IPW and Doubly Robust

Covariates in Difference-in-Differences: The LaLonde Test in Python

Reproducing Scott Cunningham's LaLonde test in Python — covariates rescue a difference-in-differences ATT only when they enter the control group's counterfactual trend, recovering the $1,794 experimental benchmark from a naive $3,621.

A Beginner's Guide to Causal Inference with DoWhy in Python

A beginner-friendly introduction to causal inference using DoWhy's four-step framework with simulated observational data on working from home and productivity

Introduction to Causal Inference: The DoWhy Approach with the Lalonde Dataset

Estimating the causal effect of a job training program on earnings using DoWhy's four-step causal inference framework with the Lalonde dataset