Training Materials

Training Material Resources

CTML Lab Manual

Onboarding | Research Resources

Causal Roadmap

Introduction to Causal Inference

Maya L. Petersen & Laura B. Balzer
Divisions of Biostatistics & Epidemiology

Symbol for targeted learning

Introduction to Targeted Learning

Mark Van der Laan, Ph.D
Division of Biostatistics 

Headshot of Katherine Hoffman

An Illustrated Guide to TMLE, Part I: Introduction and Motivation

Katherine Hoffman 
University of Washington Biostatistics PhD Student

Modern Causal Mediation Analysis

Ivan Diaz  
NYU Population Health

Nima Hejazi  
Harvard Biostatistics

Kara Rudolph  
Columbia Epidemiology

Nick Williams 
Columbia University
UC Berkeley

Beyond the ATE

Beyond the Average Treatment Effect – Estimating Effects of Complex Exposures

Nick Williams 
Columbia University
UC Berkeley

Kara Rudolph  
Columbia Epidemiology

Ivan Diaz  
NYU Population Health

Training materials include previous projects, access to resources from courses taught by CTML staff, and much more.