Fairness May Backfire: When Leveling-Down Occurs in Fair Machine Learning

Yi Yang, Xiangyu Chang, Pei-yu Chen

As machine learning (ML) systems increasingly shape access to credit, jobs, and other opportunities, the fairness of algorithmic decisions has become a central concern. Yet it rema…