "military welfare worker"}, {"code": "2635.3.20", "preferred_label": "palliative care social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I43_0_2 affective/emotional support for non-dependent adult household and family members", "given_experience_title": "Emotional Support Provider", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I43_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2635.1", "preferred_label": "social counsellor"}, {"code": "2635.1.1", "preferred_label": "bereavement counsellor"}, {"code": "2635.3", "preferred_label": "social worker"}, {"code": "2635.3.3", "preferred_label": "clinical social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.5", "preferred_label": "family support worker"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Neighborly Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4.8", "preferred_label": "mental health support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Adult Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3253.1", "preferred_label": "community health worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}]}
+{"test_case": "I5143_0 caring for adults who are not sick", "given_experience_title": "Helping Out Adults", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 5321.1.1 - nurse assistant\n • I5142_0 - caring for adults who are sick\n • 5162.1 - companion\n • 3412.4 - social care worker\n • I43_0 - caring for adults who are not sick\n • 3412.4.2 - care at home worker\n • 5321.1 - healthcare assistant\n • 5322.1 - home care aide\n • 3412.4.4 - disability support worker\n • 3412.4.1 - adult community care worker."], "expected_occupations_found": [{"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I43_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Taking My Kid to the Doctor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Helping Grandpa Get Around", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5321.1.1", "preferred_label": "nurse assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8322.5", "preferred_label": "patient transport services driver"}, {"code": "I42_0", "preferred_label": "caring for adults who are sick"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I44_0 accompanying own children and/or dependent adults", "given_experience_title": "Driving My Child to Activities", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.2", "preferred_label": "school bus attendant"}, {"code": "8322.6", "preferred_label": "private chauffeur"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Kid Chauffeur", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5311.2", "preferred_label": "school bus attendant"}, {"code": "I37_0", "preferred_label": "shopping for things or hiring people"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Parental Escort", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I44_0_2 accompanying own children", "given_experience_title": "Supporting My Children's Activities", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Neighborly Helping Hand", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "1420.4", "preferred_label": "shop manager"}, {"code": "1420.4.37", "preferred_label": "second-hand shop manager"}, {"code": "3432.2", "preferred_label": "merchandiser"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "5222.1", "preferred_label": "shop supervisor"}, {"code": "5223.4", "preferred_label": "sales assistant"}, {"code": "5223.6", "preferred_label": "shop assistant"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Farm Hand Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "6112.2", "preferred_label": "fruit production team leader"}, {"code": "6112.2.1", "preferred_label": "vineyard supervisor"}, {"code": "6130.1", "preferred_label": "farm manager"}, {"code": "7126.6", "preferred_label": "irrigation technician"}, {"code": "9211.1", "preferred_label": "fruit and vegetable picker"}, {"code": "9211.2", "preferred_label": "vineyard worker"}, {"code": "9213.1", "preferred_label": "crop production worker"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I51_5 helping", "given_experience_title": "Helping with a Small Business", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I51_5", "preferred_label": "helping"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5223.6", "preferred_label": "shop assistant"}, {"code": "5223.7.4", "preferred_label": "bakery specialised seller"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Community Cleanup Crew", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "2133.4", "preferred_label": "countryside officer"}, {"code": "5153.1.1", "preferred_label": "amusement park cleaner"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9613.1", "preferred_label": "street sweeper"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Habitat Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7119.3", "preferred_label": "manufactured wooden building assembler"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "9313.1", "preferred_label": "building construction worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_1 cleaning or fixing roads or buildings", "given_experience_title": "Road Repair Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}], "actual_occupations_found": [{"code": "1212.3", "preferred_label": "volunteer manager"}, {"code": "3112.1.11", "preferred_label": "road maintenance technician"}, {"code": "5419.2", "preferred_label": "civil enforcement officer"}, {"code": "8342.6", "preferred_label": "road construction worker"}, {"code": "8342.7", "preferred_label": "road roller operator"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9312.1", "preferred_label": "civil engineering worker"}, {"code": "9312.1.3", "preferred_label": "road maintenance worker"}, {"code": "9312.1.4", "preferred_label": "road marker"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Community Meal Prep Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2635.3.15", "preferred_label": "homelessness worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "3434.1", "preferred_label": "chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Bake Sale Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_2 cooking meals", "given_experience_title": "Funeral Meal Support", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_2", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "4221.2", "preferred_label": "host/hostess"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5153.1.3", "preferred_label": "verger"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Soccer Coach for My Kid's Team", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "2330.1.15", "preferred_label": "physical education teacher secondary school"}, {"code": "2422.17", "preferred_label": "sports programme coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3422.3", "preferred_label": "sports coach"}, {"code": "3422.3.1", "preferred_label": "football coach"}, {"code": "3422.4", "preferred_label": "sports instructor"}, {"code": "3422.4.3", "preferred_label": "ice-skating coach"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Marathon Aid Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "1212.3", "preferred_label": "volunteer manager"}, {"code": "2422.17", "preferred_label": "sports programme coordinator"}, {"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3332.2", "preferred_label": "event manager"}, {"code": "3422.5", "preferred_label": "sports official"}, {"code": "3423.2.1", "preferred_label": "leisure attendant"}, {"code": "4221.2", "preferred_label": "host/hostess"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_3 helping with sports, music or other cultural activities", "given_experience_title": "Orchestra Musician", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}], "actual_occupations_found": [{"code": "2432.3", "preferred_label": "fundraising manager"}, {"code": "2652.2", "preferred_label": "music director"}, {"code": "2652.3", "preferred_label": "musician"}, {"code": "2652.3.1", "preferred_label": "musical conductor"}, {"code": "2652.3.1.1", "preferred_label": "choirmaster/choirmistress"}, {"code": "2652.4", "preferred_label": "répétiteur"}, {"code": "2659.1", "preferred_label": "community artist"}, {"code": "7215.1.1", "preferred_label": "stagehand"}, {"code": "7312.2", "preferred_label": "instrument technician"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Church Office Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3341.7", "preferred_label": "office manager"}, {"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3343.3", "preferred_label": "executive assistant"}, {"code": "4110.1", "preferred_label": "office clerk"}, {"code": "4120.1", "preferred_label": "secretary"}, {"code": "4226.1", "preferred_label": "receptionist"}, {"code": "5153.1.3", "preferred_label": "verger"}, {"code": "I5135_0", "preferred_label": "managing and planning"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Community Center Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "3341.7", "preferred_label": "office manager"}, {"code": "3343.1", "preferred_label": "administrative assistant"}, {"code": "3343.1.3", "preferred_label": "fundraising assistant"}, {"code": "3343.3", "preferred_label": "executive assistant"}, {"code": "3343.4", "preferred_label": "management assistant"}, {"code": "4110.1", "preferred_label": "office clerk"}, {"code": "4226.1", "preferred_label": "receptionist"}, {"code": "4411.1", "preferred_label": "library assistant"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_4 helping administrative/office work", "given_experience_title": "Fundraising Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_4", "preferred_label": "helping administrative/office work"}], "actual_occupations_found": [{"code": "1212.3", "preferred_label": "volunteer manager"}, {"code": "2412.9", "preferred_label": "programme funding manager"}, {"code": "2422.2", "preferred_label": "community development officer"}, {"code": "2432.3", "preferred_label": "fundraising manager"}, {"code": "2432.6.1", "preferred_label": "campaign canvasser"}, {"code": "3313.1", "preferred_label": "accounting assistant"}, {"code": "3332.1", "preferred_label": "event assistant"}, {"code": "3343.1.3", "preferred_label": "fundraising assistant"}, {"code": "5230.2", "preferred_label": "lottery cashier"}, {"code": "I52_4", "preferred_label": "helping administrative/office work"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "Community Childcare Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1344.1.2", "preferred_label": "youth centre manager"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "2635.2", "preferred_label": "social pedagogue"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I52_5 caring for and teaching children in the community", "given_experience_title": "Summer Camp Counselor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "3423.1.1", "preferred_label": "outdoor activities coordinator"}, {"code": "3423.1.2.1", "preferred_label": "assistant outdoor animator"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "7512.1 baker with empty title", "given_experience_title": "", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker with spaces in experience title", "given_experience_title": "   ", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "8160.45", "preferred_label": "miller"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bakery Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "1420.4.13", "preferred_label": "confectionery shop manager"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Pastry Cook", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "3434.1.2.1", "preferred_label": "head pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}]}
