Identification and Inference for Algorithmic Frontiers with Selective Labels

Yiqi Liu, Francesca Molinari, Amilcar Velez

This paper provides identification results to characterize a fairness-accuracy (FA) frontier, and statistical inference tools to test hypotheses and build a confidence set for the…