Getting Started

Introduction to Causal Inference and Directed Acyclic Graphs

Last updated June 23, 2023

Expertise level 1

Author: Peter WG Tennant

Program Evaluation for Public Service (videos)

Expertise level 1

Author: Andrew Heiss

Program Evaluation for Public Service (additional curricular materials)

Expertise level 1

Author: Andrew Heiss

Cornell Introduction to Causal Inference Course

Last updated November 29, 2023

Expertise level 1

Authors: Y. Samuel Wang, Ian Lundberg, Mayleen Cortez-Rodriguez, Daniel Molitor

Causal Course - Brady Neal

Expertise level 2

Author: Brady Neal

Statistical Rethinking - Richard McElreath

Expertise level 3

Author: Richard McElreath

Causal Inference in Statistics: A Primer

Last updated March 7, 2016

Expertise level 1

Authors: Judea Pearl, Madelyn Glymour, Nicholas Jewell

Think Causal Applet

Expertise level 1

Author: New York University PRIISM

A review of statistical methods for generalizing from evaluations of educational interventions

Expertise level 1

Authors: Elizabeth Tipton, Robert Olsen

An applied researcher's guide to estimating effects from multisite individually randomized trials: Estimands, estimators, and estimates

Expertise level 2

Authors: Luke W. Miratrix, Michael Weiss, Brit Henderson

Randomized experiments in education, with implications for multilevel causal inference

Expertise level 3

Authors: Steven Raudenbush, Daniel Schwartz

Causation and causal inference in epidemiology

Expertise level 1

Authors: Kenneth Rothman, Sander Greenland