In the second week of the Introduction to Causal Inference online course, we cover potential outcomes. Please post questions in the YouTube comments section.
Introduction to Causal Inference Course Website: causalcourse.com
0:00 Intro
0:22 Outline
0:56 What Are Potential Outcomes?
4:07 The Fundamental Problem of Causal Inference
8:17 Association is Not Causation and Why
15:38 Ignorability / Exchangeability
20:41 Identifiability and Randomized Control Trials
24:35 Conditional Exchangeability and the Adjustment Formula
28:58 Positivity/Overlap and Extrapolation
38:08 No Interference and Consistency
41:17 Tying It All Together
42:54 Estimands, Estimates, and the Identification-Estimation Flowchart
45:32 A Complete Example with Estimation
53:36 Outro