+{"test_case": "7512.1 baker", "given_experience_title": "Bread Baker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "7512.1", "preferred_label": "baker"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.2", "preferred_label": "pastry chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.4", "preferred_label": "industrial cook"}, {"code": "7512.1", "preferred_label": "baker"}, {"code": "7512.3", "preferred_label": "confectioner"}, {"code": "7512.4", "preferred_label": "pasta maker"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "8160.2", "preferred_label": "baking operator"}, {"code": "8160.34", "preferred_label": "food production operator"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5212.1", "preferred_label": "street food vendor"}, {"code": "7512.5", "preferred_label": "pastry maker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Cleaning Up After Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0 cooking meals", "given_experience_title": "Food Prep and Storage", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Making Meals", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1", "preferred_label": "chef"}, {"code": "3434.1.1", "preferred_label": "head chef"}, {"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Snack Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I31_0_1 preparing meals and snacks", "given_experience_title": "Cooking", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5120.1.1", "preferred_label": "diet cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Food Provider", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I31_0_2 serving meals and snacks", "given_experience_title": "Snack Dispenser", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3332.1", "preferred_label": "event assistant"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5131.2", "preferred_label": "waiter/waitress"}, {"code": "5131.2.1", "preferred_label": "head waiter/head waitress"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9411.2", "preferred_label": "quick service restaurant crew member"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Post-Meal Cleanup", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Kitchen Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_3 cleaning up after preparation of food, meals and snacks", "given_experience_title": "Tidying After Food Prep", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Food Stock Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "4321.1.4", "preferred_label": "raw materials warehouse specialist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Pantry Organizer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "1412.1", "preferred_label": "restaurant manager"}, {"code": "1420.5", "preferred_label": "supermarket manager"}, {"code": "4321.1", "preferred_label": "inventory coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7515.3", "preferred_label": "food grader"}, {"code": "9334.1", "preferred_label": "shelf filler"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I31_0_4 storing, arranging, preserving food stocks", "given_experience_title": "Home Food Preservation", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I31_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "2131.5", "preferred_label": "food biotechnologist"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7514.1", "preferred_label": "fruit and vegetable preserver"}, {"code": "8160.15", "preferred_label": "chilling operator"}, {"code": "8160.36", "preferred_label": "fruit and vegetable canner"}, {"code": "8160.47", "preferred_label": "prepared meat operator"}, {"code": "8160.8", "preferred_label": "bulk filler"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Helping Friends with Dinner", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Kitchen Help for Neighbors", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3412.4.1", "preferred_label": "adult community care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I5131_0 cooking meals", "given_experience_title": "Meal Prep for Others", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5131_0", "preferred_label": "cooking meals"}], "actual_occupations_found": [{"code": "3434.1.3", "preferred_label": "private chef"}, {"code": "5120.1", "preferred_label": "cook"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5246.1", "preferred_label": "food service worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9412.1", "preferred_label": "kitchen assistant"}, {"code": "9412.2", "preferred_label": "kitchen porter"}, {"code": "I31_0", "preferred_label": "cooking meals"}, {"code": "I5131_0", "preferred_label": "cooking meals"}, {"code": "I52_2", "preferred_label": "cooking meals"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I32_0 cleaning or gardening", "given_experience_title": "Home Heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1219.1.1", "preferred_label": "facilities manager"}, {"code": "3115.1.5", "preferred_label": "heating, ventilation, air conditioning and refrigeration engineering technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "House Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Home Cleaning Help", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_1 indoor cleaning", "given_experience_title": "Indoor Cleaning", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.1", "preferred_label": "aircraft groomer"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "9112.5", "preferred_label": "toilet attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Yard Clean-Up", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "7133.2", "preferred_label": "building exterior cleaner"}, {"code": "8342.9", "preferred_label": "snow-clearing worker"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "Outdoor Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I32_0_2 outdoor cleaning", "given_experience_title": "General Outdoor Tidying", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "4224.1.1", "preferred_label": "camping ground operative"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Garbage and Recycling Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8332.8", "preferred_label": "refuse vehicle driver"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Trash Management", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3116.1.4", "preferred_label": "hazardous waste technician"}, {"code": "3132.3", "preferred_label": "solid waste operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8332.8", "preferred_label": "refuse vehicle driver"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9611.1", "preferred_label": "refuse collector"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_3 recycling and disposal of garbage", "given_experience_title": "Recycling Coordinator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "1213.8", "preferred_label": "sustainability manager"}, {"code": "2133.6", "preferred_label": "environmental programme coordinator"}, {"code": "2143.1.3", "preferred_label": "recycling specialist"}, {"code": "5113.1.1", "preferred_label": "environmental education officer"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "9612.1", "preferred_label": "recycling worker"}, {"code": "9612.2", "preferred_label": "sorter labourer"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I35_0", "preferred_label": "managing and planning"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Yard Work", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "6113.6", "preferred_label": "tree surgeon"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Garden Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "5163.1", "preferred_label": "cemetery attendant"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_4 upkeep of in/outdoor plants, hedges, garden, grounds, landscape, etc", "given_experience_title": "Plant Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "2131.4.6", "preferred_label": "botanist"}, {"code": "2131.4.6.1", "preferred_label": "curator of horticulture"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.2", "preferred_label": "horticulture production manager"}, {"code": "6113.4", "preferred_label": "interior landscaper"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Keeping the House Warm", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Fire Tender", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.3", "preferred_label": "fireplace installer"}, {"code": "7133.3", "preferred_label": "chimney sweep"}, {"code": "8181.10", "preferred_label": "kiln firer"}, {"code": "8181.3", "preferred_label": "clay kiln burner"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I32_0_5 tending furnace, boiler, fireplace for heating and water supply", "given_experience_title": "Heating and Water Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I32_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7127.1", "preferred_label": "heating and ventilation service engineer"}, {"code": "8182.1", "preferred_label": "boiler operator"}, {"code": "8182.2", "preferred_label": "steam plant operator"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Helping Mrs. Henderson with her garden", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "6112.1", "preferred_label": "arboriculturist"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "6113.5", "preferred_label": "landscape gardener"}, {"code": "9214.1", "preferred_label": "garden labourer"}, {"code": "9214.2", "preferred_label": "horticulture worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Cleaning up Mr. Johnson's place", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9112.2", "preferred_label": "building cleaner"}, {"code": "9112.4", "preferred_label": "room attendant"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}]}
+{"test_case": "I5132_0 cleaning or gardening", "given_experience_title": "Tending to old Mr. Smith's heating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5132_0", "preferred_label": "cleaning or gardening"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I5142_0", "preferred_label": "caring for adults who are sick"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Home Fix-It Guy", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1219.1.1", "preferred_label": "facilities manager"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7126.1", "preferred_label": "bathroom fitter"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Car and Gadget Repairman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "7412.3", "preferred_label": "electrical mechanic"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0 fixing or building things", "given_experience_title": "Handyman Around the House", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "5153.1.2", "preferred_label": "house sitter"}, {"code": "7115.1", "preferred_label": "carpenter"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5132_0", "preferred_label": "cleaning or gardening"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Home Improvement Projects", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3432.1", "preferred_label": "interior designer"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7115.2", "preferred_label": "door installer"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "Household Repairs and Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7111.1", "preferred_label": "house builder"}, {"code": "7126.3", "preferred_label": "gas service technician"}, {"code": "7126.4", "preferred_label": "heating technician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "9313.1", "preferred_label": "building construction worker"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_1 do-it-yourself improvement, maintenance and repair of own dwelling", "given_experience_title": "DIY Decorating", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3432.1", "preferred_label": "interior designer"}, {"code": "3432.1.1", "preferred_label": "interior planner"}, {"code": "7123.2", "preferred_label": "plasterer"}, {"code": "7131.1", "preferred_label": "construction painter"}, {"code": "7316.1", "preferred_label": "decorative painter"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Household Appliance Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.3", "preferred_label": "consumer electronics repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I52_1", "preferred_label": "cleaning or fixing roads or buildings"}]}
