From 59e60860e4eb35d12ae528048e5559d444003acb Mon Sep 17 00:00:00 2001
From: Ziming <ziming@policyengine.org>
Date: Fri, 29 May 2026 22:24:41 -0400
Subject: [PATCH 1/3] Fix Indiana TANF to pay the IC 12-14-2-5 maximum benefit

Indiana TANF previously paid the standard of need ($255 for a family of
two) instead of the amount of assistance / maximum benefit ($409 from
2024-07-01). Add an amount_of_assistance parameter schedule and an
in_tanf_maximum_benefit variable, and rewire in_tanf and
in_tanf_payment_eligible to use it. Also add the post-2025 initial
eligibility screens (35% FPL gross / maximum-grant net, rising to 50%
FPL from 2027) per IC 12-14-1-1.7 and FSSA Chapter 3000, while
preserving the pre-2025 standard-of-need test and the 100% FPL
continuing test.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 changelog.d/in-tanf-maximum-benefit.fixed.md  |   1 +
 .../additional_member_amount.yaml             |  15 ++
 .../tanf/amount_of_assistance/amount.yaml     |  62 ++++++++
 .../amount_of_assistance/max_table_size.yaml  |  14 ++
 .../initial/gross_income/fpg_rate.yaml        |  16 ++
 .../net_income/maximum_grant_rate.yaml        |  13 ++
 .../tanf/benefit/in_tanf_maximum_benefit.yaml |  79 ++++++++++
 .../gov/states/in/fssa/tanf/edge_cases.yaml   |   4 +-
 .../in_tanf_countable_income_eligible.yaml    | 145 ++++++++++++++++++
 .../eligibility/in_tanf_payment_eligible.yaml |  45 ++++--
 .../gov/states/in/fssa/tanf/in_tanf.yaml      |  81 +++++++++-
 .../tanf/income/in_tanf_gross_income.yaml     |  94 ++++++++++++
 .../gov/states/in/fssa/tanf/integration.yaml  |  65 ++++++++
 .../in_tanf_countable_income_eligible.py      |  34 ++--
 .../eligibility/in_tanf_payment_eligible.py   |   6 +-
 .../gov/states/in/fssa/tanf/in_tanf.py        |   8 +-
 .../in/fssa/tanf/in_tanf_maximum_benefit.py   |  22 +++
 .../in/fssa/tanf/in_tanf_payment_standard.py  |   3 +-
 .../fssa/tanf/income/in_tanf_gross_income.py  |  13 ++
 19 files changed, 681 insertions(+), 39 deletions(-)
 create mode 100644 changelog.d/in-tanf-maximum-benefit.fixed.md
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/max_table_size.yaml
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/gross_income/fpg_rate.yaml
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/net_income/maximum_grant_rate.yaml
 create mode 100644 policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
 create mode 100644 policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/income/in_tanf_gross_income.yaml
 create mode 100644 policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
 create mode 100644 policyengine_us/variables/gov/states/in/fssa/tanf/income/in_tanf_gross_income.py

