Course Materials

On this page you will find the lecture slides and videos as well as links to papers with textbook-like applications of each technique. You can find more resources on learning R and learning econometrics and causal inference under Resources.

Introduction to Causal Inference

Slides

Videos

Two videos explain the foundations of causal inference based on directed acyclic graphs (DAGs)

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Instrumental Variables

Slides

Videos

The following five videos cover instrumental variables and appliations:

Regression Discontinuity

Slides

Videos

Difference-in-Differences

Slides

Videos

Synthetic Control

Slides

Videos