Applied Causal Inference

This short course builds intuition for causal inference methods through interactive simulations. Each page pairs plain-language explanation with a hands-on demo you can run in the browser.

Prerequisite: Foundations of Statistical Inference

Topics

• Potential Outcomes & ATE — The framework behind all causal questions
• Difference-in-Differences — Parallel trends, treatment effects & event studies
• Inverse Probability Weighting — Reweighting to balance treated and control
• Entropy Balancing — Exact moment balancing without a propensity score model