diff --git a/changelog.d/in-tanf-maximum-benefit.fixed.md b/changelog.d/in-tanf-maximum-benefit.fixed.md
new file mode 100644
index 00000000000..31181cd37fc
--- /dev/null
+++ b/changelog.d/in-tanf-maximum-benefit.fixed.md
@@ -0,0 +1 @@
+Correct Indiana TANF benefit payments to use the IC 12-14-2-5 maximum benefit and add the post-2025 gross/net income eligibility screens.
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
new file mode 100644
index 00000000000..aafed0669d3
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
@@ -0,0 +1,15 @@
+description: Indiana provides this additional amount for each assistance unit member above the maximum benefit table size under the Temporary Assistance for Needy Families program.
+
+values:
+  1997-10-01: 0
+  2024-07-01: 104
+
+metadata:
+  unit: currency-USD
+  period: month
+  label: Indiana TANF maximum benefit additional member amount
+  reference:
+    - title: IC 12-14-2-5 (amount of assistance; payment made; maximum amounts)
+      href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5
+    - title: FSSA DFR - About TANF
+      href: https://www.in.gov/fssa/dfr/tanf-cash-assistance/about-tanf/
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
new file mode 100644
index 00000000000..bff77a35a50
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
@@ -0,0 +1,62 @@
+description: Indiana provides this amount as the maximum benefit under the Temporary Assistance for Needy Families program.
+
+1:
+  1997-10-01: 139
+  2023-07-01: 155
+  2024-07-01: 248
+2:
+  1997-10-01: 229
+  2023-07-01: 255
+  2024-07-01: 409
+3:
+  1997-10-01: 288
+  2023-07-01: 320
+  2024-07-01: 513
+4:
+  1997-10-01: 346
+  2023-07-01: 385
+  2024-07-01: 617
+5:
+  1997-10-01: 405
+  2023-07-01: 450
+  2024-07-01: 721
+6:
+  1997-10-01: 463
+  2023-07-01: 515
+  2024-07-01: 825
+7:
+  1997-10-01: 522
+  2023-07-01: 580
+  2024-07-01: 929
+8:
+  1997-10-01: 580
+  2023-07-01: 645
+  2024-07-01: 1_033
+9:
+  1997-10-01: 639
+  2023-07-01: 710
+  2024-07-01: 1_137
+10:
+  1997-10-01: 697
+  2023-07-01: 775
+  2024-07-01: 1_241
+
+metadata:
+  unit: currency-USD
+  period: month
+  breakdown:
+    - range(1, 11)
+  breakdown_labels:
+    - Assistance unit size
+  label: Indiana TANF maximum benefit amount
+  reference:
+    - title: IC 12-14-2-5 (amount of assistance; payment made; maximum amounts)
+      href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5
+    - title: 470 IAC 10.3-4-3(a)(1) (corroborates pre-2024 amounts equal to standard of need)
+      href: https://iar.iga.in.gov/code/2026/470/10.3#470-10.3-4-3
+    - title: FSSA SNAP/TANF Transmittal 2024 (Section 3050.10.00, maximum benefits effective 7/1/2024)
+      href: https://www.in.gov/fssa/dfr/files/SNAP-TANF-Transmittal2024.pdf
+    - title: FSSA SNAP/TANF Program Policy Manual, Section 3050.10.00
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=7
+    - title: CBPP TANF benefit levels (corroborates 2023-07-01 increase)
+      href: https://www.cbpp.org/research/income-security/continued-increases-in-tanf-benefit-levels-are-critical-to-helping
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/max_table_size.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/max_table_size.yaml
new file mode 100644
index 00000000000..3e825112811
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/max_table_size.yaml
@@ -0,0 +1,14 @@
+description: Indiana sets this as the largest assistance unit size in the maximum benefit table under the Temporary Assistance for Needy Families program.
+
+values:
+  1997-10-01: 10
+
+metadata:
+  unit: person
+  period: year
+  label: Indiana TANF maximum benefit table size
+  reference:
+    - title: IC 12-14-2-5 (amount of assistance; payment made; maximum amounts)
+      href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5
+    - title: 470 IAC 10.3-4-3(a)(1)
+      href: https://iar.iga.in.gov/code/2026/470/10.3#470-10.3-4-3
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/gross_income/fpg_rate.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/gross_income/fpg_rate.yaml
new file mode 100644
index 00000000000..af7c2c4119d
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/gross_income/fpg_rate.yaml
@@ -0,0 +1,16 @@
+description: Indiana limits initial applicants' gross income to this share of the federal poverty guideline under the Temporary Assistance for Needy Families program.
+
+values:
+  1997-10-01: .inf  # No gross income screen before 2025-07-01 (standard of need governs)
+  2025-07-01: 0.35
+  2027-07-01: 0.5
+
+metadata:
+  unit: /1
+  period: month
+  label: Indiana TANF initial eligibility gross income FPG rate
+  reference:
+    - title: IC 12-14-1-1.7(b)-(c) (35% FPL through June 30, 2027; 50% FPL after)
+      href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-1-1.7
+    - title: FSSA DFR Chapter 3000, Section 3010.15.00 (gross income standard)
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=4
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/net_income/maximum_grant_rate.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/net_income/maximum_grant_rate.yaml
new file mode 100644
index 00000000000..212e7685308
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/initial/net_income/maximum_grant_rate.yaml
@@ -0,0 +1,13 @@
+description: Indiana limits initial applicants' countable net income to this share of the maximum benefit under the Temporary Assistance for Needy Families program.
+
+values:
+  1997-10-01: 0  # Standard of need governs initial net income before 2025-07-01
+  2025-07-01: 1
+
+metadata:
+  unit: /1
+  period: month
+  label: Indiana TANF initial eligibility net income maximum benefit rate
+  reference:
+    - title: FSSA DFR Chapter 3000, Section 3010.15.00 (net income standard equal to the maximum grant)
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=4
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
new file mode 100644
index 00000000000..9d0ae738263
--- /dev/null
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
@@ -0,0 +1,79 @@
+# Tests for in_tanf_maximum_benefit (amount of assistance, IC 12-14-2-5)
+# Maximum benefit by assistance unit size across the 2023 and 2024 increases.
+
+- name: Family of 2 pre-2023 amount
+  period: 2022-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 2
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 229
+
+- name: Family of 2 January 2024 still pre-July-2024 amount
+  period: 2024-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 2
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 255
+    # 2023-07-01 amount; the 2024-07-01 increase is not yet effective
+
+- name: Family of 2 January 2025 increased amount
+  period: 2025-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 2
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 409
+    # 2024-07-01 amount (IC 12-14-2-5)
+
+- name: Family of 2 January 2026 amount
+  period: 2026-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 2
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 409
+
+- name: Family of 3 January 2025 amount
+  period: 2025-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 3
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 513
+
+- name: Family of 10 January 2025 amount
+  period: 2025-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 10
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 1_241
+
+- name: Family of 11 January 2025 adds one additional member increment
+  period: 2025-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 11
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 1_345
+    # Size-10 amount ($1,241) + $104 for the 11th member
+
+- name: Family of 11 January 2024 has no additional member increment
+  period: 2024-01
+  absolute_error_margin: 0.1
+  input:
+    spm_unit_size: 11
+    state_code: IN
+  output:
+    in_tanf_maximum_benefit: 775
+    # Before 2024-07-01 the additional member amount is $0, so size 11 is
+    # capped at the size-10 standard-of-need amount ($775)
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/edge_cases.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/edge_cases.yaml
index 5e216aaa486..2ce04de13a3 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/edge_cases.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/edge_cases.yaml
@@ -138,7 +138,7 @@
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 320
+    in_tanf_maximum_benefit: 320
     in_tanf_countable_income_for_payment: 319
     state_code: IN
   output:
@@ -164,4 +164,4 @@
         state_code: IN
   output:
     in_tanf: 255
-    # Capped at payment standard for family of 2 ($255), not inflated
+    # Capped at the maximum benefit for family of 2 ($255), not inflated
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
index 84703243a4a..ca7b7ca3303 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
@@ -164,3 +164,148 @@
     in_tanf_countable_income_for_eligibility: 586.7
     in_tanf_countable_income_eligible: true
     # Countable ($586.70) < 100% FPL for 3 (~$1,988/mo) -> eligible
+
+# Post-2025 initial eligibility (IC 12-14-1-1.7; FSSA 3010.15.00).
+# Initial applicants must have countable net income below the maximum grant
+# and gross income at or below 35% FPG (50% from 2027-07-01). For Indiana the
+# net (maximum grant) standard binds before the looser 35% FPG gross screen.
+
+- name: Applicant family of 3 just below the maximum grant net standard in 2026
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 512
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_for_eligibility: 512
+    in_tanf_countable_income_eligible: true
+    # Net ($512) < maximum grant ($513); gross ($512) <= 35% FPG ($777) -> eligible
+
+- name: Applicant family of 3 at the maximum grant net standard in 2026
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 513
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_for_eligibility: 513
+    in_tanf_countable_income_eligible: false
+    # Net ($513) >= maximum grant ($513) -> not eligible (strict less-than)
+
+- name: Applicant family of 3 below the maximum grant net standard in 2028
+  period: 2028-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 500
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_eligible: true
+    # Net ($500) < maximum grant ($513); gross ($500) <= 50% FPG ($1,165) -> eligible
+
+- name: Applicant family of 3 high earner fails both 2026 screens
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_earned_income: 3_000
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_eligible: false
+    # Net ($2,910 = $3,000 - $90) >= maximum grant and gross ($3,000) > 35% FPG
+
+- name: Enrolled family of 3 below 100% FPG in 2026 remains eligible
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 2_000
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: true
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_eligible: true
+    # Enrolled: countable ($2,000) < 100% FPG for 3 ($2,220.83) -> eligible
+
+- name: Enrolled family of 3 above 100% FPG in 2026 loses eligibility
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 2_300
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: true
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_countable_income_eligible: false
+    # Enrolled: countable ($2,300) >= 100% FPG for 3 ($2,220.83) -> not eligible
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
index 939290a0d4f..0ccb073e152 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
@@ -1,6 +1,6 @@
 # Tests for in_tanf_payment_eligible
 # Uses payment disregards: 75% earned income (only 25% counts)
-# Compares to payment standard
+# Compares to the maximum benefit (IC 12-14-2-5)
 
 - name: Family of 3 with zero countable income - eligible
   period: 2024-01
@@ -10,9 +10,9 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: true
-    # Countable income ($0) < standard of need ($320) → eligible
+    # Countable income ($0) < maximum benefit ($320) → eligible
 
-- name: Family of 3 with income below standard of need - eligible
+- name: Family of 3 with income below maximum benefit - eligible
   period: 2024-01
   input:
     spm_unit_size: 3
@@ -20,9 +20,9 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: true
-    # Countable income ($300) < standard of need ($320) → eligible
+    # Countable income ($300) < maximum benefit ($320) → eligible
 
-- name: Family of 3 with income at standard of need - not eligible
+- name: Family of 3 with income at maximum benefit - not eligible
   period: 2024-01
   input:
     spm_unit_size: 3
@@ -30,9 +30,9 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: false
-    # Countable income ($320) >= standard of need ($320) → not eligible
+    # Countable income ($320) >= maximum benefit ($320) → not eligible
 
-- name: Family of 3 with income above standard of need - not eligible
+- name: Family of 3 with income above maximum benefit - not eligible
   period: 2024-01
   input:
     spm_unit_size: 3
@@ -40,9 +40,9 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: false
-    # Countable income ($400) > standard of need ($320) → not eligible
+    # Countable income ($400) > maximum benefit ($320) → not eligible
 
-- name: Family of 1 below standard of need - eligible
+- name: Family of 1 below maximum benefit - eligible
   period: 2024-01
   input:
     spm_unit_size: 1
@@ -50,9 +50,9 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: true
-    # Countable income ($150) < standard of need ($155) → eligible
+    # Countable income ($150) < maximum benefit ($155) → eligible
 
