Three-Day R Workshop

Randi L. Garcia

July 17, 19, & 21, 2017

Workshop location: Bass 204. Please bring your laptop.


Schedule

Day 1: Introduction to R

  • Morning Session 9-12
    • Downloading R and RStudio
    • Intro to the RStudio environment, packages, and RMarkdown
    • Data Manipulation and descriptive statistics with dplyr
  • Lunch 12:00 PM to 1:15 PM
  • Afternoon Session 1:15-3:30
    • Making Figures with ggplot2
    • Correlations, Reliability Test, and t-Tests
  • Resources for more practice
    • dplyr lab
    • dplyr lab 2
    • dplyr lab 3
    • ggplot lab
    • ggplot colors lab

Day 2: Data Analysis in R

  • Morning Session 9-12
    • ANOVA, Regression, and Logistic regression
    • Preparing APA style manuscripts in R Markdown with papaja
  • Lunch 12:00 PM to 1:15 PM
  • Afternoon Session 1:15-3:30
    • Exploratory Factor Analysis (EFA)
    • Confirmatory Factor Analysis (CFA) and SEM with laavan
  • Resources for more practice
    • Factor Analysis with psych
    • lavaan tutorials

Day 3: Multilevel Modeling in R

  • Morning Session 9-12
    • Multilevel Modeling with lme4
    • Data Manipulation with tidyr
    • Dyadic Data Analysis with nlme and dyadr
  • Lunch 12:00 PM to 1:15 PM
  • Afternoon Session 1:15-3:30
    • Generalized Linear Mixed Models
    • Individual and Dyadic Growth Curve Modeling
  • Resources for more practice
    • tidyr lab 4
    • Week long Dyadic Workshop
    • Guide to lme4 versus nlme
    • ItoP
    • dyadr gitHub

Cheatsheets, R Tutorials, and Books

  • dplyr cheatsheet
  • ggplot2 cheatsheet
  • RMarkdown cheatsheet
    • Advanced RMarkdown
  • ggplot2 book by Hadley Wickham
  • R for Data Science by Garrett Grolemund