Welcome to Target Trial Emulation and Causal Inference Tutorials

About

R tutorials for implementing target trial emulation (TTE) and causal inference methods to estimate treatment effects using observational data. These tutorials introduce important concepts in TTE and provide step-by-step instructions for deploying the procedures with examples.

Start here

• All tutorials: See the tutorials listing
• Or jump to: Preparing Analysis Data by Emulating A Single Target Trial
• Or jump to: Preparing Analysis Data by Emulating A Sequence of Target Trials
• Or jump to: Introduction to Causal Inference and Intention to Treat Analysis
• Or jump to: Per-protocol Analysis
• Or jump to: Doubly Robust Estimation of Average Treatment Effects Using Pseudo Observations
• Or jump to: Augmented Inverse Probability Weighted Complete Case Estimator for Survival Outcomes
• Or jump to: Estimating the Variance of Inverse-Probability Weighted Risk Ratios Using Influence Functions