-- name: Family of 2 below standard of need - eligible
+- name: Family of 2 below maximum benefit - eligible
   period: 2024-01
   input:
     spm_unit_size: 2
@@ -60,4 +60,25 @@
     state_code: IN
   output:
     in_tanf_payment_eligible: true
-    # Countable income ($250) < standard of need ($255) → eligible
+    # Countable income ($250) < maximum benefit ($255) → eligible
+
+- name: Family of 3 with income above old standard of need now eligible in 2025
+  period: 2025-01
+  input:
+    spm_unit_size: 3
+    in_tanf_countable_income_for_payment: 400
+    state_code: IN
+  output:
+    in_tanf_payment_eligible: true
+    # Countable income ($400) < 2024-07-01 maximum benefit ($513) → eligible,
+    # whereas $400 exceeded the standard of need ($320)
+
+- name: Family of 3 with income at 2025 maximum benefit - not eligible
+  period: 2025-01
+  input:
+    spm_unit_size: 3
+    in_tanf_countable_income_for_payment: 513
+    state_code: IN
+  output:
+    in_tanf_payment_eligible: false
+    # Countable income ($513) >= maximum benefit ($513) → not eligible
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
index 49adcce45bd..3dcf459c415 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
@@ -2,7 +2,7 @@
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 513
+    in_tanf_maximum_benefit: 513
     in_tanf_countable_income_for_payment: 0
     state_code: IN
   output:
@@ -13,7 +13,7 @@
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 513
+    in_tanf_maximum_benefit: 513
     in_tanf_countable_income_for_payment: 200
     state_code: IN
   output:
@@ -24,7 +24,7 @@
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 409
+    in_tanf_maximum_benefit: 409
     in_tanf_countable_income_for_payment: 100
     state_code: IN
   output:
@@ -35,30 +35,95 @@
   period: 2024-01
   input:
     in_tanf_eligible: false
-    in_tanf_payment_standard: 513
+    in_tanf_maximum_benefit: 513
     in_tanf_countable_income_for_payment: 100
     state_code: IN
   output:
     in_tanf: 0
 
-- name: Family with countable income equal to payment standard
+- name: Family with countable income equal to maximum benefit
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 513
+    in_tanf_maximum_benefit: 513
     in_tanf_countable_income_for_payment: 513
     state_code: IN
   output:
     in_tanf: 0
     # Max benefit ($513) - countable income ($513) = $0
 
-- name: Family with countable income exceeding payment standard
+- name: Family with countable income exceeding maximum benefit
   period: 2024-01
   input:
     in_tanf_eligible: true
-    in_tanf_payment_standard: 513
+    in_tanf_maximum_benefit: 513
     in_tanf_countable_income_for_payment: 600
     state_code: IN
   output:
     in_tanf: 0
     # max(513 - 600, 0) = 0
+
+- name: Family of two, adult and child, no income, no SSI, January 2026.
+  period: 2026-01
+  absolute_error_margin: 0.1
+  input:
+    people:
+      person1:
+        age: 30
+        employment_income: 0
+        ssi: 0
+      person2:
+        age: 5
+        employment_income: 0
+        ssi: 0
+    spm_units:
+      spm_unit:
+        members: [person1, person2]
+    households:
+      household:
+        members: [person1, person2]
+        state_code: IN
+  output:
+    in_tanf: 409
+    # 2024-07-01 maximum benefit for a family of 2 (IC 12-14-2-5)
+
+- name: Family of two, no income, January 2024 still pays pre-July-2024 amount.
+  period: 2024-01
+  absolute_error_margin: 0.1
+  input:
+    people:
+      person1:
+        age: 30
+      person2:
+        age: 5
+    spm_units:
+      spm_unit:
+        members: [person1, person2]
+    households:
+      household:
+        members: [person1, person2]
+        state_code: IN
+  output:
+    in_tanf: 255
+    # January 2024 is before the 2024-07-01 increase, so the maximum benefit
+    # is still the 2023-07-01 amount ($255) for a family of 2.
+
+- name: Family of two, no income, January 2025 pays the increased amount.
+  period: 2025-01
+  absolute_error_margin: 0.1
+  input:
+    people:
+      person1:
+        age: 30
+      person2:
+        age: 5
+    spm_units:
+      spm_unit:
+        members: [person1, person2]
+    households:
+      household:
+        members: [person1, person2]
+        state_code: IN
+  output:
+    in_tanf: 409
+    # 2024-07-01 maximum benefit for a family of 2 ($409)
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/income/in_tanf_gross_income.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/income/in_tanf_gross_income.yaml
new file mode 100644
index 00000000000..6f6d0f1d630
--- /dev/null
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/income/in_tanf_gross_income.yaml
@@ -0,0 +1,94 @@
+# Tests for in_tanf_gross_income
+# Sum of gross earned and gross unearned income (no disregards), used by the
+# post-2025 initial gross income screen.
+
+- name: No income
+  period: 2024-01
+  input:
+    people:
+      person1:
+        tanf_gross_earned_income: 0
+        tanf_gross_unearned_income: 0
+    spm_units:
+      spm_unit:
+        members: [person1]
+    households:
+      household:
+        members: [person1]
+        state_code: IN
+  output:
+    in_tanf_gross_income: 0
+
+- name: Earned income only
+  period: 2024-01
+  input:
+    people:
+      person1:
+        tanf_gross_earned_income: 400
+        tanf_gross_unearned_income: 0
+    spm_units:
+      spm_unit:
+        members: [person1]
+    households:
+      household:
+        members: [person1]
+        state_code: IN
+  output:
+    in_tanf_gross_income: 400
+    # Gross income has no disregards applied
+
+- name: Unearned income only
+  period: 2024-01
+  input:
+    people:
+      person1:
+        tanf_gross_earned_income: 0
+        tanf_gross_unearned_income: 300
+    spm_units:
+      spm_unit:
+        members: [person1]
+    households:
+      household:
+        members: [person1]
+        state_code: IN
+  output:
+    in_tanf_gross_income: 300
+
+- name: Both earned and unearned income
+  period: 2024-01
+  input:
+    people:
+      person1:
+        tanf_gross_earned_income: 500
+        tanf_gross_unearned_income: 200
+    spm_units:
+      spm_unit:
+        members: [person1]
+    households:
+      household:
+        members: [person1]
+        state_code: IN
+  output:
+    in_tanf_gross_income: 700
+    # $500 earned + $200 unearned = $700
+
+- name: Multiple people in unit
+  period: 2024-01
+  input:
+    people:
+      person1:
+        tanf_gross_earned_income: 200
+      person2:
+        tanf_gross_unearned_income: 100
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    in_tanf_gross_income: 300
+    # $200 (person1 earned) + $100 (person2 unearned) = $300
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
index 7757ddda307..9d5dbf85f0e 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
@@ -366,3 +366,68 @@
     in_tanf_eligible: true
     in_tanf: 145
     # $320 - $175 = $145
+
+- name: Case 11, family of 3 no income receives 2024-07-01 maximum benefit in 2026.
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+        spm_unit_cash_assets: 500
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    spm_unit_size: 3
+    in_tanf_payment_standard: 320
+    # Standard of need (eligibility table) is unchanged
+    in_tanf_maximum_benefit: 513
+    # Family of 3 maximum benefit (IC 12-14-2-5, effective 2024-07-01)
+    in_tanf_countable_income_for_payment: 0
+    in_tanf_countable_income_eligible: true
+    in_tanf_payment_eligible: true
+    in_tanf_eligible: true
+    in_tanf: 513
+    # Maximum benefit ($513) - countable income ($0) = $513
+
+- name: Case 12, applicant income above old standard of need now receives a benefit in 2026.
+  period: 2026-01
+  input:
+    people:
+      person1:
+        age: 30
+        tanf_gross_unearned_income: 400
+      person2:
+        age: 10
+      person3:
+        age: 8
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled: false
+        spm_unit_cash_assets: 500
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code: IN
+  output:
+    spm_unit_size: 3
+    in_tanf_maximum_benefit: 513
+    in_tanf_countable_income_for_payment: 400
+    in_tanf_countable_income_for_eligibility: 400
+    in_tanf_countable_income_eligible: true
+    # Net ($400) < maximum grant ($513); gross ($400) <= 35% FPG -> eligible
+    in_tanf_payment_eligible: true
+    # $400 < maximum benefit ($513); above the old standard of need ($320)
+    in_tanf_eligible: true
+    in_tanf: 113
+    # Maximum benefit ($513) - countable income ($400) = $113
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
index 88ffa64028b..2456549bfa6 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
@@ -9,21 +9,35 @@ class in_tanf_countable_income_eligible(Variable):
     reference = (
         "https://iar.iga.in.gov/code/2026/470/10.3#470-10.3-4-1",
         "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-1-1.7",
+        "https://www.in.gov/fssa/dfr/files/3000.pdf#page=4",
+        "https://www.in.gov/fssa/dfr/files/3000.pdf#page=5",
     )
     defined_for = StateCode.IN
 
