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Apprentice Mode
10 Modules / ~100 pages
Wizard Mode
~25 Modules / ~400 pages

Structural Equation Modeling
( 25 Modules )

Module #1
Introduction to Structural Equation Modeling
Overview of SEM, its importance, and applications in various fields
Module #2
Key Concepts in SEM
Defining SEM, differences from traditional statistical methods, and fundamental concepts
Module #3
History and Development of SEM
Evolution of SEM, key contributors, and milestones in its development
Module #4
Applications of SEM in Various Fields
Real-world examples of SEM in social sciences, business, education, healthcare, and more
Module #5
Introduction to Latent Variables
Defining latent variables, their importance, and how they differ from observed variables
Module #6
Measurement Models
Defining measurement models, types of measurement models, and their role in SEM
Module #7
Structural Models
Defining structural models, types of structural models, and their role in SEM
Module #8
Path Analysis
Introduction to path analysis, its importance, and how it relates to SEM
Module #9
Confirmatory Factor Analysis (CFA)
Introduction to CFA, its importance, and how it relates to SEM
Module #10
Exploratory Factor Analysis (EFA)
Introduction to EFA, its importance, and how it relates to SEM
Module #11
Model Identification
Importance of model identification, types of identification, and how to achieve it
Module #12
Model Estimation
Introduction to model estimation, maximum likelihood estimation, and other methods
Module #13
Model Evaluation
Introduction to model evaluation, fit indices, and model selection
Module #14
Model Modification
Introduction to model modification, model respecification, and model trimming
Module #15
Cross-Validation and Model Generalizability
Importance of cross-validation, techniques for cross-validation, and model generalizability
Module #16
Special Topics in SEM:Mediation and Moderation
Introduction to mediation and moderation analysis in SEM
Module #17
Special Topics in SEM:Multi-Group Analysis
Introduction to multi-group analysis in SEM
Module #18
Special Topics in SEM:Longitudinal Analysis
Introduction to longitudinal analysis in SEM
Module #19
Common SEM Software Packages
Overview of popular SEM software packages such as AMOS, Mplus, and R
Module #20
Hands-on Exercise:Implementing SEM in AMOS
Practical exercise using AMOS to implement SEM
Module #21
Hands-on Exercise:Implementing SEM in Mplus
Practical exercise using Mplus to implement SEM
Module #22
Hands-on Exercise:Implementing SEM in R
Practical exercise using R to implement SEM
Module #23
Best Practices in SEM
Guidelines for conducting high-quality SEM research
Module #24
Common Pitfalls in SEM
Common mistakes to avoid when conducting SEM research
Module #25
Course Wrap-Up & Conclusion
Planning next steps in Structural Equation Modeling career


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