+{"test_case": "I33_0_2 installation, servicing and repair of personal and household goods including ICT equipment", "given_experience_title": "Electronics Installation and Maintenance", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: 7422.2 - computer hardware repair technician\n • 7421.5 - office equipment repair technician\n • I5133_0 - fixing or building things\n • 3512.1 - ICT help desk agent\n • I51_5 - helping\n • 3513.2 - ICT network technician\n • 9622.1 - handyman\n • 3512.4 - ICT technician\n • 2522.1 - ICT system administrator\n • 7412.6 - household appliances repair technician."], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2522.1", "preferred_label": "ICT system administrator"}, {"code": "3512.1", "preferred_label": "ICT help desk agent"}, {"code": "3512.4", "preferred_label": "ICT technician"}, {"code": "3513.2", "preferred_label": "ICT network technician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.5", "preferred_label": "office equipment repair technician"}, {"code": "7422.2", "preferred_label": "computer hardware repair technician"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Car Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "3115.1.4", "preferred_label": "automotive engineering technician"}, {"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.3", "preferred_label": "diesel engine mechanic"}, {"code": "7231.5", "preferred_label": "restoration technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Lawn Mower Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "6113.1", "preferred_label": "groundsman/groundswoman"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7233.8", "preferred_label": "land-based machinery technician"}, {"code": "7233.8.1", "preferred_label": "agricultural machinery technician"}, {"code": "7412.10", "preferred_label": "power tool repair technician"}, {"code": "7412.3", "preferred_label": "electrical mechanic"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I32_0", "preferred_label": "cleaning or gardening"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I33_0_3 vehicle maintenance and repairs", "given_experience_title": "Bike Maintenance", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I33_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "1420.4.7", "preferred_label": "bicycle shop manager"}, {"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "7231.7", "preferred_label": "tyre fitter"}, {"code": "7234.1", "preferred_label": "bicycle mechanic"}, {"code": "7319.2", "preferred_label": "sports equipment repair technician"}, {"code": "8219.2", "preferred_label": "bicycle assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Home Repair Handyman", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "5153.1", "preferred_label": "building caretaker"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7126.8", "preferred_label": "plumber"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Household Equipment Installer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "2433.1", "preferred_label": "after-sales service technician"}, {"code": "7115.4", "preferred_label": "kitchen unit installer"}, {"code": "7411.1.1", "preferred_label": "building electrician"}, {"code": "7411.1.1.1", "preferred_label": "domestic electrician"}, {"code": "7412.6", "preferred_label": "household appliances repair technician"}, {"code": "7421.7", "preferred_label": "smart home installer"}, {"code": "8219.4", "preferred_label": "furniture assembler"}, {"code": "9622.1", "preferred_label": "handyman"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}]}
+{"test_case": "I5133_0 fixing or building things", "given_experience_title": "Vehicle Maintenance Volunteer", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5133_0", "preferred_label": "fixing or building things"}], "actual_occupations_found": [{"code": "7231.1", "preferred_label": "automotive brake technician"}, {"code": "7231.10", "preferred_label": "vehicle technician"}, {"code": "7231.4", "preferred_label": "refurbishing technician"}, {"code": "7231.5", "preferred_label": "restoration technician"}, {"code": "7231.6", "preferred_label": "roadside vehicle technician"}, {"code": "7231.8", "preferred_label": "vehicle maintenance attendant"}, {"code": "7412.2", "preferred_label": "automotive electrician"}, {"code": "I33_0", "preferred_label": "fixing or building things"}, {"code": "I5133_0", "preferred_label": "fixing or building things"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Ironing and Mending", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0 washing or fixing clothes", "given_experience_title": "Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "4321.1.1", "preferred_label": "footwear factory warehouse operator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5223.7.31", "preferred_label": "shoe and leather accessories specialised seller"}, {"code": "7536.1.3", "preferred_label": "leather goods hand stitcher"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8183.4", "preferred_label": "footwear finishing and packing operator"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Washing Clothes", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.4", "preferred_label": "disability support worker"}, {"code": "5151.2", "preferred_label": "housekeeping supervisor"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_1 hand/machine-washing", "given_experience_title": "Household Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Doing the Laundry", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "8157.2", "preferred_label": "laundry workers supervisor"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Laundry Assistant", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_2 drying, hanging out, bringing in wash", "given_experience_title": "Wash Day Chores", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Laundry Duty", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Keeping Clothes Neat", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "1439.5", "preferred_label": "laundry and dry cleaning manager"}, {"code": "3412.4.9", "preferred_label": "residential care home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_3 ironing, pressing, folding", "given_experience_title": "Ironing and Folding", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "9629.5", "preferred_label": "laundromat attendant"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing and Shoe Care", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "7536.2", "preferred_label": "shoemaker"}, {"code": "7536.2.8", "preferred_label": "shoe repairer"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Textile Repair", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.4", "preferred_label": "made-up textile articles manufacturer"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "7534.3.1", "preferred_label": "furniture upholsterer"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I34_0_4 mending/repairing and care of clothes and shoes, cleaning and polishing shoes", "given_experience_title": "Clothing Alterations", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I34_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "2163.3", "preferred_label": "textile colourist"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "9321.1", "preferred_label": "clothing finisher"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Laundry Help for Mrs. Davis", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "3412.4.7", "preferred_label": "housing support worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5143_0", "preferred_label": "caring for adults who are not sick"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Clothes Fixer for Mr. Johnson", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "3435.7.1", "preferred_label": "costume attendant"}, {"code": "7531.1", "preferred_label": "costume maker"}, {"code": "7531.2", "preferred_label": "dressmaker"}, {"code": "7531.5", "preferred_label": "tailor"}, {"code": "7533.2", "preferred_label": "embroiderer"}, {"code": "7533.5", "preferred_label": "sewing machinist"}, {"code": "8153.1", "preferred_label": "sewing machine operator"}, {"code": "8153.1.1", "preferred_label": "clothing alteration machinist"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}]}
+{"test_case": "I5134_0 washing or fixing clothes", "given_experience_title": "Ironing Service for the Book Club Ladies", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I5134_0", "preferred_label": "washing or fixing clothes"}], "actual_occupations_found": [{"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5152.2.1", "preferred_label": "domestic butler"}, {"code": "8157.1", "preferred_label": "laundry worker"}, {"code": "8157.1.1", "preferred_label": "laundry ironer"}, {"code": "9111.1", "preferred_label": "domestic cleaner"}, {"code": "9121.1", "preferred_label": "linen room attendant"}, {"code": "9121.2", "preferred_label": "wearing apparel presser"}, {"code": "I34_0", "preferred_label": "washing or fixing clothes"}, {"code": "I5134_0", "preferred_label": "washing or fixing clothes"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Kid Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "1341.2", "preferred_label": "child day care centre manager"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Child Educator", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2341.1", "preferred_label": "primary school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2342.3", "preferred_label": "Montessori school teacher"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0 caring for and teaching children", "given_experience_title": "Home Nanny", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I44_0", "preferred_label": "accompanying own children and/or dependent adults"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Kids Caretaker", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Babysitting", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_1 caring for children including feeding, cleaning, physical care", "given_experience_title": "Child Minder", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Caring for Sick Kids", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2221.2", "preferred_label": "nurse responsible for general care"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Helping My Child with