Structural Equation Modeling

Course description: This course will cover an in depth exploration of structural equation modeling. You will learn the basic concepts of SEM and how to model different types of research questions, as well as how to report these models in APA style. Path analysis, confirmatory factor analysis, and multi-group models will be several types of techniques covered.

Textbooks Used:

Course Schedule Summer Semester: The following table provides information used for a summer schedule. Video links from the YouTube channel are attached to match course materials. All videos are recorded using R, but several AMOS assignments are included in the downloadable material.

R 2020 Update

This update is part of the new learnSEM package, which you can find at https://github.com/doomlab/learnSEM. If you need an assignment worked video and do not see it here, scroll down because they were only updated if the assignment updated!

Section Title Link Materials Person Year Taught
Intro to R R - Introduction to R Part 1 https://youtu.be/_xhnjCUxTQo https://github.com/doomlab/statsofdoom-files/tree/master/sem/2020%20Course Dr. B Fall 2020
Intro to R R - Introduction to R Part 2 https://youtu.be/Z80eYiCJ5aU https://github.com/doomlab/statsofdoom-files/tree/master/sem/2020%20Course Dr. B Fall 2020
Intro to R R - learnSEM package now available! https://youtu.be/lVyyJ0fKVlM https://github.com/doomlab/learnSEM Dr. B Fall 2020
Data Screening R - Data Screening Lecture https://youtu.be/zs2qY_iRlF0 https://github.com/doomlab/learnSEM Dr. B Fall 2020
EFA R - Exploratory Factor Analysis Lecture https://youtu.be/EKpYh7lsOf8 https://github.com/doomlab/learnSEM Dr. B Fall 2020
Terminology R - SEM Terminology Assignment Worked https://youtu.be/P1qMacyPHwc https://github.com/doomlab/learnSEM Dr. B Fall 2020
Terminology R - Terminology Lecture https://youtu.be/GJu-E6PGl8w https://github.com/doomlab/learnSEM Dr. B Fall 2020
Path, Fit R - Path Analysis, Estimation, Fit Indices Part 1 https://youtu.be/UAwelX7vK_w https://github.com/doomlab/learnSEM Dr. B Fall 2020
Path, Fit R - Path Analysis, Estimation, Fit Indices Part 2 https://youtu.be/s0Vep97wWak https://github.com/doomlab/learnSEM Dr. B Fall 2020
CFA R - Confirmatory Factor Analysis Lecture https://youtu.be/zQu_Hsiejys https://github.com/doomlab/learnSEM Dr. B Fall 2020
Bi-Factor CFA R - Hierarchical Confirmatory Factor Analysis Lecture https://youtu.be/spq2l5C2vlk https://github.com/doomlab/learnSEM Dr. B Fall 2020
Full SEM R - Full Structural Equation Models Lecture https://youtu.be/vZeqNxgwuac https://github.com/doomlab/learnSEM Dr. B Fall 2020
MTMM R - Multitrait Multimethod (MTMM) Lecture https://youtu.be/2sxn_eX_q9c https://github.com/doomlab/learnSEM Dr. B Fall 2020
MTMM R - Multitrait Multimethod (MTMM) Class Assignment https://youtu.be/-qoKELfQkvE https://github.com/doomlab/learnSEM Dr. B Spring 2021
MGCFA R - Multigroup CFA Lecture https://youtu.be/Kt2lZxcAGWs https://github.com/doomlab/learnSEM Dr. B Fall 2020
MGCFA R - Multigroup CFA Class Assignment (2020) https://youtu.be/AWRWCGbUEjU https://github.com/doomlab/learnSEM Dr. B Spring 2021
LGM R - Latent Growth Models Lecture https://youtu.be/GNcrY6izaqA https://github.com/doomlab/learnSEM Dr. B Fall 2020
IRT R - Item Response Theory Lecture https://youtu.be/vpP52NnandU https://github.com/doomlab/learnSEM Dr. B Fall 2020

