README.md

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:

  2. Lecture: vignette("Introduction-to-R", "learnSTATS")

  3. Tutorial: learnr::run_tutorial("introR", "learnSTATS")

  4. Introduction to Data Analytics

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

  6. Basic Statistics

  7. Lecture: vignette("Basic-Stats-Concepts", "learnSTATS")

  8. Tutorial: learnr::run_tutorial("basics", "learnSTATS")

  9. More Statistics

  10. Lecture: vignette("More-Stats-Concepts", "learnSTATS")

  11. Tutorial: learnr::run_tutorial("moreStats", "learnSTATS")

  12. Data Visualization

  13. Lecture: vignette("Data-Visualization", "learnSTATS")

  14. Tutorial: learnr::run_tutorial("datavis", "learnSTATS")

  15. Data Screening Part 1

  16. Lecture: vignette("Data-Screen-1", "learnSTATS")

  17. Tutorial: learnr::run_tutorial("datascreen", "learnSTATS")

  18. Data Screening Part 2

  19. Lecture: vignette("Data-Screen-2", "learnSTATS")

  20. Tutorial: learnr::run_tutorial("datascreen2", "learnSTATS")

  21. Correlation

  22. Lecture: vignette("Correlation", "learnSTATS")

  23. Tutorial: learnr::run_tutorial("correlation", "learnSTATS")

  24. Regression

  25. Lecture: vignette("Linear-Regression", "learnSTATS")

  26. Tutorial: learnr::run_tutorial("regression", "learnSTATS")

  27. Mediation and Moderation

  28. Lecture: vignette("Mediation-Moderation", "learnSTATS")

  29. Tutorial: learnr::run_tutorial("medmod", "learnSTATS")

  30. t-Tests

  31. Lecture: vignette("Comparing-Means", "learnSTATS")

  32. Tutorial: learnr::run_tutorial("ttests", "learnSTATS")

  33. ANOVA

  34. Lecture: vignette("ANOVA", "learnSTATS")

  35. Tutorial: learnr::run_tutorial("anova", "learnSTATS")

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



doomlab/learnSTATS documentation built on June 9, 2022, 12:54 a.m.