The rest of this book is organized as follows. Chapter 2 covers the literature review of the Neyman-Rubin's counterfactual framework of causal inference, general assumptions for causal studies, Pearl's graphical causal modeling, causal mediation analysis, and causal modification analysis. The section of causal mediation study describes motivations for empirically assessing mediation, traditional mediation analysis, counterfactual mediation analysis,...