Extra Videos

Click to see video list.
Section Title Link Materials Person Year Taught

R

Section Title Link Materials Person Year Taught
Programming R - R, RStudio, and Commands Lecture https://youtu.be/x6Jr8ycI8ds https://github.com/doomlab/statsofdoom-files/tree/master/graduate/R/Notes/Fall%2018 Dr. B Fall 2015
Programming R - Object Types Lecture https://youtu.be/ZjQkg_kKg_A https://github.com/doomlab/statsofdoom-files/tree/master/graduate/R/Notes/Fall%2018 Dr. B Fall 2015
Programming R - Functions Lecture https://youtu.be/nzEiQ6injPY https://github.com/doomlab/statsofdoom-files/tree/master/graduate/R/Notes/Fall%2018 Dr. B Fall 2015
Programming R - Missing Values, Packages, and Working Directories Lecture https://youtu.be/-fcwWTIeiOo https://github.com/doomlab/statsofdoom-files/tree/master/graduate/R/Notes/Fall%2018 Dr. B Fall 2015
Programming R - Subsetting Lecture https://youtu.be/Z7hSlBpDOvs https://github.com/doomlab/statsofdoom-files/tree/master/graduate/R/Notes/Fall%2018 Dr. B Fall 2015
Programming R - SEM - Intro R Class Assignment https://youtu.be/tmpFrygKTUQ https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Data Screening R - SEM - Data Screening Class Assignment https://youtu.be/UxC_hYYdfPw https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
EFA R - EFA Class Assignment with Markdown https://youtu.be/z3vLKYQZWAc https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2017
Terminology R - Structural Equation Model Basics Lecture 1 https://youtu.be/2LzZvi43pGE https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Terminology R - Structural Equation Model Basics Lecture 2 https://youtu.be/3B8Ln-EBQv8 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Terminology R - Basic Concepts in SEM Class Assignment https://youtu.be/2m0bckknh34 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
Path R - Path Analysis Lecture https://youtu.be/ezT7VgPZJdk https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Path R - SEM - Path Analysis Class Assignment 1 https://youtu.be/x0_X8d9qoJE https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
Path R - SEM - Path Analysis Class Assignment 2 https://youtu.be/T20WV9j3rF4 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
Path R - Path Analysis Example https://youtu.be/uc24aW4JEOM https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Estimation R - Estimation Lecture https://youtu.be/-80BUaEOTHI https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Fit R - Fit Indices Lecture https://youtu.be/8OPILQYF6Jw https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Fit R - Fit Indices and Path Analysis Example https://youtu.be/1qpSlIvUc0k https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
CFA R - Confirmatory Factor Analysis Lecture https://youtu.be/YNTr-jwOUNk https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
CFA R - SEM - Confirmatory Factor Analysis Class Assignment https://youtu.be/TOsleQgu8RU https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
CFA R - Confirmatory Factor Analysis Examples https://youtu.be/eUwaNcnJLfA https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
H-CFA R - Hierarchical Confirmatory Factor Analysis Lecture https://youtu.be/eTpfeaVqQ6g https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
H-CFA R - SEM - Hierarchical Confirmatory Factor Analysis Class Assignment https://youtu.be/C8U9hanos1U https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
H-CFA R - Hierarchical Models Examples https://youtu.be/tGOonkiPAlA https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Full SEM R - Full Structural Equation Models Lecture https://youtu.be/oXxlN_HFyL8 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
Full SEM R - Full Structural Equation Model Class Assignment https://youtu.be/b83a9hLbYiQ https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
Full SEM R - Full Structural Equation Model Example https://youtu.be/wT2z0zEK-yw https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MTMM R - Multitrait Multimethod (MTMM) Lecture https://youtu.be/uqZLmWnux4w https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MTMM R -MTMM Class Assignment https://youtu.be/iRurwvqp5-E https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
MTMM R - Multi-Trait Multi-Method (MTMM) Example https://youtu.be/NKPHmeQ5_Ko https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MGCFA R - Multigroup Confirmatory Factor Analysis Lecture https://youtu.be/W4fkW-tqIUg https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MGCFA R - Multigroup CFA with lavaan Example https://youtu.be/t6uHROGalBo https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Fall 2019
MGCFA R - Multigroup CFA Class Assignment 2 https://youtu.be/4_FW1VrG9LU https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Fall 2019
MGCFA R - Multigroup CFA Class Assignment 1 https://youtu.be/WAK89XNQGxM https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Fall 2019
LGM R - Latent Growth Models Lecture https://youtu.be/o8fVxrupRR4 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
LGM R - SEM - Latent (Growth) Curve Modeling Class Assignment https://youtu.be/a4aBFoBsaBU https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
LGM R - Latent Growth (Curve) Example https://youtu.be/jCFIWJVj9z4 https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
IRT R - Item Response Theory Analysis Lecture https://youtu.be/tpU9mKo2AaU https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
IRT R - SEM - Item Response Theory Class Assignment https://youtu.be/L1S7o49r0nI https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
IRT R - Item Response Theory Example https://youtu.be/VtWsyUCGfhg https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
IRT R - SEM - Polytomous Item Response Theory Class Assignment https://youtu.be/SbuQi2xi0os https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016

Extra Videos

Click to see video list.
Section Title Link Materials Person Year Taught
Programming Introduction to R Class Assignment https://youtu.be/JEFMdQrXwJc https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
MGCFA Multigroup Confirmatory Factor Analysis in R - Class Assignment 1 https://youtu.be/3TVwUOtgg5o https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
MGCFA Multigroup Confirmatory Factor Analysis in R - Class Assignment 2 https://youtu.be/Q4Q8UUs3WuQ https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015
MGCFA R - Multigroup CFA Example https://youtu.be/PSDS69xINFY https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MGCFA R - SEM - Multigroup CFA Class Assignment 1 https://youtu.be/fZwmf8imcTg https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
MGCFA R - SEM - Multigroup CFA Class Assignment 2 https://youtu.be/64o1UsbJsIg https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2016
EFA R - SEM - EFA Class Assignment https://youtu.be/DUTuUZ5Q5fc https://github.com/doomlab/statsofdoom-files/tree/master/sem Dr. B Summer 2015