Amplified Discrimination at Feature Intersections

When an organization's fairness testing examines gender and age separately, with all metrics within tolerance; due to unmitigated control gaps, in reality, the group possessing both characteristics receives markedly worse treatment, an outcome entirely invisible in single-dimension testing, triggering compliance exposure and operational reputational costs.