Hierarchical Bayesian Models to Mitigate Systematic Disparities in Prediction with Proxy Outcomes

Jonas Mikhaeil, Andrew Gelman, Philip Greengard

Label bias occurs when the outcome of interest is not directly observable and instead, modeling is performed with proxy labels. When the difference between the true outcome and the…