Data Science, Causal Inference, Causality, Econometrics, Impact.
subject. One of the main threats to causal inference is the confounding effect from other variables. In the case of ad campaigns, it could be a reduction in price of the product, change in the overall economy or various other factors that could be inducing the change in sales at the same time. So