Visualizing the World of Causal Inference
This interactive mind map presents a structured overview of methods for treatment effect estimation in causal inference grouped by its core identification strategy.
Click on each node to learn more about each method. Use it as a learning aid, a reference guide, or simply a way to explore the landscape of modern causal inference from a statistical viewpoint.
Glossary
- PS: Propensity Score
- FE: Fixed Effects
- RE: Random Effects
- ML: Machine Learning
- DiD: Difference-in-Differences
- IV: Instrumental Variables
- SC: Synthetic Control
- GMM: Generalized Method of Moments
- TWFE: Two-Way Fixed Effects
- ATE: Average Treatment Effect
- CATE: Conditional Average Treatment Effect
- QTE: Quantile Treatment Effect
- CF: Control Function
- 2SLS: Two-Stage Least Squares
- RD: Regression Discontinuity