     def formula(spm_unit, period, parameters):
-        # Initial: standard of need; Continuing: FPL * rate
-        p = parameters(period).gov.states["in"].fssa.tanf
+        p = parameters(period).gov.states["in"].fssa.tanf.eligibility
         countable = spm_unit("in_tanf_countable_income_for_eligibility", period)
-        is_enrolled = spm_unit("is_tanf_enrolled", period)
-
         fpg = spm_unit("tanf_fpg", period)
-        continuing_threshold = fpg * p.eligibility.continuing.fpg_rate
 
-        threshold = where(
-            is_enrolled,
-            continuing_threshold,
-            spm_unit("in_tanf_payment_standard", period),
+        # Continuing/enrolled recipients: countable net income below 100% FPG
+        # (470 IAC 10.3-4-1; FSSA 3010.15.05).
+        continuing_eligible = countable < fpg * p.continuing.fpg_rate
+
+        # Initial applicants. The net income standard is the standard of need
+        # before 2025-07-01 (maximum grant rate of 0) and the maximum grant
+        # from 2025-07-01 (FSSA 3010.15.00). From 2025-07-01 there is also a
+        # gross income screen at 35% FPG, rising to 50% after June 30, 2027
+        # (IC 12-14-1-1.7); before then the screen is inactive (infinite rate).
+        standard_of_need = spm_unit("in_tanf_payment_standard", period)
+        maximum_grant = spm_unit("in_tanf_maximum_benefit", period)
+        grant_rate = p.initial.net_income.maximum_grant_rate
+        net_threshold = where(
+            grant_rate > 0, maximum_grant * grant_rate, standard_of_need
         )
-        return countable < threshold
+        gross_income = spm_unit("in_tanf_gross_income", period)
+        initial_eligible = (countable < net_threshold) & (
+            gross_income <= fpg * p.initial.gross_income.fpg_rate
+        )
+
+        is_enrolled = spm_unit("is_tanf_enrolled", period)
+        return where(is_enrolled, continuing_eligible, initial_eligible)
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.py b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.py
index 273a61a33c5..e18c2de0162 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.py
@@ -7,12 +7,12 @@ class in_tanf_payment_eligible(Variable):
     label = "Indiana TANF payment eligible"
     definition_period = MONTH
     reference = (
-        "https://iar.iga.in.gov/code/2026/470/10.3#470-10.3-4-3",
         "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5",
+        "https://www.in.gov/fssa/dfr/files/3000.pdf#page=7",
     )
     defined_for = StateCode.IN
 
     def formula(spm_unit, period, parameters):
         countable = spm_unit("in_tanf_countable_income_for_payment", period)
-        payment_standard = spm_unit("in_tanf_payment_standard", period)
-        return countable < payment_standard
+        maximum_benefit = spm_unit("in_tanf_maximum_benefit", period)
+        return countable < maximum_benefit
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf.py b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf.py
index 55df3dda1f9..15692230c87 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf.py
@@ -14,7 +14,9 @@ class in_tanf(Variable):
     defined_for = "in_tanf_eligible"
 
     def formula(spm_unit, period, parameters):
-        payment_standard = spm_unit("in_tanf_payment_standard", period)
+        maximum_benefit = spm_unit("in_tanf_maximum_benefit", period)
         countable_income = spm_unit("in_tanf_countable_income_for_payment", period)
-        benefit = max_(payment_standard - countable_income, 0)
-        return min_(benefit, payment_standard)
+        benefit = max_(maximum_benefit - countable_income, 0)
+        # Cap at the maximum benefit so negative countable income cannot
+        # inflate the grant above the maximum.
+        return min_(benefit, maximum_benefit)
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
new file mode 100644
index 00000000000..b18232f15f5
--- /dev/null
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
@@ -0,0 +1,22 @@
+from policyengine_us.model_api import *
+
+
+class in_tanf_maximum_benefit(Variable):
+    value_type = float
+    entity = SPMUnit
+    label = "Indiana TANF maximum benefit amount"
+    unit = USD
+    definition_period = MONTH
+    reference = (
+        "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5",
+        "https://www.in.gov/fssa/dfr/files/SNAP-TANF-Transmittal2024.pdf",
+        "https://www.in.gov/fssa/dfr/files/3000.pdf#page=7",
+    )
+    defined_for = StateCode.IN
+
+    def formula(spm_unit, period, parameters):
+        p = parameters(period).gov.states["in"].fssa.tanf.amount_of_assistance
+        size = spm_unit("spm_unit_size", period.this_year)
+        capped_size = min_(size, p.max_table_size)
+        additional_members = max_(size - p.max_table_size, 0)
+        return p.amount[capped_size] + additional_members * p.additional_member_amount
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_payment_standard.py b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_payment_standard.py
index 61f745d799d..0d54def2b36 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_payment_standard.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_payment_standard.py
@@ -15,5 +15,6 @@ class in_tanf_payment_standard(Variable):
 
     def formula(spm_unit, period, parameters):
         p = parameters(period).gov.states["in"].fssa.tanf.standard_of_need
-        capped_size = min_(spm_unit("spm_unit_size", period), p.max_unit_size)
+        size = spm_unit("spm_unit_size", period.this_year)
+        capped_size = min_(size, p.max_unit_size)
         return p.amount[capped_size]
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/income/in_tanf_gross_income.py b/policyengine_us/variables/gov/states/in/fssa/tanf/income/in_tanf_gross_income.py
new file mode 100644
index 00000000000..282d3e4e129
--- /dev/null
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/income/in_tanf_gross_income.py
@@ -0,0 +1,13 @@
+from policyengine_us.model_api import *
+
+
+class in_tanf_gross_income(Variable):
+    value_type = float
+    entity = SPMUnit
+    label = "Indiana TANF gross income"
+    unit = USD
+    definition_period = MONTH
+    reference = "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-1-1.7"
+    defined_for = StateCode.IN
+
+    adds = ["tanf_gross_earned_income", "tanf_gross_unearned_income"]