a Bad Cold", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5321.1", "preferred_label": "healthcare assistant"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_2 providing medical care to children", "given_experience_title": "Kid's First Aid", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "3412.4.2", "preferred_label": "care at home worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5322.1", "preferred_label": "home care aide"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Homework Helper", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I51_5", "preferred_label": "helping"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "After-School Tutor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.11", "preferred_label": "learning mentor"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "5312.2", "preferred_label": "primary school teaching assistant"}, {"code": "5312.3", "preferred_label": "secondary school teaching assistant"}, {"code": "5312.4", "preferred_label": "special educational needs assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_3 instructing, teaching, training, helping children", "given_experience_title": "Training my little brother", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2352.1.3", "preferred_label": "learning support teacher"}, {"code": "2359.14", "preferred_label": "tutor"}, {"code": "2359.2", "preferred_label": "academic support officer"}, {"code": "2635.2", "preferred_label": "social pedagogue"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Story Time Helper", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: I52_5 - caring for and teaching children in the community\n • 2342.1 - early years teacher\n • 5311.1 - child care worker\n • 5312.1 - early years teaching assistant\n • 3423.1 - activity leader\n • 5311.1.4 - nanny\n • 1341.1 - child care coordinator\n • I52_3 - helping with sports, music or other cultural activities\n • 5311.1.2 - babysitter\n • I5141_0 - caring for and teaching children."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Afternoon Storyteller", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_4 talking with and reading to children", "given_experience_title": "Kids' Reading Pal", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: I52_5 - caring for and teaching children in the community\n • 5311.1 - child care worker\n • 3412.4 - social care worker\n • 1341.1 - child care coordinator\n • 5311.1.3 - child day care worker\n • 5162.1 - companion\n • I52_3 - helping with sports, music or other cultural activities\n • 5311.1.2 - babysitter\n • 2635.3.16 - hospital social worker\n • I5141_0 - caring for and teaching children."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2635.3.16", "preferred_label": "hospital social worker"}, {"code": "3412.4", "preferred_label": "social care worker"}, {"code": "5162.1", "preferred_label": "companion"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Sports with Children", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "2422.17", "preferred_label": "sports programme coordinator"}, {"code": "3422.3", "preferred_label": "sports coach"}, {"code": "3423.1", "preferred_label": "activity leader"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_5 playing and sports with children", "given_experience_title": "Creative Activities with Children", "test_passed": false, "errors": ["Expected occupations not found in the actual occupations: I52_5 - caring for and teaching children in the community\n • 2342.1 - early years teacher\n • 5312.1 - early years teaching assistant\n • 2659.1 - community artist\n • 2341.1.1 - Steiner school teacher\n • 2355.1 - arts education officer\n • I52_3 - helping with sports, music or other cultural activities\n • 2635.3.27 - youth worker\n • 2355.6 - visual arts teacher\n • I5141_0 - caring for and teaching children."], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "2341.1.1", "preferred_label": "Steiner school teacher"}, {"code": "2342.1", "preferred_label": "early years teacher"}, {"code": "2355.1", "preferred_label": "arts education officer"}, {"code": "2355.6", "preferred_label": "visual arts teacher"}, {"code": "2635.3.27", "preferred_label": "youth worker"}, {"code": "2659.1", "preferred_label": "community artist"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_3", "preferred_label": "helping with sports, music or other cultural activities"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Kids Watcher", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "3412.4.13", "preferred_label": "residential home young people care worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.3", "preferred_label": "child day care worker"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "5312.1", "preferred_label": "early years teaching assistant"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}]}
+{"test_case": "I41_0_6 minding children (passive care)", "given_experience_title": "Child Monitor", "test_passed": true, "errors": [], "expected_occupations_found": [{"code": "I41_0", "preferred_label": "caring for and teaching children"}], "actual_occupations_found": [{"code": "1341.1", "preferred_label": "child care coordinator"}, {"code": "3412.4.10", "preferred_label": "residential childcare worker"}, {"code": "5152.2", "preferred_label": "domestic housekeeper"}, {"code": "5311.1", "preferred_label": "child care worker"}, {"code": "5311.1.1", "preferred_label": "au pair"}, {"code": "5311.1.2", "preferred_label": "babysitter"}, {"code": "5311.1.4", "preferred_label": "nanny"}, {"code": "I41_0", "preferred_label": "caring for and teaching children"}, {"code": "I5141_0", "preferred_label": "caring for and teaching children"}, {"code": "I52_5", "preferred_label": "caring for and teaching children in the community"}]}
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/test_occupation_inference_test_case.py b/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/test_occupation_inference_test_case.py
index c4864be4b..cbcebc562 100644
--- a/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/test_occupation_inference_test_case.py
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/infer_occupation_tool/test_occupation_inference_test_case.py
@@ -80,7 +80,7 @@ class InferOccupationToolTestCase(CompassTestCase):
     InferOccupationToolTestCase(
         name="Infer from responsibilities",
         given_experience_title="GDE Brigade member",
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         given_company="Gauteng Department of Education",
         given_responsibilities=[
             # https://search67.com/2021/07/19/careers-employment-opportunity-for-youth-as-c0vid-19-screeners/
@@ -96,7 +96,7 @@ class InferOccupationToolTestCase(CompassTestCase):
     InferOccupationToolTestCase(
         name="Should not change title (emtpy responsibilities)",
         given_experience_title="Software Engineer",
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         given_company="Google",
         given_country_of_interest=Country.SOUTH_AFRICA,
         given_responsibilities=[],
@@ -116,7 +116,7 @@ class InferOccupationToolTestCase(CompassTestCase):
     InferOccupationToolTestCase(
         name="Infer from glossary (emtpy responsibilities)",
         given_experience_title="I make bunny chow",
-        given_work_type=WorkType.UNSEEN_UNPAID,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         given_company="Hungry Lion",
         given_country_of_interest=Country.SOUTH_AFRICA,
         given_responsibilities=[],
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/_relevant_skills_classifier_llm_test.py b/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/_relevant_skills_classifier_llm_test.py
index 0e201c85f..6998ae39f 100644
--- a/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/_relevant_skills_classifier_llm_test.py
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/_relevant_skills_classifier_llm_test.py
@@ -149,9 +149,10 @@ class RelevantSkillsClassifierLLMTestCase(CompassTestCase):
         expected_relevant_skills=["ensure compliance with policies",
                                   "adhere to organisational guidelines",
                                   "guarantee students' safety",
-                                  "adhere to standards of national and international safety programmes",
+                                  # checking temperatures and health signs is a health precaution
+                                  "follow health and safety precautions in social care practices",
                                   "ensure compliance with safety legislation"],
-        expected_remaining_skills=["follow health and safety precautions in social care practices",
+        expected_remaining_skills=["adhere to standards of national and international safety programmes",
                                    "supervise hygiene procedures in agricultural settings",
                                    "airport safety regulations",
                                    "follow industry codes of practice for aviation safety",
diff --git a/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/skills_linking_tool_test.py b/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/skills_linking_tool_test.py
index cb35f27f4..6496e0b8f 100644
--- a/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/skills_linking_tool_test.py
+++ b/backend/evaluation_tests/linking_and_ranking_pipeline/skill_linking/skills_linking_tool_test.py
@@ -27,7 +27,7 @@ class SkillLinkingToolTestCase(CompassTestCase):
     SkillLinkingToolTestCase(
         name="Baker by code",
         given_occupation_code="7512.1",
-        given_work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         given_responsibilities=["I bake bread", "I clean my work place", "I order supplies"],
         expected_skills=['bake goods', 'ensure sanitation']
     ),
@@ -41,7 +41,7 @@ class SkillLinkingToolTestCase(CompassTestCase):
     SkillLinkingToolTestCase(
         name="GDE Brigade member by title",
         given_occupation_title="GDE Brigade member",
-        given_work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK,
+        given_work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT,
         given_responsibilities=["I make sure everyone follows the Covid-19 rules.",
                                 "I keep an eye on the kids to make sure they stay apart from each other.",
                                 "I check and record temperatures and other health signs.",
diff --git a/backend/evaluation_tests/qna_agent/qna_agent_test.py b/backend/evaluation_tests/qna_agent/qna_agent_test.py
index d38529d02..e9ca56440 100644
--- a/backend/evaluation_tests/qna_agent/qna_agent_test.py
+++ b/backend/evaluation_tests/qna_agent/qna_agent_test.py
@@ -3,7 +3,10 @@
 from app.agent.agent_types import AgentInput
 from app.agent.qna_agent import QnaAgent
 from app.app_config import get_application_config
+from app.i18n.translation_service import get_i18n_manager
+from app.i18n.types import Locale
 from common_libs.llm.generative_models import GeminiGenerativeLLM
+from app.agent.config import ModelTier
 from common_libs.llm.models_utils import LLMConfig
 from evaluation_tests.conversation_libs.conversation_generator import generate
 from evaluation_tests.conversation_libs.conversation_test_function import LLMSimulatedUser
@@ -13,8 +16,14 @@
 from evaluation_tests.conversation_libs.fake_conversation_context import FakeConversationContext
 
