Fairness Audit

What I do

I validate that the risk assessment meets fairness standards by checking TPR (True Positive Rate) and FPR (False Positive Rate) gaps across demographic groups. I ensure the model performs equitably regardless of skin tone.

When to use me

Use this when:

• Risk assessment is complete and you need fairness validation
• You need to verify TPR/FPR gaps are within acceptable thresholds
• You're ensuring the model doesn't exhibit demographic bias

Key Concepts

• TPR Gap: Difference in true positive rates across groups
• FPR Gap: Difference in false positive rates across groups
• Fairness Thresholds: Maximum acceptable gaps (typically 0.1)
• fairness_validated: State flag after audit complete

Source Files