Causal Inference Basics — Roadmap Step & Resources
Estimating causal effects when you can't run a randomized experiment
- Level: advanced
- Estimated time: 1 days
- Roadmap: Data Science
Before this step
Interview questions
- What is a natural experiment, and why is it useful when true randomization isn't possible?
Study resources
- Causal Inference: What If (Article) — Harvard's free, authoritative causal inference textbook by Hernán and Robins.
- Causal Inference Explained (Video) — Covers drawing causal conclusions from observational data.
Part of
- Experimentation & A/B Testing — section
- Data Science roadmap — the full learning path