 
+@pytest.fixture(autouse=True)
+def set_locale():
+    """ The QnA agent builds its prompt for the user's locale, so a locale must be set. """
+    get_i18n_manager().set_locale(Locale.EN_US)
+
+
 async def _evaluate_with_llm(prompt: str) -> str:
-    llm = GeminiGenerativeLLM(config=LLMConfig(model_name="gemini-1.5-pro-preview-0409"))
+    llm = GeminiGenerativeLLM(config=LLMConfig(model_tier=ModelTier.DEEP_REASONING))
     return (await llm.generate_content(prompt)).text
 
 
@@ -177,6 +186,7 @@ async def test_qna_agent_responds_to_multiple_questions_in_a_row(fake_conversati
         assert "TRUE" in await _evaluate_with_llm(
             f"""Respond with TRUE if given the conversation below, the EVALUATED_AGENT responds to each question 
                 about {app_name}, not going into unnecessary detail and sticking to facts. 
+                The conversation is cut off after the last SIMULATED_USER message, so ignore it if it is not answered.
                 Otherwise respond with FALSE. Provide a reason.
                 CONVERSATION:
                 {evaluation_record.generate_conversation()}
diff --git a/backend/evaluation_tests/recommender_advisor_agent/test_action_planning_intent_fix.py b/backend/evaluation_tests/recommender_advisor_agent/test_action_planning_intent_fix.py
index fd5a8b28e..c0701c859 100644
--- a/backend/evaluation_tests/recommender_advisor_agent/test_action_planning_intent_fix.py
+++ b/backend/evaluation_tests/recommender_advisor_agent/test_action_planning_intent_fix.py
@@ -50,6 +50,8 @@
 from common_libs.llm.generative_models import GeminiGenerativeLLM
 from common_libs.llm.models_utils import LLMConfig, LOW_TEMPERATURE_GENERATION_CONFIG, JSON_GENERATION_CONFIG
 from app.countries import Country
+from app.i18n.translation_service import get_i18n_manager
+from app.i18n.types import Locale
 from evaluation_tests.recommender_advisor_agent.sample_data import (
     create_sample_recommendations,
     create_sample_skills_vector,
@@ -120,6 +122,9 @@ def log_success(self):
 