From 65ac70fa6a051657402f18cbc9b1c77571e4ef6f Mon Sep 17 00:00:00 2001
From: Ziming <ziming@policyengine.org>
Date: Tue, 2 Jun 2026 14:50:19 -0400
Subject: [PATCH 2/3] Fix Indiana TANF review issues

---
 .../additional_member_amount.yaml             |  4 +-
 .../tanf/amount_of_assistance/amount.yaml     | 24 +++---
 .../states/in/fssa/tanf/eligibility/fpg.yaml  | 48 ++++++++++++
 .../tanf/benefit/in_tanf_maximum_benefit.yaml | 26 +++----
 .../in_tanf_countable_income_eligible.yaml    | 76 ++++++++++++++++++-
 .../in/fssa/tanf/eligibility/in_tanf_fpg.yaml | 17 +++++
 ...in_tanf_initial_gross_income_standard.yaml | 17 +++++
 .../eligibility/in_tanf_payment_eligible.yaml | 10 +--
 .../gov/states/in/fssa/tanf/in_tanf.yaml      | 25 +++---
 .../gov/states/in/fssa/tanf/integration.yaml  |  6 +-
 .../in_tanf_countable_income_eligible.py      |  7 +-
 .../in/fssa/tanf/eligibility/in_tanf_fpg.py   | 19 +++++
 .../in_tanf_initial_gross_income_standard.py  | 21 +++++
 .../in/fssa/tanf/in_tanf_maximum_benefit.py   |  1 -
 14 files changed, 246 insertions(+), 55 deletions(-)
 create mode 100644 policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/fpg.yaml
 create mode 100644 policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
 create mode 100644 policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
 create mode 100644 policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.py
 create mode 100644 policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.py

diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
index aafed0669d3..81642fe44ea 100644
--- a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/additional_member_amount.yaml
@@ -2,7 +2,7 @@ description: Indiana provides this additional amount for each assistance unit me
 
 values:
   1997-10-01: 0
-  2024-07-01: 104
+  2025-07-01: 104
 
 metadata:
   unit: currency-USD
@@ -13,3 +13,5 @@ metadata:
       href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5
     - title: FSSA DFR - About TANF
       href: https://www.in.gov/fssa/dfr/tanf-cash-assistance/about-tanf/
+    - title: FSSA SNAP/TANF Program Policy Manual, Section 3050.10.00 (maximum benefits effective 7/1/2025)
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=7
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
index bff77a35a50..a501c092b3c 100644
--- a/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/amount_of_assistance/amount.yaml
@@ -3,43 +3,43 @@ description: Indiana provides this amount as the maximum benefit under the Tempo
 1:
   1997-10-01: 139
   2023-07-01: 155
-  2024-07-01: 248
+  2025-07-01: 248
 2:
   1997-10-01: 229
   2023-07-01: 255
-  2024-07-01: 409
+  2025-07-01: 409
 3:
   1997-10-01: 288
   2023-07-01: 320
-  2024-07-01: 513
+  2025-07-01: 513
 4:
   1997-10-01: 346
   2023-07-01: 385
-  2024-07-01: 617
+  2025-07-01: 617
 5:
   1997-10-01: 405
   2023-07-01: 450
-  2024-07-01: 721
+  2025-07-01: 721
 6:
   1997-10-01: 463
   2023-07-01: 515
-  2024-07-01: 825
+  2025-07-01: 825
 7:
   1997-10-01: 522
   2023-07-01: 580
-  2024-07-01: 929
+  2025-07-01: 929
 8:
   1997-10-01: 580
   2023-07-01: 645
-  2024-07-01: 1_033
+  2025-07-01: 1_033
 9:
   1997-10-01: 639
   2023-07-01: 710
-  2024-07-01: 1_137
+  2025-07-01: 1_137
 10:
   1997-10-01: 697
   2023-07-01: 775
-  2024-07-01: 1_241
+  2025-07-01: 1_241
 
 metadata:
   unit: currency-USD
@@ -54,9 +54,7 @@ metadata:
       href: https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5
     - title: 470 IAC 10.3-4-3(a)(1) (corroborates pre-2024 amounts equal to standard of need)
       href: https://iar.iga.in.gov/code/2026/470/10.3#470-10.3-4-3
-    - title: FSSA SNAP/TANF Transmittal 2024 (Section 3050.10.00, maximum benefits effective 7/1/2024)
-      href: https://www.in.gov/fssa/dfr/files/SNAP-TANF-Transmittal2024.pdf
-    - title: FSSA SNAP/TANF Program Policy Manual, Section 3050.10.00
+    - title: FSSA SNAP/TANF Program Policy Manual, Section 3050.10.00 (maximum benefits effective 7/1/2025)
       href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=7
     - title: CBPP TANF benefit levels (corroborates 2023-07-01 increase)
       href: https://www.cbpp.org/research/income-security/continued-increases-in-tanf-benefit-levels-are-critical-to-helping
diff --git a/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/fpg.yaml b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/fpg.yaml
new file mode 100644
index 00000000000..6227e21bfd6
--- /dev/null
+++ b/policyengine_us/parameters/gov/states/in/fssa/tanf/eligibility/fpg.yaml
@@ -0,0 +1,48 @@
+description: Indiana uses these annual federal poverty guideline amounts to calculate monthly income standards under the Temporary Assistance for Needy Families program.
+
+first_person:
+  1992-10-01: 6_810
+  2011-10-01: 10_890
+  2015-10-01: 11_770
+  2016-10-01: 11_880
+  2017-10-01: 12_060
+  2018-10-01: 12_140
+  2019-10-01: 12_490
+  2020-10-01: 12_760
+  2021-10-01: 12_880
+  2022-10-01: 13_590
+  2023-10-01: 14_580
+  2024-10-01: 15_060
+  2025-07-01: 15_650
+  2026-03-01: 15_960
+additional_person:
+  1992-10-01: 2_380
+  2011-10-01: 3_820
+  2015-10-01: 4_160
+  2016-10-01: 4_160
+  2017-10-01: 4_180
+  2018-10-01: 4_320
+  2019-10-01: 4_420
+  2020-10-01: 4_480
+  2021-10-01: 4_540
+  2022-10-01: 4_720
+  2023-10-01: 5_140
+  2024-10-01: 5_380
+  2025-07-01: 5_500
+  2026-03-01: 5_680
+
+metadata:
+  unit: currency-USD
+  period: year
+  label: Indiana TANF federal poverty guideline
+  breakdown:
+    - [first_person, additional_person]
+  reference:
+    - title: FSSA DFR Chapter 3000, Section 3010.15.00 (cash assistance gross income standards effective 3/1/2026)
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=4
+    - title: FSSA DFR Chapter 3000, Section 3010.15.05 (cash assistance 100% FPG standards effective 3/1/2026)
+      href: https://www.in.gov/fssa/dfr/files/3000.pdf#page=5
+    - title: Indiana FSSA TANF cash assistance income guidelines (standards preceding the 3/1/2026 update)
+      href: https://www.in.gov/fssa/dfr/tanf-cash-assistance/about-tanf/
+    - title: HHS poverty guidelines
+      href: https://aspe.hhs.gov/topics/poverty-economic-mobility/poverty-guidelines
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
index 9d0ae738263..bc0fd69fb30 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/benefit/in_tanf_maximum_benefit.yaml
@@ -1,5 +1,5 @@
 # Tests for in_tanf_maximum_benefit (amount of assistance, IC 12-14-2-5)
-# Maximum benefit by assistance unit size across the 2023 and 2024 increases.
+# Maximum benefit by assistance unit size across the 2023 and 2025 increases.
 
