PolicyEngine Testing Patterns

Comprehensive patterns and standards for creating PolicyEngine tests.

Quick Reference

File Structure

policyengine_us/tests/policy/baseline/gov/states/[state]/[agency]/[program]/
├── [variable_name].yaml       # Unit test for specific variable
├── [another_variable].yaml    # Another unit test
└── integration.yaml           # Integration test (NEVER prefixed)

Period Restrictions

• ✅ 2024-01 - First month only
• ✅ 2024 - Whole year
• ❌ 2024-04 - Other months NOT supported
• ❌ 2024-01-01 - Full dates NOT supported

Error Margin

Choose the margin based on the output type:

• Boolean outputs (true/false, eligibility, flags): no error margin at all — booleans are exact, no rounding. Omit absolute_error_margin entirely.
• Currency outputs (benefits, income, amounts): absolute_error_margin: 0.01
• Rate/percentage outputs: absolute_error_margin: 0.001
• Never use 1 — a margin of 1 makes true (1) and false (0) indistinguishable, rendering the test meaningless

Naming Convention

• Files: variable_name.yaml (matches variable exactly)
• Integration: Always integration.yaml (never prefixed)
• Cases: Case 1, description. (numbered, comma, period)
• People: person1, person2 (never descriptive names)

---

1. Test File Organization

File Naming Rules

Unit tests - Named after the variable they test:

✅ CORRECT:
az_liheap_eligible.yaml    # Tests az_liheap_eligible variable
az_liheap_benefit.yaml      # Tests az_liheap_benefit variable

❌ WRONG:
test_az_liheap.yaml         # Wrong prefix
liheap_tests.yaml           # Wrong pattern

Integration tests - Always named integration.yaml:

✅ CORRECT:
integration.yaml            # Standard name

❌ WRONG:
az_liheap_integration.yaml  # Never prefix integration
program_integration.yaml    # Never prefix integration

Folder Structure

Follow state/agency/program hierarchy:

gov/
└── states/
    └── [state_code]/
        └── [agency]/
            └── [program]/
                ├── eligibility/
                │   └── income_eligible.yaml
                ├── income/
                │   └── countable_income.yaml
                └── integration.yaml

---

2. Period Format Restrictions

Critical: Only Two Formats Supported

PolicyEngine test system ONLY supports:

• 2024-01 - First month of year
• 2024 - Whole year

Never use:

• 2024-04 - April (will fail)
• 2024-10 - October (will fail)
• 2024-01-01 - Full date (will fail)

Handling Mid-Year Policy Changes

If policy changes April 1, 2024:

# Option 1: Test with first month
period: 2024-01  # Tests January with new policy

# Option 2: Test next year
period: 2025-01  # When policy definitely active

---

3. Test Naming Conventions

Case Names

Use numbered cases with descriptions:

✅ CORRECT:
- name: Case 1, single parent with one child.
- name: Case 2, two parents with two children.
- name: Case 3, income at threshold.

❌ WRONG:
- name: Single parent test
- name: Test case for family
- name: Case 1 - single parent  # Wrong punctuation

Adding Cases to Existing Test Files

CRITICAL: Always append new test cases at the bottom of the file. Never insert cases in the middle of existing tests.

# Existing file has Cases 1-3
# ✅ CORRECT - Add Case 4 at the bottom:
- name: Case 3, income above threshold.
  ...

- name: Case 4, new edge case scenario.
  ...

# ❌ WRONG - Inserting between existing cases and renumbering:
- name: Case 1, ...
- name: Case 2, new case inserted here.    # Renumbered!
- name: Case 3, was previously Case 2.     # Renumbered!

Why: Inserting in the middle forces renumbering of existing cases, which creates noisy diffs and makes review harder. Appending at the bottom keeps existing cases untouched.

