Limits of Quantitative Fairness Assessment

Fairness metrics measure statistical properties of recorded variables; they cannot alone establish valid measurement of constructs, whether a disparity is unjust, why it arose or how a system behaves over time, so every quantitative finding must be scoped and complemented.