learnSEM
learnSEM is a tutorial package to learn structural equation modeling written by Erin M. Buchanan at https://statisticsofdoom.com/.
Current Version: 0.5.1
Installation
You can install learnSEM by using the following code:
#install.packages("devtools") #uncomment if you need devtools
library(devtools)
install_github("doomlab/learnSEM")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 learnSEM, try restarting RStudio.
Course Schedule
- Introduction to R:
- Lecture:
vignette("lecture_introR", "learnSEM") - Tutorial:
learnr::run_tutorial("introR", "learnSEM")
- Data Screening Practice:
- Lecture:
vignette("lecture_data_screen", "learnSEM") - Tutorial:
learnr::run_tutorial("datascreen", "learnSEM")
- Exploratory Factor Analysis:
- Lecture:
vignette("lecture_efa", "learnSEM") - Tutorial:
learnr::run_tutorial("efa", "learnSEM")
- Terminology:
- Lecture:
vignette("lecture_terms", "learnSEM") - Tutorial:
learnr::run_tutorial("terms", "learnSEM")
- Path Models:
- Lecture:
vignette("lecture_path", "learnSEM") - Tutorial:
learnr::run_tutorial("path1", "learnSEM") - Tutorial:
learnr::run_tutorial("path2", "learnSEM")
- CFA Models:
- Lecture:
vignette("lecture_cfa", "learnSEM") - Tutorial:
learnr::run_tutorial("cfabasics", "learnSEM")
- CFA Second Order Models:
- Lecture:
vignette("lecture_secondcfa", "learnSEM") - Tutorial:
learnr::run_tutorial("cfasecond", "learnSEM")
- Full Structural Models:
- Lecture:
vignette("lecture_sem", "learnSEM") - Tutorial:
learnr::run_tutorial("fullsem", "learnSEM")
- Multitrait Multimethod:
- Lecture:
vignette("lecture_mtmm", "learnSEM") - Tutorial:
learnr::run_tutorial("mtmm", "learnSEM")
- Multigroup CFA:
- Lecture:
vignette("lecture_mgcfa", "learnSEM") - Tutorial:
learnr::run_tutorial("mgcfa", "learnSEM")
- Latent Growth Models:
- Lecture:
vignette("lecture_lgm", "learnSEM") - Tutorial:
learnr::run_tutorial("lgm", "learnSEM")
- Item Response Theory:
- Lecture:
vignette("lecture_irt", "learnSEM") - Tutorial:
learnr::run_tutorial("irt", "learnSEM")