Effort-Centric Fairness in Lending Decisions

Shiqi Fang, Zexun Chen, Jake Ansell

Algorithmic credit scoring must satisfy fairness and explanation requirements, yet prevailing predictive-parity criteria assess only outcomes at the decision point. They can theref…