In the 7th week of the Introduction to Causal Inference online course, we cover what do do when you have unobserved confounding. The two main classes of techniques fall under the headings of "nonparametric bounds" and "sensitivity analysis." Please post questions in the YouTube comments section.
Introduction to Causal Inference Course Website: causalcourse.com
0:00 Intro
0:17 Motivation
1:28 Outline
2:25 Bounds Intro
4:40 No-Assumptions Bound
13:51 Monotone Treatment Response
19:10 Monotone Treatment Selection
21:53 Optimal Treatment Selection
35:01 Sensitivity Analysis Intro
36:37 Linear Sensitivity Analysis
50:39 More Flexible Sensitivity Analysis
Ещё видео!