RamiKrispin / causal_inference_r_workshop

Causal Inference in R Workshop

Causal Inference in R Workshop

Slides

• 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

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")