Causal Inference in R Workshop
Slides
- 00 Intro
- 01 Whole Game
- 02 When Standard Methods Succeed
- 03 Causal Inference with
group_byandsummarise - 04 Causal Diagrams
- 05 Introduction to Propensity Scores
- 06 Using Propensity Scores
- 07 Checking Propensity Scores
- 08 Fitting the outcome model
- 09 Continuous Exposures
- 10 G-Computation
- 11 Tipping Point Sensitivity Analyses
- 12 Whole Game (Your Turn)
- 13 Causal Inference is Not Just a Statistics Problem
Installing materials locally
We will be using Posit Cloud for the workshop, but if you would like to install the required packages and course materials, we have an R package called {causalworkshop} to help you do that! You can install {causalworkshop} from GitHub with:
install.packages("remotes")
remotes::install_github("malcolmbarrett/causalworkshop")Once you’ve installed the package, install the workshop with
causalworkshop::install_workshop()By default, this package downloads the materials to a conspicuous place
like your Desktop. You can also tell install_workshop() exactly where
to put the materials:
causalworkshop::install_workshop("a/path/on/your/computer")