2024
On Counterfactual Metrics for Social Welfare: Incentives, Ranking, and Information Asymmetry
AISTATS 2024poster
From the social sciences to machine learning, it is well documented that metrics do not always align with social welfare. In healthcare, Dranove et al. (2003) showed that publishing surgery mortality metrics actually harmed sicker patients by increasing provider selection behavior. Using a principal…