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The Fairness Trap
COMPAS recidivism prediction and the mathematical impossibility of simultaneous fairness — Broward County, Florida 2013–2014. ProPublica and Northpointe were both right. Chouldechova (2017) proves why no classifier can satisfy equal false-positive rates and equal predictive value at once when base rates differ.