Lectures

Lecture Slides

Lecture slides are available as self-contained .html files made with RevealJS from a Quarto .qmd file. You can choose to print these to a PDF document by using the “PDF Export Mode” in the Tools menu accessed via the settings button in the lower left-hand side of the page. You are also welcome to directly download the .qmd file and supporting data/images/etc… from the Github repository. Slides are organized by week and combine Monday and Wednesday’s lectures.

Week 1: Statistical Review

Week 2: Potential Outcomes + Randomized Experiments

  • Week 2 Github Repository
  • Week 2 .html slides

Week 3: Experiments: Attrition and Generalizability

  • Week 3 Github Repository
  • Week 3 .html slides

Week 4: Experiments: Incorporating Covariates

  • Week 4 Github Repository
  • Week 4 .html slides

Week 5: Selection-on-Observables

  • Week 5 Github Repository
  • Week 5 .html slides

Week 6: Selection-on-Observables - Regression and Weighting

  • Week 6 Github Repository
  • Week 6 .html slides

Week 7: Selection-on-Observables - Matching

  • Week 7 Github Repository
  • Week 7 .html slides

Week 8: Instrumental Variables

  • Week 8 Github Repository
  • Week 8 .html slides

Week 9: Differences-in-Differences

  • Week 9 Github Repository
  • Week 9 .html slides

Week 10: Modern Differences-in-Differences

  • Week 10 Github Repository
  • Week 10 .html slides

Week 11: Panel Data Causal Inference

  • Week 11 Github Repository
  • Week 11 .html slides

Week 12: Regression Discontinuity Designs

  • Week 12 Github Repository
  • Week 12 .html slides

Week 13: Mediation and Sensitivity Analysis

  • Week 13 Github Repository
  • Week 13 .html slides

Week 14: Shift-share Designs and Experiments with Interference

  • Week 14 Github Repository
  • Week 14 .html slides