 async def initialize_handlers():
     """Initialize all phase handlers."""
+    # The handlers build their prompts for the user's locale, so a locale must be set.
+    get_i18n_manager().set_locale(Locale.EN_US)
+
     llm_config = LLMConfig(
         generation_config=LOW_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG
     )
@@ -149,7 +154,7 @@ async def initialize_handlers():
     intent_classifier = IntentClassifier(intent_caller=intent_caller)
 
     concerns_handler = ConcernsPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         resistance_caller=resistance_caller,
         intent_classifier=intent_classifier,
@@ -157,37 +162,37 @@ async def initialize_handlers():
     )
 
     intro_handler = IntroPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         recommendation_interface=recommendation_interface,
         occupation_search_service=None
     )
 
     tradeoffs_handler = TradeoffsPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller
     )
 
     skills_pivot_handler = SkillsPivotPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         intent_classifier=intent_classifier
     )
 
     wrapup_handler = WrapupPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         db6_client=None
     )
 
     followup_handler = FollowupPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         intent_classifier=intent_classifier
     )
 
     exploration_handler = ExplorationPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         intent_classifier=intent_classifier,
         concerns_handler=concerns_handler,
@@ -196,7 +201,7 @@ async def initialize_handlers():
     )
 
     present_handler = PresentPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         intent_classifier=intent_classifier,
         exploration_handler=exploration_handler,
@@ -206,7 +211,7 @@ async def initialize_handlers():
     )
 
     action_handler = ActionPhaseHandler(
-        conversation_llm=llm,
+        conversation_llm_provider=lambda: llm,
         conversation_caller=conversation_caller,
         action_caller=action_caller,
         intent_classifier=intent_classifier
diff --git a/backend/evaluation_tests/skill_explorer_agent/_conversation_llm_test.py b/backend/evaluation_tests/skill_explorer_agent/_conversation_llm_test.py
index 30592e06a..54f684499 100644
--- a/backend/evaluation_tests/skill_explorer_agent/_conversation_llm_test.py
+++ b/backend/evaluation_tests/skill_explorer_agent/_conversation_llm_test.py
@@ -5,6 +5,7 @@
 
 from app.agent.agent_types import AgentInput, AgentOutput
 from app.agent.experience import WorkType
+from app.agent.persona_detector import PersonaType
 from app.agent.skill_explorer_agent._conversation_llm import _ConversationLLM, _FINAL_MESSAGE_KEY
 from app.conversation_memory.conversation_memory_manager import ConversationMemoryManager
 from app.conversation_memory.conversation_memory_types import ConversationMemoryManagerState, ConversationContext, \
@@ -186,7 +187,7 @@ class _TestCaseConversation(CompassTestCase):
                ],
         experiences_explored=[],
         experience_title="Asistente de ventas",
-        work_type=WorkType.UNSEEN_UNPAID
+        work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT
     )
     ]
 
@@ -224,7 +225,10 @@ async def test_skills_explorer_agent_first_message(test_case, caplog: pytest.Log
             first_time_for_experience=True,
             question_asked_until_now=[],
             user_input=AgentInput(message="", is_artificial=True),
+            persona_type=PersonaType.INFORMAL,
             context=context,
+            experience_index=len(test_case.experiences_explored),
+            rich_response=False,
             experience_title=test_case.experience_title,
             work_type=test_case.work_type,
             logger=logger
diff --git a/backend/evaluation_tests/skill_explorer_agent/_responsibilities_extraction_tool_test.py b/backend/evaluation_tests/skill_explorer_agent/_responsibilities_extraction_tool_test.py
index 9e9059452..23ad21d35 100644
--- a/backend/evaluation_tests/skill_explorer_agent/_responsibilities_extraction_tool_test.py
+++ b/backend/evaluation_tests/skill_explorer_agent/_responsibilities_extraction_tool_test.py
@@ -47,7 +47,8 @@ class _TestCaseDataExtraction(CompassTestCase):
         given_user_input="""I make the bread and sometimes I clean the place. I do not sell the bread myself""",
         expected_responsibilities=["I make the bread", "I clean the place"],
         expected_other_peoples_responsibilities=[],
-        expected_non_responsibilities=['I sell the bread'],
+        # The user's own wording is kept ("myself")
+        expected_non_responsibilities=['I sell the bread myself'],
     ),
     _TestCaseDataExtraction(
         name="not_in_scope_of_work",
@@ -69,10 +70,11 @@ class _TestCaseDataExtraction(CompassTestCase):
              "Can you tell me more about how you shape the dough"),
         ],
         given_user_input="""We do it using our hands. It is a difficult procedure, John uses his senses and I observe the process""",
+        # The user's own wording is kept ("using")
         expected_responsibilities=['I observe the process',
-                                   'I shape the dough with my hands'],
+                                   'I shape the dough using my hands'],
         expected_non_responsibilities=[],
-        expected_other_peoples_responsibilities=['John shapes the dough with his hands', 'John uses his senses'],
+        expected_other_peoples_responsibilities=['John shapes the dough using his hands', 'John uses his senses'],
     ),
 
     _TestCaseDataExtraction(
@@ -86,7 +88,8 @@ class _TestCaseDataExtraction(CompassTestCase):
         given_user_input="""my boss decides that""",
         expected_responsibilities=[],
         expected_non_responsibilities=[],
-        expected_other_peoples_responsibilities=['My boss decides that'],
+        # "that" is resolved to what the agent asked about
+        expected_other_peoples_responsibilities=['My boss decides on what to bake each day'],
     ),
 
     _TestCaseDataExtraction(
@@ -97,7 +100,8 @@ class _TestCaseDataExtraction(CompassTestCase):
         given_user_input="""My aunt eats the cake that I baked that was decided by my boss""",
         expected_responsibilities=["I baked the cake"],
         expected_non_responsibilities=[],
-        expected_other_peoples_responsibilities=["My aunt is eating the cake", "My boss decided on the cake"],
+        # The user's own tense is kept
+        expected_other_peoples_responsibilities=["My aunt eats the cake", "My boss decided on the cake"],
     ),
 
     _TestCaseDataExtraction(
@@ -107,8 +111,9 @@ class _TestCaseDataExtraction(CompassTestCase):
         ],
         given_user_input="""My aunt eats the cake that I baked after I did not clean the place""",
         expected_responsibilities=["I baked the cake"],
-        expected_non_responsibilities=["I clean the place after baking the cake"],
-        expected_other_peoples_responsibilities=["My aunt is eating the cake"],
+        # The user did not clean the place before baking, the user's own tense is kept
+        expected_non_responsibilities=["I cleaned the place"],
+        expected_other_peoples_responsibilities=["My aunt eats the cake"],
     ),
 
     _TestCaseDataExtraction(
@@ -125,21 +130,21 @@ class _TestCaseDataExtraction(CompassTestCase):
     My brother sells the bread and we meet later the same day and split the money.
     I use part of the money to buy the stuff we need to make the bread. 
     It is important to keep track of what I have spent, so that I can get my money back.""",
+        # The user's own wording is kept, a clause that only describes a noun is not an entity on its own
         expected_responsibilities=['I am at the bakery on time',
-                                   'I can get my money back',
-                                   'I can go home',
-                                   'I clean my work area',
-                                   'I clean the bakery',
-                                   'I heat the ovens',
+                                   'I clean the place',
+                                   'I clean up my area',
+                                   'I get my money back',
+                                   'I go home',
+                                   'I heat up the ovens',
+                                   'I keep track of the money I have spent',
                                    'I make the bread',
-                                   'I meet later that day',
-                                   'I must be at the bakery early',
-                                   'I track my expenses',
-                                   'I use part of the money to buy the ingredients',
-                                   'I wake up very early',
-                                   'We split the money'],
+                                   'I meet later the same day',
+                                   'I split the money',
+                                   'I use part of the money to buy the stuff my brother and I need to make the bread',
+                                   'I wake up very early in the morning'],
         expected_non_responsibilities=[],
-        expected_other_peoples_responsibilities=['My brother meets later that day', 'My brother sells the bread']
+        expected_other_peoples_responsibilities=['My brother meets later the same day', 'My brother sells the bread', 'My brother splits the money']
     ),
 ]
 
