Bias Monitor
Statistical fairness assessment across all AI models
3
Models Assessed
1
Bias Flags
0.85
Avg Disparate Impact Ratio
EEOC 4/5ths Rule Thresholds
Fairness metrics with pass/fail thresholds used by regulators
Disparate Impact Ratio
≥ 0.80
EEOC 4/5ths Rule
Statistical Parity Diff
|x| ≤ 0.05
Fairness in ML
Equal Opportunity Diff
|x| ≤ 0.05
Equalized Odds
Model Assessments
| Model | DIR | SPD | EOD | χ² Significant | Status |
|---|---|---|---|---|---|
| LoanDecisionAI | 0.760 | -0.080 | -0.060 | Yes | Bias Detected |
| PriorAuthAI | 0.880 | -0.030 | -0.020 | No | Pass |
| ClaimsProcessorAI | 0.920 | -0.010 | 0.010 | No | Pass |