Honest Inference for Average Causal Effects

• In Event: Advances in Methods for Causal Inference

Brief Overview

We offer an improvement on the ubiquitous regression model. We combine a machine learning method for the controls with a model of uncertainty in the treatment. We prove the method recovers an average causal effect with correct standard errors.

Author

• Marc Thomas Ratkovic, Princeton University