learnSEM

learnSEM is a tutorial package to learn structural equation modeling written by Erin M. Buchanan at https://statisticsofdoom.com/.

Current Version: 0.5.0

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")

Lectures are being added every Friday! Check back if one is not open yet.

doomlab/learnSEM

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