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Lecture notes. Written from the material of Berkeley Stat 156, licensed CC BY-NC 4.0. Notes, not a transcript — reorganised and rewritten, carrying the same licence.

Berkeley Stat 156

9 chapters, written from the course's material.

Contents

  1. Causal Inference Reading List
  2. Confounding, Backdoor Paths, M-Bias
  3. Instrumental Variables and Noncompliance
  4. Course Reading Guide
  5. The Final Project
  6. Introduction to Causal Inference
  7. Causal Inference: Course Structure
  8. Course Overview: Causal Inference
  9. Paper Presentation Assignment

Sources

The book carries CC BY-NC 4.0.

Offering Original Commit Licence
Fall 2024 github.com/berkeley-stat156/fall-2024 bbfe05b CC BY-NC 4.0