This is an advanced statistics and epidemiology course, focused on application of causal inference methods in medical research. Topics covered include counterfactual outcomes, causal diagrams, mediation analysis, instrumental variable, and g-methods to deal with time-varying confounding. This course includes lectures, computer instructions, and discussion of reading material.