 - name: Family of 2 pre-2023 amount
   period: 2022-01
@@ -10,7 +10,7 @@
   output:
     in_tanf_maximum_benefit: 229
 
-- name: Family of 2 January 2024 still pre-July-2024 amount
+- name: Family of 2 January 2024 amount
   period: 2024-01
   absolute_error_margin: 0.1
   input:
@@ -18,17 +18,17 @@
     state_code: IN
   output:
     in_tanf_maximum_benefit: 255
-    # 2023-07-01 amount; the 2024-07-01 increase is not yet effective
+    # 2023-07-01 amount
 
-- name: Family of 2 January 2025 increased amount
+- name: Family of 2 January 2025 still pre-July-2025 amount
   period: 2025-01
   absolute_error_margin: 0.1
   input:
     spm_unit_size: 2
     state_code: IN
   output:
-    in_tanf_maximum_benefit: 409
-    # 2024-07-01 amount (IC 12-14-2-5)
+    in_tanf_maximum_benefit: 255
+    # 2023-07-01 amount; the 2025-07-01 increase is not yet effective
 
 - name: Family of 2 January 2026 amount
   period: 2026-01
@@ -39,8 +39,8 @@
   output:
     in_tanf_maximum_benefit: 409
 
-- name: Family of 3 January 2025 amount
-  period: 2025-01
+- name: Family of 3 January 2026 amount
+  period: 2026-01
   absolute_error_margin: 0.1
   input:
     spm_unit_size: 3
@@ -48,8 +48,8 @@
   output:
     in_tanf_maximum_benefit: 513
 
-- name: Family of 10 January 2025 amount
-  period: 2025-01
+- name: Family of 10 January 2026 amount
+  period: 2026-01
   absolute_error_margin: 0.1
   input:
     spm_unit_size: 10
@@ -57,8 +57,8 @@
   output:
     in_tanf_maximum_benefit: 1_241
 
-- name: Family of 11 January 2025 adds one additional member increment
-  period: 2025-01
+- name: Family of 11 January 2026 adds one additional member increment
+  period: 2026-01
   absolute_error_margin: 0.1
   input:
     spm_unit_size: 11
@@ -75,5 +75,5 @@
     state_code: IN
   output:
     in_tanf_maximum_benefit: 775
-    # Before 2024-07-01 the additional member amount is $0, so size 11 is
+    # Before 2025-07-01 the additional member amount is $0, so size 11 is
     # capped at the size-10 standard-of-need amount ($775)
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
index ca7b7ca3303..55b4a7a95a3 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
@@ -167,7 +167,7 @@
 
 # Post-2025 initial eligibility (IC 12-14-1-1.7; FSSA 3010.15.00).
 # Initial applicants must have countable net income below the maximum grant
-# and gross income at or below 35% FPG (50% from 2027-07-01). For Indiana the
+# and gross income below 35% FPG (50% from 2027-07-01). For Indiana the
 # net (maximum grant) standard binds before the looser 35% FPG gross screen.
 
 - name: Applicant family of 3 just below the maximum grant net standard in 2026
@@ -192,7 +192,7 @@
   output:
     in_tanf_countable_income_for_eligibility: 512
     in_tanf_countable_income_eligible: true
-    # Net ($512) < maximum grant ($513); gross ($512) <= 35% FPG ($777) -> eligible
+    # Net ($512) < maximum grant ($513); gross ($512) < gross standard ($778) -> eligible
 
 - name: Applicant family of 3 at the maximum grant net standard in 2026
   period: 2026-01
@@ -239,7 +239,7 @@
         state_code: IN
   output:
     in_tanf_countable_income_eligible: true
-    # Net ($500) < maximum grant ($513); gross ($500) <= 50% FPG ($1,165) -> eligible
+    # Net ($500) < maximum grant ($513); gross ($500) < 50% FPG -> eligible
 
 - name: Applicant family of 3 high earner fails both 2026 screens
   period: 2026-01
@@ -309,3 +309,73 @@
   output:
     in_tanf_countable_income_eligible: false
     # Enrolled: countable ($2,300) >= 100% FPG for 3 ($2,220.83) -> not eligible
+
+- name: Applicant family of 3 passes the published March 2026 gross standard
+  period: 2026-03
+  input:
+    people:
+      person1:
+        age:
+          2026: 30
+        tanf_gross_earned_income:
+          2026-03: 260
+      person2:
+        age:
+          2026: 28
+        tanf_gross_earned_income:
+          2026-03: 260
+      person3:
+        age:
+          2026: 26
+        tanf_gross_earned_income:
+          2026-03: 260
+    spm_units:
+      spm_unit:
+        members: [person1, person2, person3]
+        is_tanf_enrolled:
+          2026-03: false
+    households:
+      household:
+        members: [person1, person2, person3]
+        state_code:
+          2026: IN
+  output:
+    in_tanf_gross_income: 780
+    in_tanf_countable_income_for_eligibility: 510
+    in_tanf_initial_gross_income_standard: 797
+    in_tanf_countable_income_eligible: true
+    # Gross ($780) < published standard ($797); net ($510) < maximum grant ($513).
+
+- name: Applicant family of 3 at the March 2026 gross standard is not eligible
+  period: 2026-03
+  input:
+    in_tanf_countable_income_for_eligibility:
+      2026-03: 510
+    in_tanf_gross_income:
+      2026-03: 797
+    spm_unit_size:
+      2026: 3
+    is_tanf_enrolled:
+      2026-03: false
+    state_code:
+      2026: IN
+  output:
+    in_tanf_initial_gross_income_standard: 797
+    in_tanf_countable_income_eligible: false
+    # Gross income must be strictly below the standard.
+
+- name: Enrolled family of 3 at the March 2026 FPG standard is not eligible
+  period: 2026-03
+  input:
+    in_tanf_countable_income_for_eligibility:
+      2026-03: 2_277
+    spm_unit_size:
+      2026: 3
+    is_tanf_enrolled:
+      2026-03: true
+    state_code:
+      2026: IN
+  output:
+    in_tanf_fpg: 2_277
+    in_tanf_countable_income_eligible: false
+    # Continuing net income must be strictly below the published standard.
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
new file mode 100644
index 00000000000..4a240360dfb
--- /dev/null
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
@@ -0,0 +1,17 @@
+- name: Family of 3 uses the 2025 FPG standard through February 2026
+  period: 2026-01
+  input:
+    spm_unit_size: 3
+    state_code: IN
+  output:
+    in_tanf_fpg: 2_221
+
+- name: Family of 3 uses the updated FPG standard in March 2026
+  period: 2026-03
+  input:
+    spm_unit_size:
+      2026: 3
+    state_code:
+      2026: IN
+  output:
+    in_tanf_fpg: 2_277
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
new file mode 100644
index 00000000000..d20d441e5dd
--- /dev/null
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
@@ -0,0 +1,17 @@
+- name: Family of 3 uses the 2025 gross income standard through February 2026
+  period: 2026-01
+  input:
+    spm_unit_size: 3
+    state_code: IN
+  output:
+    in_tanf_initial_gross_income_standard: 778
+
+- name: Family of 3 uses the updated gross income standard in March 2026
+  period: 2026-03
+  input:
+    spm_unit_size:
+      2026: 3
+    state_code:
+      2026: IN
+  output:
+    in_tanf_initial_gross_income_standard: 797
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
index 0ccb073e152..aa50241766c 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_payment_eligible.yaml
@@ -62,19 +62,19 @@
     in_tanf_payment_eligible: true
     # Countable income ($250) < maximum benefit ($255) → eligible
 
