Shiqi Fang

Effort-Centric Fairness in Lending Decisions

An effort-centric framework that measures an applicant's effort as the minimum weighted cost of feasible changes required to cross the approval boundary is developed and shows that effort parity complements predictive fairness by revealing and mitigating hidden barriers to future credit access while making the associat...