Data Science, Causal Inference, Causality, Econometrics, Impact.
In practice, we also have to consider the manner in which an effect evolves over time, especially its onset and decay structure The idea here is to use the trend in the control group to forecast the trend in the treated group which would be the trend if the treatment had not happened. Then the