Person Names

Use generic sequential names:

✅ CORRECT:
people:
  person1:
    age: 30
  person2:
    age: 10
  person3:
    age: 8

❌ WRONG:
people:
  parent:
    age: 30
  child1:
    age: 10

Output Format

Use simplified format without entity key:

✅ CORRECT:
output:
  tx_tanf_eligible: true
  tx_tanf_benefit: 250

❌ WRONG:
output:
  tx_tanf_eligible:
    spm_unit: true  # Don't nest under entity

---

4. Which Variables Need Tests

Variables That DON'T Need Tests

Skip tests for simple composition variables using only adds or subtracts:

# NO TEST NEEDED - just summing
class tx_tanf_countable_income(Variable):
    adds = ["earned_income", "unearned_income"]

# NO TEST NEEDED - simple arithmetic
class net_income(Variable):
    adds = ["gross_income"]
    subtracts = ["deductions"]

Variables That NEED Tests

Create tests for variables with:

• Conditional logic (where, select, if)
• Calculations/transformations
• Business logic
• Deductions/disregards
• Eligibility determinations

# NEEDS TEST - has logic
class tx_tanf_income_eligible(Variable):
    def formula(spm_unit, period, parameters):
        return where(enrolled, passes_test, other_test)

---

5. Period Conversion in Tests

Complete Input/Output Rules

The key rule: Input matches the larger of (variable period, test period). Output matches the test period.

Variable Def	Test Period	Input Value	Output Value
YEAR	YEAR	Yearly	Yearly
YEAR	MONTH	Yearly (always!)	Monthly (÷12)
MONTH	YEAR	Yearly (÷12 per month)	Yearly (sum of 12)
MONTH	MONTH	Monthly	Monthly

YEAR Variable Examples

# YEAR variable + YEAR period
- name: Case 1, yearly test.
  period: 2024
  input:
    employment_income: 12_000  # Yearly input
  output:
    employment_income: 12_000  # Yearly output

# YEAR variable + MONTH period
- name: Case 2, monthly test with yearly variable.
  period: 2024-01
  input:
    employment_income: 12_000  # Still yearly input!
  output:
    employment_income: 1_000   # Monthly output (12_000/12)

MONTH Variable Examples

# MONTH variable + YEAR period
- name: Case 3, yearly test with monthly variable.
  period: 2024
  input:
    some_monthly_var: 1_200  # Yearly total (divided by 12 = 100/month)
  output:
    some_monthly_var: 1_200  # Yearly sum

# MONTH variable + MONTH period
- name: Case 4, monthly test with monthly variable.
  period: 2024-01
  input:
    some_monthly_var: 100  # Monthly input (just January)
  output:
    some_monthly_var: 100  # Monthly output

See policyengine-period-patterns skill for the full explanation of period auto-conversion.

---

6. Numeric Formatting

Always Use Underscore Separators

✅ CORRECT:
employment_income: 50_000
cash_assets: 1_500

❌ WRONG:
employment_income: 50000
cash_assets: 1500

---

7. Integration Test Quality Standards

Inline Calculation Comments

Document every calculation step:

- name: Case 2, earnings with deductions.
  period: 2025-01
  input:
    people:
      person1:
        employment_income: 3_000  # $250/month
  output:
    # Person-level arrays
    tx_tanf_gross_earned_income: [250, 0]
    # Person1: 3,000/12 = 250

    tx_tanf_earned_after_disregard: [87.1, 0]
    # Person1: 250 - 120 = 130
    # Disregard: 130/3 = 43.33
    # After: 130 - 43.33 = 86.67 ≈ 87.1

Comprehensive Scenarios

Include 5-7 scenarios covering:

1. Basic eligible case
2. Earnings with deductions
3. Edge case at threshold
4. Mixed enrollment status
5. Special circumstances (SSI, immigration)
6. Ineligible case

Verify Intermediate Values

Check 8-10 values per test:

output:
  # Income calculation chain
  program_gross_income: 250
  program_earned_after_disregard: 87.1
  program_deductions: 200
  program_countable_income: 0

  # Eligibility chain
  program_income_eligible: true
  program_resources_eligible: true
  program_eligible: true

  # Final benefit
  program_benefit: 320

---

8. Common Variables to Use

Always Available

# Demographics
age: 30
is_disabled: false
is_pregnant: false

# Income
employment_income: 50_000
self_employment_income: 10_000
social_security: 12_000
ssi: 9_000

# Benefits
snap: 200
tanf: 150
medicaid: true

# Location
state_code: CA
county_code: "06037"  # String for FIPS

Variables That DON'T Exist

Never use these (not in PolicyEngine):

• heating_expense
• utility_expense
• utility_shut_off_notice
• past_due_balance
• bulk_fuel_amount
• weatherization_needed

