AI, Data Science, Predictions, Machine Learning, Causal Inference.
the testing data is the same as it is in the training data, the XGBoost model did perform well. However, since the correlation changes when performing a counterfactual query (the backdoor association T<-X->Y is removed), the results will be incorrect. This could lead to potentially life threatening