Training Materials

Training Material Resources

CTML Lab Manual

Onboarding | Research Resources

Introduction to Causal Inference

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

Introduction to Targeted Learning

Mark Van der Laan, Ph.D
Division of Biostatistics

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

Katherine Hoffman
University of Washington Biostatistics PhD Student

Podcast interview with CTML's Mark Van der Laan, breaking down Causal Inference.

This podcast dives into Targeted Learning as Professor Mark van der Laan shares his expertise in this episode of Casual Inference. Discover how his research is revolutionizing statistical methods to unravel causal relationships from complex, high-dimensional data across various study designs.

Modern Causal Mediation Analysis

Ivan Diaz
NYU Population Health

Nima Hejazi
Harvard Biostatistics

Kara Rudolph
Columbia Epidemiology

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