-- name: Family of 3 with income above old standard of need now eligible in 2025
-  period: 2025-01
+- name: Family of 3 with income above old standard of need now eligible in 2026
+  period: 2026-01
   input:
     spm_unit_size: 3
     in_tanf_countable_income_for_payment: 400
     state_code: IN
   output:
     in_tanf_payment_eligible: true
-    # Countable income ($400) < 2024-07-01 maximum benefit ($513) → eligible,
+    # Countable income ($400) < 2025-07-01 maximum benefit ($513) → eligible,
     # whereas $400 exceeded the standard of need ($320)
 
-- name: Family of 3 with income at 2025 maximum benefit - not eligible
-  period: 2025-01
+- name: Family of 3 with income at increased maximum benefit - not eligible
+  period: 2026-01
   input:
     spm_unit_size: 3
     in_tanf_countable_income_for_payment: 513
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
index 3dcf459c415..e3a91897ddd 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/in_tanf.yaml
@@ -1,5 +1,5 @@
 - name: Family of 3 with no income receives maximum benefit
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: true
     in_tanf_maximum_benefit: 513
@@ -10,7 +10,7 @@
     # Max benefit ($513) - countable income ($0) = $513
 
 - name: Family of 3 with countable income receives reduced benefit
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: true
     in_tanf_maximum_benefit: 513
@@ -21,7 +21,7 @@
     # Max benefit ($513) - countable income ($200) = $313
 
 - name: Family of 2 with partial income
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: true
     in_tanf_maximum_benefit: 409
@@ -32,7 +32,7 @@
     # Max benefit ($409) - countable income ($100) = $309
 
 - name: Ineligible family receives no benefit
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: false
     in_tanf_maximum_benefit: 513
@@ -42,7 +42,7 @@
     in_tanf: 0
 
 - name: Family with countable income equal to maximum benefit
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: true
     in_tanf_maximum_benefit: 513
@@ -53,7 +53,7 @@
     # Max benefit ($513) - countable income ($513) = $0
 
 - name: Family with countable income exceeding maximum benefit
-  period: 2024-01
+  period: 2026-01
   input:
     in_tanf_eligible: true
     in_tanf_maximum_benefit: 513
@@ -85,9 +85,9 @@
         state_code: IN
   output:
     in_tanf: 409
-    # 2024-07-01 maximum benefit for a family of 2 (IC 12-14-2-5)
+    # 2025-07-01 maximum benefit for a family of 2 (IC 12-14-2-5)
 
-- name: Family of two, no income, January 2024 still pays pre-July-2024 amount.
+- name: Family of two, no income, January 2024 pays the 2023 amount.
   period: 2024-01
   absolute_error_margin: 0.1
   input:
@@ -105,10 +105,9 @@
         state_code: IN
   output:
     in_tanf: 255
-    # January 2024 is before the 2024-07-01 increase, so the maximum benefit
-    # is still the 2023-07-01 amount ($255) for a family of 2.
+    # The 2023-07-01 maximum benefit is $255 for a family of 2.
 
-- name: Family of two, no income, January 2025 pays the increased amount.
+- name: Family of two, no income, January 2025 still pays the prior amount.
   period: 2025-01
   absolute_error_margin: 0.1
   input:
@@ -125,5 +124,5 @@
         members: [person1, person2]
         state_code: IN
   output:
-    in_tanf: 409
-    # 2024-07-01 maximum benefit for a family of 2 ($409)
+    in_tanf: 255
+    # The $409 maximum benefit is not effective until 2025-07-01.
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
index 9d5dbf85f0e..030b9df5f52 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/integration.yaml
@@ -367,7 +367,7 @@
     in_tanf: 145
     # $320 - $175 = $145
 
-- name: Case 11, family of 3 no income receives 2024-07-01 maximum benefit in 2026.
+- name: Case 11, family of 3 no income receives 2025-07-01 maximum benefit in 2026.
   period: 2026-01
   input:
     people:
@@ -391,7 +391,7 @@
     in_tanf_payment_standard: 320
     # Standard of need (eligibility table) is unchanged
     in_tanf_maximum_benefit: 513
-    # Family of 3 maximum benefit (IC 12-14-2-5, effective 2024-07-01)
+    # Family of 3 maximum benefit (IC 12-14-2-5, effective 2025-07-01)
     in_tanf_countable_income_for_payment: 0
     in_tanf_countable_income_eligible: true
     in_tanf_payment_eligible: true
@@ -425,7 +425,7 @@
     in_tanf_countable_income_for_payment: 400
     in_tanf_countable_income_for_eligibility: 400
     in_tanf_countable_income_eligible: true
-    # Net ($400) < maximum grant ($513); gross ($400) <= 35% FPG -> eligible
+    # Net ($400) < maximum grant ($513); gross ($400) < 35% FPG -> eligible
     in_tanf_payment_eligible: true
     # $400 < maximum benefit ($513); above the old standard of need ($320)
     in_tanf_eligible: true
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
index 2456549bfa6..7e0f4afb870 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.py
@@ -17,7 +17,7 @@ class in_tanf_countable_income_eligible(Variable):
     def formula(spm_unit, period, parameters):
         p = parameters(period).gov.states["in"].fssa.tanf.eligibility
         countable = spm_unit("in_tanf_countable_income_for_eligibility", period)
-        fpg = spm_unit("tanf_fpg", period)
+        fpg = spm_unit("in_tanf_fpg", period)
 
         # Continuing/enrolled recipients: countable net income below 100% FPG
         # (470 IAC 10.3-4-1; FSSA 3010.15.05).
@@ -27,7 +27,7 @@ def formula(spm_unit, period, parameters):
         # before 2025-07-01 (maximum grant rate of 0) and the maximum grant
         # from 2025-07-01 (FSSA 3010.15.00). From 2025-07-01 there is also a
         # gross income screen at 35% FPG, rising to 50% after June 30, 2027
-        # (IC 12-14-1-1.7); before then the screen is inactive (infinite rate).
+        # (IC 12-14-1-1.7); before then the screen is inactive.
         standard_of_need = spm_unit("in_tanf_payment_standard", period)
         maximum_grant = spm_unit("in_tanf_maximum_benefit", period)
         grant_rate = p.initial.net_income.maximum_grant_rate
@@ -35,8 +35,9 @@ def formula(spm_unit, period, parameters):
             grant_rate > 0, maximum_grant * grant_rate, standard_of_need
         )
         gross_income = spm_unit("in_tanf_gross_income", period)
+        gross_threshold = spm_unit("in_tanf_initial_gross_income_standard", period)
         initial_eligible = (countable < net_threshold) & (
-            gross_income <= fpg * p.initial.gross_income.fpg_rate
+            gross_income < gross_threshold
         )
 
