You Cannot Have All Three: The Fairness Impossibility Theorem
Three natural fairness criteria for an AI classifier — calibration, equal false positive rates, equal false negative rates — cannot all hold simultaneously when base rates differ across groups. This is not an engineering failure. It is a theorem. Choosing which criterion to satisfy is a political decision, not a technical one.