A Beginner's Guide to Structural Equation Modeling
Námskeið
- SÁL138F Líkön fyrir undirliggjandi breytur I
Lýsing:
A Beginner’s Guide to Structural Equation Modeling, fifth edition, has been redesigned with consideration of a true beginner in structural equation modeling (SEM) in mind. The book covers introductory through intermediate topics in SEM in more detail than in any previous edition. All of the chapters that introduce models in SEM have been expanded to include easy-to-follow, step-by-step guidelines that readers can use when conducting their own SEM analyses.
These chapters also include examples of tables to include in results sections that readers may use as templates when writing up the findings from their SEM analyses. The models that are illustrated in the text will allow SEM beginners to conduct, interpret, and write up analyses for observed variable path models to full structural models, up to testing higher order models as well as multiple group modeling techniques.
Updated information about methodological research in relevant areas will help students and researchers be more informed readers of SEM research. The checklist of SEM considerations when conducting and reporting SEM analyses is a collective set of requirements that will help improve the rigor of SEM analyses. This book is intended for true beginners in SEM and is designed for introductory graduate courses in SEM taught in psychology, education, business, and the social and healthcare sciences.
Annað
- Höfundar: Tiffany A. Whittaker, Randall E. Schumacker
- Útgáfa:5
- Útgáfudagur: 2022-04-27
- Hægt að prenta út 2 bls.
- Hægt að afrita 2 bls.
- Format:ePub
- ISBN 13: 9781000569780
- Print ISBN: 9780367477967
- ISBN 10: 1000569780
Efnisyfirlit
- Cover
- Half-Title Page
- Title Page
- Copyright Page
- Dedication
- Table of Contents
- Preface
- Chapter 1 Introduction
- What is Structural Equation Modeling?
- Notation and Terminology
- History of Structural Equation Modeling
- Why Conduct Structural Equation Modeling?
- Brief Consideration of Causality in SEM
- Structural Equation Modeling Software
- AMOS (SPSS)
- CALIS Procedure (in SAS)
- EQS: Stand-alone Software
- JMP: Stand-alone Software / SAS Interface
- LISREL: Stand-alone Software
- Mplus: Stand-alone Software
- OpenMx: Stand-alone Software (Free); R Interface
- R: Stand-alone Software (Free)
- SEM (in STATA)
- SEPATH (in Statistica)
- Software Considerations
- Book Website
- Summary
- Exercises
- References
- Chapter 2 Data Entry and Editing Issues
- Data Set Formats
- Data Editing Issues
- Measurement Scale
- Restriction of Range
- Outliers
- Normality
- Linearity
- Missing Data
- Summary
- Exercises
- References
- Chapter 3 Correlation and Regression Methods
- Types of Correlation Coefficients
- Factors Affecting Correlation Coefficients
- Non-linearity
- Missing Data
- Level of Measurement and Restriction of Range
- Non-normality
- Outliers
- Simple Linear Regression
- Multiple Linear Regression
- Bivariate, Part, and Partial Correlations in Multiple Regression
- Multicollinearity and Suppressor Variables
- Correlation Versus Covariance
- Variable Metrics (Standardized Versus Unstandardized)
- Correction for Attenuation
- Multiple Regression Example
- Summary
- Chapter Footnote
- Regression Model with Intercept Term
- Exercises
- References
- Chapter 4 Path Models
- Path Model Diagrams
- Decomposition of the Correlation Matrix
- Decomposition for Unstandardized Path Models
- Path Model Example
- Indirect Effects
- Causation Assumptions and Limitations
- Summary
- Exercises
- References
- Chapter 5 SEM Basics
- SEM Modeling Steps
- Model Specification
- Model Identification
- Model Estimation
- Model Testing
- Model Modification/Re-specification
- Model Estimation
- Model Testing
- Model Fit
- Chi-square (χ2)
- Model Fit Indices
- Parameter Fit
- Model Comparison
- Model Fit
- Model Modification and Re-specification
- Modification Indices
- Expected Parameter Change
- MIs and EPCs in LISREL and Mplus
- SEM Modeling Steps
- Summary
- Exercises
- Chapter Footnote
- Chi-squares
- References
- Exploratory Factor Analysis
- Sample Size
- Number of Factors
- Rotation Methods
- Factor Scores
- EFA Versus PCA
- EFA Example
- Pattern and Structure Matrices
- Confirmatory Factor Analysis
- CFA Example
- CFA with Missing Continuous Data
- CFA Caveats
- CFA with Missing Ordinal Indicators
- CFA Model Comparisons
- Summary
- Exercises
- References
- Full Structural Equation Models
- Model Specification in Full SEM
- Model Identification
- Two-step Versus Four-step SEM Model Testing
- Model Estimation
- Model Testing and Model Modification
- Indirect Effects in Full SEM Models
- Summary
- Exercises
- References
- Second-order Factor Model
- Model Specification
- Model Identification
- Model Estimation
- Model Testing and Model Modification
- Model Interpretation
- Bifactor Model
- Model Specification
- Model Identification
- Model Estimation
- Model Testing and Model Modification
- Model Interpretation
- Model Comparisons Between the Second-order and Bifactor Models
- Summary
- Exercises
- References
- Brief Summary of Multiple Group Modeling
- Multiple Group Path Analysis Model
- Model Identification in Separate Groups
- Model Estimation in Separate Groups
- Model Testing in Separate Groups
- Model Identification of the Baseline Multiple Group Model – With No Equality Constraints
- Model Estimation of the Baseline Multiple Group Model – With No Equality Constraints
- Model Testing of the Baseline Multiple Group Model – With No Equality Constraints
- Model Identification of the Multiple Group Model – With Equality Constraints
- Model Estimation of the Multiple Group Model – With Equality Constraints
- Model Testing and Modification of the Multiple Group Model – With Equality Constraints
- Final Model Interpretation
- Multiple Group CFA/Measurement Model
- Measurement Invariance
- Multiple Group CFA Example
- Model Identification in Separate Groups
- Model Estimation in Separate Groups
- Model Testing in Separate Groups
- Model Identification of the Configural Multiple Group CFA Model – With No Equality Constraints
- Model Estimation of the Configural Multiple Group CFA Model – With No Equality Constraints
- Model Testing of the Configural Multiple Group CFA Model – With No Equality Constraints
- Model Identification of the Metric Multiple Group CFA Model
- Model Estimation of the Metric Multiple Group CFA Model
- Model Testing and Modification of the Metric Multiple Group CFA Model
- Model Identification of the Strong/Scalar Multiple Group CFA Model
- Model Estimation of the Scalar Multiple Group CFA Model
- Model Testing and Modification of the Scalar Multiple Group CFA Model
- Final Model Interpretation
- Best Practices in SEM
- Checklist for SEM
- Basic Issues
- Analysis Issues
- Model Specification
- Model Identification
- Data Preparation
- Model Estimation
- Model Testing
- Model Modification/Re-specification
- Non-recursive Models
- Equivalent Models
- Summary
- References
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- Gerð : 208
- Höfundur : 14620
- Útgáfuár : 2022
- Leyfi : 380