An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy Settings

Hemank Lamba, Kit T. Rodolfa, Rayid Ghani

Applications of machine learning (ML) to high-stakes policy settings -- such as education, criminal justice, healthcare, and social service delivery -- have grown rapidly in recent…