Materials

Materials for Gov 2003: Causal Inference with Applications

Lecture Notes

  1. Introduction: PDF | Handout PDF
  2. Potential Outcomes: PDF | Handout PDF
  3. Randomized Experiments and Randomization Inference: PDF | Handout PDF
  4. Inference for the ATE: PDF | Handout
  5. Regression and Experiments: PDF | Handout
  6. Observational Studies: PDF | Handout
  7. Instrumental Variables: PDF | Handout
  8. Matching and Weighting: PDF | Handout
  9. Regression Discontinuity Design: PDF | Handout
  10. Panel Data: PDF | Handout
  11. Causal Mechanisms: PDF | Handout

Section Notes

  1. Potential Outcomes: PDF | Annotated PDF
  2. Randomized Experiments and Randomization Inference: PDF | Annotated PDF
  3. Inference for the ATE: PDF | Annotated PDF
  4. Regression and Experiments: PDF | Annotated PDF
  5. Observational Studies: PDF | Annotated PDF | PDF II | Annotated PDF II
  6. Instrumental Variables: PDF | Annotated PDF
  7. Matching and Weighting: PDF | Annotated PDF
  8. Regression Discontinuity Designs: PDF | Annotated PDF
  9. Panel Data: PDF | Annotated PDF