On the Validity of Covariate Adjustment for Estimating Causal Effects

Ilya Shpitser, Tyler VanderWeele, James M. Robins

Identifying effects of actions (treatments) on outcome variables from observational data and causal assumptions is a fundamental problem in causal inference. This identification is…