Bias In, Bias Out? Evaluating the Folk Wisdom

Ashesh Rambachan, Jonathan Roth

We evaluate the folk wisdom that algorithmic decision rules trained on data produced by biased human decision-makers necessarily reflect this bias. We consider a setting where trai…