Long Story Short: Omitted Variable Bias in Causal Machine Learning

Victor Chernozhukov, Carlos Cinelli, Whitney Newey +2

We develop a general theory of omitted variable bias for a wide range of common causal parameters, including (but not limited to) averages of potential outcomes, average treatment…