2 papers
econ.EM2026
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…
econ.EM2025
Inference for an Algorithmic Fairness-Accuracy Frontier
Yiqi Liu, Francesca Molinari
Algorithms are increasingly used to aid with high-stakes decision making. Yet, their predictive ability frequently exhibits systematic variation across population subgroups. To ass…