         is_enrolled = spm_unit("is_tanf_enrolled", period)
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.py b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.py
new file mode 100644
index 00000000000..d8461de9178
--- /dev/null
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.py
@@ -0,0 +1,19 @@
+import numpy as np
+
+from policyengine_us.model_api import *
+
+
+class in_tanf_fpg(Variable):
+    value_type = float
+    entity = SPMUnit
+    label = "Indiana TANF federal poverty guideline"
+    unit = USD
+    definition_period = MONTH
+    reference = "https://www.in.gov/fssa/dfr/files/3000.pdf#page=5"
+    defined_for = StateCode.IN
+
+    def formula(spm_unit, period, parameters):
+        size = spm_unit("spm_unit_size", period.this_year)
+        p = parameters(period).gov.states["in"].fssa.tanf.eligibility.fpg
+        annual_fpg = p.first_person + p.additional_person * (size - 1)
+        return np.ceil(annual_fpg / MONTHS_IN_YEAR)
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.py b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.py
new file mode 100644
index 00000000000..f8dd1f7cd40
--- /dev/null
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.py
@@ -0,0 +1,21 @@
+import numpy as np
+
+from policyengine_us.model_api import *
+
+
+class in_tanf_initial_gross_income_standard(Variable):
+    value_type = float
+    entity = SPMUnit
+    label = "Indiana TANF initial applicant gross income standard"
+    unit = USD
+    definition_period = MONTH
+    reference = (
+        "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-1-1.7",
+        "https://www.in.gov/fssa/dfr/files/3000.pdf#page=4",
+    )
+    defined_for = StateCode.IN
+
+    def formula(spm_unit, period, parameters):
+        p = parameters(period).gov.states["in"].fssa.tanf.eligibility
+        fpg = spm_unit("in_tanf_fpg", period)
+        return np.ceil(fpg * p.initial.gross_income.fpg_rate)
diff --git a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
index b18232f15f5..d0ef2f0e2c4 100644
--- a/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
+++ b/policyengine_us/variables/gov/states/in/fssa/tanf/in_tanf_maximum_benefit.py
@@ -9,7 +9,6 @@ class in_tanf_maximum_benefit(Variable):
     definition_period = MONTH
     reference = (
         "https://iga.in.gov/laws/2025/ic/titles/12/#12-14-2-5",
-        "https://www.in.gov/fssa/dfr/files/SNAP-TANF-Transmittal2024.pdf",
         "https://www.in.gov/fssa/dfr/files/3000.pdf#page=7",
     )
     defined_for = StateCode.IN

From c4c368e4c7df8017a2dd3edf0e9bfb3f3531895e Mon Sep 17 00:00:00 2001
From: Ziming <ziming@policyengine.org>
Date: Tue, 2 Jun 2026 15:19:56 -0400
Subject: [PATCH 3/3] Use January test periods for Indiana TANF post-2026
 eligibility tests

PolicyEngine only supports YYYY or YYYY-01 test periods; five cases used
the illegal period: 2026-03. Move them to period: 2027-01, where the
2026-03-01 FPG values and the 35% gross-income rate are still in effect
(the rate only rises to 50% at 2027-07-01), so expected outputs are
unchanged. Date-keyed inputs flattened to scalars to match the valid
sibling cases.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../in_tanf_countable_income_eligible.yaml    | 63 +++++++------------
 .../in/fssa/tanf/eligibility/in_tanf_fpg.yaml | 10 ++-
 ...in_tanf_initial_gross_income_standard.yaml | 10 ++-
 3 files changed, 31 insertions(+), 52 deletions(-)

diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
index 55b4a7a95a3..9be35ececf5 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_countable_income_eligible.yaml
@@ -310,35 +310,27 @@
     in_tanf_countable_income_eligible: false
     # Enrolled: countable ($2,300) >= 100% FPG for 3 ($2,220.83) -> not eligible
 
-- name: Applicant family of 3 passes the published March 2026 gross standard
-  period: 2026-03
+- name: Applicant family of 3 passes the post-March-2026 gross standard
+  period: 2027-01
   input:
     people:
       person1:
-        age:
-          2026: 30
-        tanf_gross_earned_income:
-          2026-03: 260
+        age: 30
+        tanf_gross_earned_income: 260
       person2:
-        age:
-          2026: 28
-        tanf_gross_earned_income:
-          2026-03: 260
+        age: 28
+        tanf_gross_earned_income: 260
       person3:
-        age:
-          2026: 26
-        tanf_gross_earned_income:
-          2026-03: 260
+        age: 26
+        tanf_gross_earned_income: 260
     spm_units:
       spm_unit:
         members: [person1, person2, person3]
-        is_tanf_enrolled:
-          2026-03: false
+        is_tanf_enrolled: false
     households:
       household:
         members: [person1, person2, person3]
-        state_code:
-          2026: IN
+        state_code: IN
   output:
     in_tanf_gross_income: 780
     in_tanf_countable_income_for_eligibility: 510
@@ -346,35 +338,26 @@
     in_tanf_countable_income_eligible: true
     # Gross ($780) < published standard ($797); net ($510) < maximum grant ($513).
 
-- name: Applicant family of 3 at the March 2026 gross standard is not eligible
-  period: 2026-03
+- name: Applicant family of 3 at the post-March-2026 gross standard is not eligible
+  period: 2027-01
   input:
-    in_tanf_countable_income_for_eligibility:
-      2026-03: 510
-    in_tanf_gross_income:
-      2026-03: 797
-    spm_unit_size:
-      2026: 3
-    is_tanf_enrolled:
-      2026-03: false
-    state_code:
-      2026: IN
+    in_tanf_countable_income_for_eligibility: 510
+    in_tanf_gross_income: 797
+    spm_unit_size: 3
+    is_tanf_enrolled: false
+    state_code: IN
   output:
     in_tanf_initial_gross_income_standard: 797
     in_tanf_countable_income_eligible: false
     # Gross income must be strictly below the standard.
 
-- name: Enrolled family of 3 at the March 2026 FPG standard is not eligible
-  period: 2026-03
+- name: Enrolled family of 3 at the post-March-2026 FPG standard is not eligible
+  period: 2027-01
   input:
-    in_tanf_countable_income_for_eligibility:
-      2026-03: 2_277
-    spm_unit_size:
-      2026: 3
-    is_tanf_enrolled:
-      2026-03: true
-    state_code:
-      2026: IN
+    in_tanf_countable_income_for_eligibility: 2_277
+    spm_unit_size: 3
+    is_tanf_enrolled: true
+    state_code: IN
   output:
     in_tanf_fpg: 2_277
     in_tanf_countable_income_eligible: false
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
index 4a240360dfb..27d087d6904 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_fpg.yaml
@@ -6,12 +6,10 @@
   output:
     in_tanf_fpg: 2_221
 
-- name: Family of 3 uses the updated FPG standard in March 2026
-  period: 2026-03
+- name: Family of 3 uses the post-March-2026 FPG standard
+  period: 2027-01
   input:
-    spm_unit_size:
-      2026: 3
-    state_code:
-      2026: IN
+    spm_unit_size: 3
+    state_code: IN
   output:
     in_tanf_fpg: 2_277
diff --git a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
index d20d441e5dd..e2c19e4c112 100644
--- a/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
+++ b/policyengine_us/tests/policy/baseline/gov/states/in/fssa/tanf/eligibility/in_tanf_initial_gross_income_standard.yaml
@@ -6,12 +6,10 @@
   output:
     in_tanf_initial_gross_income_standard: 778
 
-- name: Family of 3 uses the updated gross income standard in March 2026
-  period: 2026-03
+- name: Family of 3 uses the post-March-2026 gross income standard
+  period: 2027-01
   input:
-    spm_unit_size:
-      2026: 3
-    state_code:
-      2026: IN
+    spm_unit_size: 3
+    state_code: IN
   output:
     in_tanf_initial_gross_income_standard: 797