Propensity score estimators for the average treatment effect and the average treatment effect on the treated may yield very different estimates

摘要

Objective Propensity score matching is typically used to estimate the average treatment effect for the treated while inverse probability of treatment weighting aims at estimating the population average treatment effect. We illustrate how different estimands can result in very different conclusions.