Causal Inference in R Slides

2023-08-24

00 Intro

01 Whole Game

02 When Standard Methods Succeed

03 Causal Inference with group_by and summarise

04 Causal Diagrams

05 Causal Inference is Not Just a Statistics Problem

06 Introduction to Propensity Scores

07 Using Propensity Scores

08 Checking Propensity Scores

09 Fitting the outcome model

10 Continuous Exposures and G-Computation

11 Tipping Point Sensitivity Analyses

12 Whole Game (Your Turn)

13 Bonus: Selection Bias

14 Bonus: Continous Exposures with Propensity Scores