Abstract The use of algorithms to support prediction-based decision-making is becoming commonplace in a range domains including health, criminal justice, education, social services, lending, and hiring. An assumption governing such decisions that there property Y individual should be allocated resource R by decision-maker D if Y. When uncertainty about whether Y, may provide valuable decision a...