learnSTATS

learnSTATS is a tutorial package for a graduate introduction to statistics course written by Erin M. Buchanan at https://statisticsofdoom.com/. The course is situated in an Analytics program and covers an introduction to statistical concepts in R.

Current Version: 0.1.0

Installation

You can install learnSTATS by using the following code:

#install.packages("devtools") #uncomment if you need devtools
library(devtools)
install_github("doomlab/learnSTATS")

Be sure to restart your R session, as this helps you get the Tutorial Window from the learnr package. If you see a message no tutorial found in learnSTATS, try restarting RStudio.

Course Schedule

1. Introduction to R:

• Lecture: vignette("Introduction-to-R", "learnSTATS")
• Tutorial: learnr::run_tutorial("introR", "learnSTATS")

2. Introduction to Data Analytics

• Lecture: vignette("Introduction-Data-Analytics", "learnSTATS")

3. Basic Statistics

• Lecture: vignette("Basic-Stats-Concepts", "learnSTATS")
• Tutorial: learnr::run_tutorial("basics", "learnSTATS")

4. More Statistics

• Lecture: vignette("More-Stats-Concepts", "learnSTATS")
• Tutorial: learnr::run_tutorial("moreStats", "learnSTATS")

5. Data Visualization

• Lecture: vignette("Data-Visualization", "learnSTATS")
• Tutorial: learnr::run_tutorial("datavis", "learnSTATS")

6. Data Screening Part 1

• Lecture: vignette("Data-Screen-1", "learnSTATS")
• Tutorial: learnr::run_tutorial("datascreen", "learnSTATS")

7. Data Screening Part 2

• Lecture: vignette("Data-Screen-2", "learnSTATS")
• Tutorial: learnr::run_tutorial("datascreen2", "learnSTATS")

8. Correlation

• Lecture: vignette("Correlation", "learnSTATS")
• Tutorial: learnr::run_tutorial("correlation", "learnSTATS")

9. Regression

• Lecture: vignette("Linear-Regression", "learnSTATS")
• Tutorial: learnr::run_tutorial("regression", "learnSTATS")

10. Mediation and Moderation

• Lecture: vignette("Mediation-Moderation", "learnSTATS")
• Tutorial: learnr::run_tutorial("medmod", "learnSTATS")

11. t-Tests

• Lecture: vignette("Comparing-Means", "learnSTATS")
• Tutorial: learnr::run_tutorial("ttests", "learnSTATS")

12. ANOVA

• Lecture: vignette("ANOVA", "learnSTATS")
• Tutorial: learnr::run_tutorial("anova", "learnSTATS")

Lecture videos are embedded directly into the tutorials and the notes are provided as vignette.