---
id: checklist-bias-monitoring
implements: bias-monitoring
---
# Verification: Bias monitoring

| # | Check | Control | Status | Evidence |
|---|-------|---------|--------|----------|
| V1 | Does the logging schema include fairness-enabling metadata fields? | MEASURE-2.11/P1 | [ ] | |
| V2 | Is there output distribution monitoring across demographic segments? | MEASURE-2.11/P2 | [ ] | |
| V3 | Is there a periodic fairness report generation mechanism? | MEASURE-2.11/P3 | [ ] | |
| V4 | Confirm: protected characteristics are NOT collected directly. | Anti-pattern | [ ] | |
| V5 | Are human override patterns analyzed for bias signals? | Edge case | [ ] | |
