Causal Inference in R Slides
2025-09-16
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
15 Bonus: Machine Learning for Causal Inference
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Causal Inference in R Slides 2025-09-16
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