Causal Inference, Causality, Machine Learning, Validation, Application.
additional confounder, we can simulate a common cause that is correlated with the treatment and outcome in this experiment. After completing the simulation, we add it as a confounder in the model and rerun the analysis. If the model is well designed to control for confounders, the causal estimates