Fairness & Bias Testing Guide

All IYAI models must undergo fairness evaluation using the following:

⚖️ Metrics

• Demographic Parity
• Equalized Odds
• Disparate Impact Ratio

Tools

• Custom IYAI Bias Index Calculator (comming soon)

💡 Steps

1. Define sensitive groups.
2. Analyze disparities in model output.
3. Document findings in the model audit log.