martinhulenyi/causal-inference-2

Causal Inference II Mixtape Session

Causal inference Part II is a 4-day workshop in design based causal inference series. It will cover three contemporary research designs in causal inference -- difference-in-differences, synthetic control and matching/weighting methods -- as well as introduce participants to causal graphs developed by Judea Pearl and others. Each day is 8 hours with 15 minute breaks on the hour plus an hour for lunch. We will review the theory behind each design, go into detail on the intuition of the estimation strategies and identification itself, as well as explore code in R and Stata and applications using these methods. The goal as always is that participants leave the workshop with competency and confidence. This class will be a sequel to the 4-day workshop on Causal Inference Part I.

Basic Difference-in-Differences

Slides

Code

Readings

Difference-in-Differences with Covariates

Slides

Code

Readings

Differential Timing and Bacon-Decomposition

Slides

Code

Shiny App for Bacon Decomposition

Readings

Callaway and Sant'Anna

Slides

Code

Readings

Sun and Abraham

Slides

Code

Shiny App for Event Study

Readings

Imputation Estimators

Slides

Code

Readings

Time-varying Covariates

Slides

Code

Readings

Continuous Treatment

Slides

Code

Readings