diff --git a/backend/evaluation_tests/skill_explorer_agent/_sentence_decomposition_llm_test.py b/backend/evaluation_tests/skill_explorer_agent/_sentence_decomposition_llm_test.py
index 7d6cb11c2..1070cbc38 100644
--- a/backend/evaluation_tests/skill_explorer_agent/_sentence_decomposition_llm_test.py
+++ b/backend/evaluation_tests/skill_explorer_agent/_sentence_decomposition_llm_test.py
@@ -61,8 +61,9 @@ class _TestCaseSentenceDecomposition(CompassTestCase):
              "Can you tell me more about how you shape the dough"),
         ],
         given_user_input="""We do it using our hands. It is a difficult procedure, John uses his senses and I observe the process""",
+        # The user's own wording is kept ("using our hands"), only the pronouns are resolved
         expected_resolved_pronouns=['I observe the process.',
-                                    'John and I shape the dough with our hands.',
+                                    'John and I shape the dough using our hands.',
                                     "John uses his senses.",
                                     'Shaping the dough is a difficult procedure.'],
     ),
@@ -76,7 +77,8 @@ class _TestCaseSentenceDecomposition(CompassTestCase):
              "Can you tell me more about how you decide what to bake each day?"),
         ],
         given_user_input="""my boss decides that""",
-        expected_resolved_pronouns=["My boss decides that."],
+        # "that" is resolved to what the agent asked about
+        expected_resolved_pronouns=["My boss decides what to bake each day."],
     ),
 
     _TestCaseSentenceDecomposition(
@@ -85,7 +87,8 @@ class _TestCaseSentenceDecomposition(CompassTestCase):
         given_turns=[
         ],
         given_user_input="""My aunt eats the cake that I baked that was decided by my boss""",
-        expected_resolved_pronouns=["My aunt is eating the cake.", "I baked the cake.", "My boss decided on the cake."],
+        # The user's own wording and tense are kept
+        expected_resolved_pronouns=["My aunt eats the cake.", "I baked the cake.", "The cake was decided by my boss."],
     ),
 
     _TestCaseSentenceDecomposition(
@@ -94,7 +97,8 @@ class _TestCaseSentenceDecomposition(CompassTestCase):
         given_turns=[
         ],
         given_user_input="""My aunt eats the cake that I baked after I did not clean the place""",
-        expected_resolved_pronouns=["My aunt is eating the cake I baked.", "I baked the cake.", "I did not clean the place after baking the cake."],
+        # The user's own wording and tense are kept, the time clause stays with the action it belongs to
+        expected_resolved_pronouns=["My aunt eats the cake.", "I baked the cake after I did not clean the place."],
     ),
 
     _TestCaseSentenceDecomposition(
@@ -111,19 +115,19 @@ class _TestCaseSentenceDecomposition(CompassTestCase):
     My brother sells the bread and we meet later the same day and split the money.
     I use part of the money to buy the stuff we need to make the bread. 
     It is important to keep track of what I have spent, so that I can get my money back.""",
-        expected_resolved_pronouns=['After the bread is ready, I clean my work area.',
-                                    'I clean the bakery.',
-                                    'I heat the ovens.',
+        # The user's own wording is kept, purpose, reason and time clauses stay with the action they belong to
+        expected_resolved_pronouns=['I can go home after the bread is ready.',
+                                    'I clean the place.',
+                                    'I clean up my area after the bread is ready.',
+                                    'I have to be at the bakery early because the bread must be ready when the customers come.',
+                                    'I heat up the ovens.',
                                     'I make the bread.',
-                                    'I must be at the bakery early because the bread needs to be ready when customers arrive.',
-                                    'I use part of the money to buy the ingredients we need to make the bread.',
-                                    'I wake up very early to be at the bakery on time.',
-                                    "It's important to track my expenses.",
-                                    'My brother and I meet later that day.',
-                                    'My brother sells the bread.',
-                                    'Then, I can go home.',
-                                    'This way, I can get my money back.',
-                                    'We split the money.'],
+                                    'I use part of the money to buy the stuff my brother and I need to make the bread.',
+                                    'I wake up very early in the morning to be at the bakery on time.',
+                                    'Keeping track of the money I have spent is important so that I can get my money back.',
+                                    'My brother and I meet later the same day.',
+                                    'My brother and I split the money.',
+                                    'My brother sells the bread.'],
     ),
 ]
 
diff --git a/backend/evaluation_tests/skill_explorer_agent/skills_explorer_agent_simulated_user_test.py b/backend/evaluation_tests/skill_explorer_agent/skills_explorer_agent_simulated_user_test.py
index 06a675e35..251c33685 100644
--- a/backend/evaluation_tests/skill_explorer_agent/skills_explorer_agent_simulated_user_test.py
+++ b/backend/evaluation_tests/skill_explorer_agent/skills_explorer_agent_simulated_user_test.py
@@ -3,12 +3,17 @@
 
 import pytest
 from _pytest.logging import LogCaptureFixture
+from pydantic import BaseModel, Field
 
+from app.agent.config import ModelTier
 from app.agent.skill_explorer_agent import SkillsExplorerAgentState
 from app.conversation_memory.conversation_memory_manager import ConversationMemoryManager
 from app.conversation_memory.conversation_memory_types import ConversationMemoryManagerState
 from app.i18n.translation_service import get_i18n_manager
 from app.server_config import UNSUMMARIZED_WINDOW_SIZE, TO_BE_SUMMARIZED_WINDOW_SIZE
+from common_libs.llm.generative_models import GeminiGenerativeLLM
+from common_libs.llm.models_utils import LLMConfig, JSON_GENERATION_CONFIG, ZERO_TEMPERATURE_GENERATION_CONFIG
+from common_libs.llm.schema_builder import with_response_schema
 from common_libs.test_utilities import get_random_session_id
 from common_libs.test_utilities.guard_caplog import guard_caplog, assert_log_error_warnings
 from evaluation_tests.conversation_libs.conversation_test_function import LLMSimulatedUser, \
@@ -77,11 +82,13 @@ async def test_skills_explorer_agent_simulated_user(max_iterations: int, test_ca
         context = await conversation_manager.get_conversation_context()
         assert context.history.turns[-1].output.finished
 
-        # Check if the actual discovered experiences match the expected ones
-        # assert if the test_case.expected_responsibilities is a subset of the actual responsibilities
-        if not set(test_case.expected_responsibilities).issubset(
-                set(given_experience.responsibilities.responsibilities)):
-            assert sorted(given_experience.responsibilities.responsibilities) == sorted(test_case.expected_responsibilities)
+        # Check if the expected responsibilities are covered by the discovered ones.
+        # The simulated user words its answers differently on every run, so the match is by meaning, not by text.
+        actual_responsibilities = given_experience.responsibilities.responsibilities
+        missing_responsibilities = await _get_missing_responsibilities(expected=test_case.expected_responsibilities,
+                                                                       actual=actual_responsibilities)
+        assert not missing_responsibilities, (f"missing responsibilities: {missing_responsibilities}, "
+                                              f"discovered responsibilities: {actual_responsibilities}")
 
