DGV-TC-013L6: Risk InterpretationGER-334: Demographic Skew DetectedVersion: 1.0.0
Statistical Fairness & Bias Mitigation
Verifies that the system gate decisions preserve fairness limits and stay within the disparate impact ratio boundaries (0.80 to 1.25).
Operational Purpose & Scope
Verifies that continuous evaluations satisfy statistical equity ratios.
Verification Context
- Target Scope:
runtime CLI execution - Audit Strategy:
statistical - Verification Metrics:
gate_statusdisparate_impact_ratio - Framework Origin:Governance Layer Enforcement
- Mandatory:Yes — must pass for certification
Governance Risk & Penalty
System exhibits demographic bias. Violates anti-discrimination laws and Article 10 data quality rules. Fines up to €30M.
Expected Outcome
- gate_status:
"OPEN" - min_disparate_impact_ratio:
0.8 - max_disparate_impact_ratio:
1.25
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