Model Selection
Part 1 [link]Part 2 [link]
Outline
- Potential outcomes framework and causal model
- Estimation under unconfoundedness
- Covariate balance and matching
- Instrumental Variables
- Panel methods / Difference-in-Differences
- Synthetic controls
- Regression discontinuity
- Marginal Treatment Effects
Material
- Mostly Harmless Econometrics
- The Mixtape
- 2012 AEA continuing education lectures by Imbens and Woodldridge (full materials available here