---

9. Enum Verification

Always Check Actual Enum Values

Before using enums in tests:

# Find enum definition
grep -r "class ImmigrationStatus" --include="*.py"

# Check actual values
class ImmigrationStatus(Enum):
    CITIZEN = "Citizen"
    LEGAL_PERMANENT_RESIDENT = "Legal Permanent Resident"  # NOT "PERMANENT_RESIDENT"
    REFUGEE = "Refugee"

✅ CORRECT:
immigration_status: LEGAL_PERMANENT_RESIDENT

❌ WRONG:
immigration_status: PERMANENT_RESIDENT  # Doesn't exist

---

10. Test Quality Checklist

Before submitting tests:

• All variables exist in PolicyEngine
• Period format is 2024-01 or 2024 only
• Numbers use underscore separators
• Integration tests have calculation comments
• 5-7 comprehensive scenarios in integration.yaml
• Enum values verified against actual definitions
• Output values realistic, not placeholders
• File names match variable names exactly

---

Common Test Patterns

Income Eligibility

- name: Case 1, income exactly at threshold.
  period: 2024-01
  input:
    people:
      person1:
        employment_income: 30_360  # Annual limit
  output:
    program_income_eligible: true  # At threshold = eligible

Priority Groups

- name: Case 2, elderly priority.
  period: 2024-01
  input:
    people:
      person1:
        age: 65
  output:
    program_priority_group: true

Categorical Eligibility

- name: Case 3, SNAP categorical.
  period: 2024-01
  input:
    spm_units:
      spm_unit:
        snap: 200  # Receives SNAP
  output:
    program_categorical_eligible: true

Negative Income — Benefit Cap

Always include a test that verifies benefits are capped at the maximum payment amount when countable income is negative. This prevents the bug where max_benefit - (-N) = max_benefit + N, inflating benefits beyond the payment standard.

# Tests that benefits are capped at the maximum payment amount,
# even when countable income is negative.
# Prevents: benefit = max - (-5M) = 5M+
- name: Case N, negative countable income does not inflate benefit.
  period: 2025-01
  input:
    people:
      person1:
        age: 30
        self_employment_income: -60_000_000  # -$5M/month
      person2:
        age: 8
    spm_units:
      spm_unit:
        members: [person1, person2]
    households:
      household:
        members: [person1, person2]
        state_code: XX
  output:
    xx_tanf: 300  # Capped at max payment standard, not 5M+

---

11. Required Test Scenarios

Every Benefit Program Must Test

1. At least one positive (non-zero) benefit case. Zero-benefit-only tests hide formula errors that cancel out.
2. At least one ineligible case returning zero/false.
3. Edge case at exactly the threshold (income, age, or resource limits).
4. Edge case for empty/zero-size units to verify graceful handling of degenerate inputs.

Dimension Coverage

When a variable depends on a multi-valued dimension (provider type, care setting, filing status), every dimension value needs at least one test case. Zero coverage of an entire dimension hides bugs.

Household Composition

• TANF/cash assistance: Always include at least one child — single adults without children are demographically ineligible.
• Couple/marital-unit programs: Include a test with asymmetric eligibility (one member eligible, one not) to catch half-benefit or incorrect-amount bugs from defined_for filtering.

Mid-Year Parameter Transitions

When values change mid-year (e.g., July 1), test both sides of the boundary (e.g., June vs July). January-only tests miss off-by-one errors in effective dates.

Add-On Components

When a benefit has supplements or adjustments, test that each flows through to the top-level benefit variable — not just in isolation.

Combined Federal + State Benefits

When a source provides combined amounts (e.g., Federal SSI + State SSP), test both components independently with comments showing the combined math matches the source.

---

12. Test Maintenance Rules

Verify Input Variable Names

Check the formula's actual input variable names before writing tests. Use the variable the formula reads (e.g., employment_income_before_lsr), not a similar-sounding upstream variable.

Test Names Must Match Values

A case named "$275 weekly" that expects $250 misleads reviewers. Keep names and expected values consistent.

Bug Fixes Require a Test Sweep

When fixing a buggy parameter or formula, sweep ALL test files referencing the affected variable. Stale expected values silently mask regressions.

---