Machine Learning, Causal Inference, Data Science, Deep Dives, Notes From Industry.
functional forms and interaction effects. In other words, I approximate the actual confounding mechanism in the data generating process with ML models. To do this, I train two separate, “auxiliary” models to predict the treatment (price, P) and the outcome (quantity demanded, Q), respectively. The