         # Finally, check that no errors and no warning were logged
         assert_log_error_warnings(caplog=caplog, expect_errors_in_logs=False, expect_warnings_in_logs=False)
@@ -89,3 +96,27 @@ async def test_skills_explorer_agent_simulated_user(max_iterations: int, test_ca
     # We run the evaluation assertions at the end
     # as it fails often due to the unpredictability of the LLM responses
     assert_expected_evaluation_results(evaluation_result=evaluation_result, test_case=test_case)
+
+
+class _MissingResponsibilities(BaseModel):
+    reasoning: str = Field(description="A short step-by-step explanation of which expected responsibility is covered by which discovered one.")
+    missing: list[str] = Field(description="The expected responsibilities, copied verbatim, that no discovered responsibility covers. Empty if all are covered.")
+
+
+async def _get_missing_responsibilities(*, expected: list[str], actual: list[str]) -> list[str]:
+    """
+    Get the expected responsibilities that are not covered by the actual ones.
+    A responsibility is covered when a discovered responsibility describes the same task, whatever its wording, tense or language.
+    """
+    if not expected:
+        return []
+    llm = GeminiGenerativeLLM(config=LLMConfig(
+        model_tier=ModelTier.DEEP_REASONING,
+        generation_config=ZERO_TEMPERATURE_GENERATION_CONFIG | JSON_GENERATION_CONFIG | with_response_schema(_MissingResponsibilities)))
+    response = await llm.generate_content(
+        "Compare the expected responsibilities of a person with the responsibilities discovered in a conversation with them.\n"
+        "An expected responsibility is covered when a discovered responsibility describes the same task, "
+        "whatever its wording, tense, level of detail or language.\n"
+        f"Expected responsibilities: {expected}\n"
+        f"Discovered responsibilities: {actual}")
+    return _MissingResponsibilities.model_validate_json(response.text).missing
diff --git a/backend/evaluation_tests/skill_explorer_agent/skills_explorer_test_cases.py b/backend/evaluation_tests/skill_explorer_agent/skills_explorer_test_cases.py
index fd3314a3e..da1071d78 100644
--- a/backend/evaluation_tests/skill_explorer_agent/skills_explorer_test_cases.py
+++ b/backend/evaluation_tests/skill_explorer_agent/skills_explorer_test_cases.py
@@ -4,6 +4,7 @@
 from app.agent.experience.experience_entity import ExperienceEntity
 from app.agent.experience.work_type import WorkType
 from app.countries import Country
+from app.i18n.types import Locale
 from evaluation_tests.conversation_libs.conversation_test_function import EvaluationTestCase, Evaluation
 from evaluation_tests.conversation_libs.evaluators.evaluation_result import EvaluationType
 from app.agent.experience.timeline import Timeline
@@ -70,7 +71,7 @@ def __init__(self, *, name: str, simulated_user_prompt: str, evaluations: list[E
                 start="2018",
                 end="2020"
             ),
-            work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK
+            work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT
         ),
         country_of_user=Country.UNSPECIFIED,
         expected_responsibilities=[],
@@ -96,7 +97,7 @@ def __init__(self, *, name: str, simulated_user_prompt: str, evaluations: list[E
                 start="2018",
                 end="2020"
             ),
-            work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK
+            work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT
         ),
         country_of_user=Country.KENYA,
         expected_responsibilities=[]
@@ -161,6 +162,7 @@ def __init__(self, *, name: str, simulated_user_prompt: str, evaluations: list[E
     SkillsExplorerAgentTestCase(
         conversation_rounds=10,
         name='argentina_asistente_ventas',
+        locale=Locale.ES_AR,
         simulated_user_prompt=dedent("""
             Actúa como una persona joven de Argentina.
             Trabajaste como asistente de ventas en el local de tu viejo.
@@ -182,7 +184,7 @@ def __init__(self, *, name: str, simulated_user_prompt: str, evaluations: list[E
                 start="2015",
                 end="2022"
             ),
-            work_type=WorkType.FORMAL_SECTOR_UNPAID_TRAINEE_WORK
+            work_type=WorkType.FORMAL_SECTOR_WAGED_EMPLOYMENT
         ),
         country_of_user=Country.ARGENTINA,
         expected_responsibilities=['Limpiar el lugar', 'Manejar la guita', 'Tratar con proveedores', 'Contabilidad básica', 'Venta de productos', 'Empaquetar pedidos'],
@@ -190,6 +192,7 @@ def __init__(self, *, name: str, simulated_user_prompt: str, evaluations: list[E
     SkillsExplorerAgentTestCase(
         conversation_rounds=10,
         name='argentina_casa_madre',
+        locale=Locale.ES_AR,
         simulated_user_prompt=dedent("""
             Actúa como una persona joven de Argentina.
             Trabajaste en la casa de tu madre (voluntario).
diff --git a/backend/evaluation_tests/summarizer/summarizer_test.py b/backend/evaluation_tests/summarizer/summarizer_test.py
index f40ce0eea..e7ac39781 100644
--- a/backend/evaluation_tests/summarizer/summarizer_test.py
+++ b/backend/evaluation_tests/summarizer/summarizer_test.py
@@ -1,5 +1,6 @@
 import pytest
 
+from app.agent.config import ModelTier
 from app.conversation_memory.summarizer import Summarizer
 from common_libs.llm.generative_models import GeminiGenerativeLLM
 from common_libs.llm.models_utils import LLMConfig
@@ -12,7 +13,7 @@
 
 
 async def _evaluate_with_llm(prompt: str) -> str:
-    llm = GeminiGenerativeLLM(config=LLMConfig(language_model_name="gemini-2.5-pro"))
+    llm = GeminiGenerativeLLM(config=LLMConfig(model_tier=ModelTier.DEEP_REASONING))
     return (await llm.generate_content(prompt)).text
 
 
@@ -59,7 +60,7 @@ async def test_summarizer_without_existing_summary(fake_conversation_context: Fa
             assert summary_eval.score > 3, f"reasoning: {summary_eval.reasoning}"
 
         assert "TRUE" in await _evaluate_with_llm(
-            f"""Respond only with TRUE if the _SUMMARY_:"{summary}" is no longer then 100 words. Otherwise respond with FALSE."""), f"output: {summary}"
+            f"""Respond only with TRUE if the _SUMMARY_:"{summary}" is no longer than 100 words. Otherwise respond with FALSE."""), f"output: {summary}"
 
         assert "TRUE" in await _evaluate_with_llm(
             f"""Respond only with TRUE if the _SUMMARY_:"{summary}" mentions that the user was working on a big writing project for Huum Hub and that they used problem-solving and research skills to complete the project. Otherwise respond with FALSE."""), f"output: {summary}"
@@ -100,10 +101,10 @@ async def test_summarizer_with_existing_summary(fake_conversation_context: FakeC
             assert summary_eval.score > 3, f"reasoning: {summary_eval.reasoning}"
 
         assert "TRUE" in await _evaluate_with_llm(
-            f"""Respond only with TRUE if the _SUMMARY_:"{new_summary}" is no longer then 100 words. Otherwise respond with FALSE."""), f"output: {new_summary}"
+            f"""Respond only with TRUE if the _SUMMARY_:"{new_summary}" is no longer than 100 words. Otherwise respond with FALSE."""), f"output: {new_summary}"
 
         assert "TRUE" in await _evaluate_with_llm(
-            f"""Respond only with TRUE if the _SUMMARY_:"{new_summary}"  mentions that the user has a good English writing and speaking skills. Otherwise respond with FALSE."""), f"output: {new_summary}"
+            f"""Respond only with TRUE if the _SUMMARY_:"{new_summary}"  mentions the user's English writing and speaking skills. Otherwise respond with FALSE."""), f"output: {new_summary}"
 
     finally:
         folder = common_folder_path + 'summarizer_with_existing_summary'