Causality, Causal Inference, Backdoor, Frontdoor, Instrumental Variable.
while the other methods, as applied here, estimate (Marginal) Average Treatment Effect. Those two effects are not necessarily equal. While the causal graph in Figure 1 and the subsequent model are based on various theoretical principles and assumptions, I only provided external references and did