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๐Ÿ“

Applied Structural Equation Modeling using AMOS: Basic to Advanced Techniques

โœ Scribed by Joel E. Collier


Publisher
Routledge
Year
2020
Tongue
English
Leaves
367
Edition
1
Category
Library

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โœฆ Synopsis


This is an essential how-to guide on the application of structural equation modeling (SEM) techniques with the AMOS software, focusing on the practical applications of both simple and advanced topics.

Written in an easy-to-understand conversational style, the book covers everything from data collection and screening to confirmatory factor analysis, structural model analysis, mediation, moderation, and more advanced topics such as mixture modeling, censored date, and non-recursive models. Through step-by-step instructions, screen shots, and suggested guidelines for reporting, Collier cuts through abstract definitional perspectives to give insight on how to actually run analysis. Unlike other SEM books, the examples used will often start in SPSS and then transition to AMOS so that the reader can have full confidence in running the analysis from beginning to end. Best practices are also included on topics like how to determine if your SEM model is formative or reflective, making it not just an explanation of SEM topics, but a guide for researchers on how to develop a strong methodology while studying their respective phenomenon of interest.

With a focus on practical applications of both basic and advanced topics, and with detailed work-through examples throughout, this book is ideal for experienced researchers and beginners across the behavioral and social sciences.

โœฆ Table of Contents


Cover
Half Title
Title
Copyright
Contents
Preface
Acknowledgments
1 Introduction to Structural Equation Modeling
What Is Structural Equation Modeling?
Basics of SEM Input: The Covariance Matrix
Correlations Between Constructs
Is SEM Causal Modeling?
A Confirmatory Approach to SEM
Theory Should Lead Conceptualization
Assumptions of SEM
SEM Software
Understanding Diagram Symbols
Independent vs. Dependent Latent Variables
How to Measure an Unobserved Construct
Greek Notation and SEM
2 Data Screening, Assessing Reliability, Validity, and Identification
Data Screening
Screening for Impermissible Values in the Data
How Do I Assess If I Have Missing Data?
How Do I Address Missing Data?
Assessing Reliability
Identification With SEM Models
How Do I Calculate the Degrees of Freedom?
What Do I Do if My Model Is Under-Identified?
Sample Size: How Much Is Enough?
Understanding the Validity of Measures
3 Understanding the AMOS Program
Overview of the AMOS Graphics Window
AMOS Functions Listed as Icons in Pinned Ribbon
Tips to Using AMOS More Efficiently
Quick Reference to AMOS Functions
4 Measurement Model Analysis
Introduction to Confirmatory Factor Analysis
How Is a CFA Different From an EFA?
Interpretation of Factor Loadings
Setting the Metric
Model Fit and Fit Statistics
Modification Indices
CFA Example in AMOS
Assessing Convergent and Discriminant Validity of Your Measures
If I Have a Weak Factor Loading, Should I Drop It?
How to Calculate Composite Reliability
What If I Have a Standardized Factor Loading Greater Than 1?
How Do I Report My CFA Results?
Measurement Model Invariance Across Groups
Full vs. Partial Metric Invariance
How Do I Know Which Parameter to Free in a Partial Invariance Test?
Common Method Bias
What If My Test for Common Method Bias Is Significant?
What if My Common Method Bias Test Is NonยญSignificant?
What Is a Second Order Confirmatory Factor Analysis Model?
Reflective vs. Formative Indicators
Potential Identification Problems With Formative Indicators
Dependent Relationships With Formative Constructs
Higher Order Formative Construct Example
How Do I Present the Result of My Higher Order Formative Model?
Error Messages in AMOS
5 Path and Full Structural Models
Path Analysis
Can I Use a Correlation Matrix as My Data Input?
Full Structural Model Analysis
How Do I Report My Full Structural Model Results?
Using Specification Search to Aid in Model Trimming and Fit
What Are Alternative Models, and Why Should I Be Concerned With Them?
How Do I Add a Control Variable to My Structural Model?
Two Group Analysis
What if I Have More Than Two Groups in My Analysis?
When I Try to Run My Structural Analysis, I Get an Error Message About My Matrix Not Being Positive Definite
Can I Correlate the Error Terms of Two Unobservable Constructs in a Full Structural Model?
How Do I Present the Results of My Two Group Analysis?
How Do I Search for Multivariate Outliers?
How Do I Determine if My Data Is Not Normally Distributed (Non-ยญNormal)?
What if I Get an Error Message in the Analysis That Says โ€œIteration Limit Reachedโ€?
6 Mediation
Introduction to Mediation
How to Test for Mediation
How Do I Report the Results of My Mediation Test?
Can I Use a Correlation Matrix or Summary Data to Test Mediation in AMOS?
What if I Have Multiple Mediators in My Model?
How Do I Test Serial Mediation?
Setting the Seed in Bootstrapping
7 Moderation
Introduction to Moderation
Probing the Interaction
Testing Moderation in a Full Structural Model
How Do I Present My Moderation Results?
Mean Center vs. Z Score in Moderation Testing
Moderation Testing With a Categorical Moderator
Calculating Categorical Moderation via Pairwise Parameter Comparison
Moderated Mediation With a Continuous Moderator
How Do I Report the Results of My Moderated Mediation Test?
Moderated Mediation With a Categorical Moderator
8 Using Categorical Independent Variables in SEM
Binary Categorical Variables in SEM
Mediation with Binary Categorical Independent Variables
Multicategorical Independent Variables in SEM
Mediation With Multicategorical Independent Variables
Moderated Mediation With a Multicategorical Independent Variable
How Do I Report the Results of My Multicategorical Moderated Mediation Test?
9 Latent Growth Curve Models
Introduction to Latent Growth Curve Models
Including Predictors Into a Latent Growth Curve Model
How Do I Present My Latent Growth Curve Results?
Latent Growth Curves With Nonlinear Patterns
Latent Growth Curves Across Two Domains
10 Advanced Topics in SEM
Using Weighted Scores in AMOS
How to Use Bootstrapping to Account for NonยญNormal Data
Mixture Modeling
Analyzing Censored Data
NonยญRecursive Models (Feedback Loops)
PostยญHoc Power Analysis
Using Specification Search to Perform Exploratory Factor Analysis
How to Use Plugins to Create a Model Instead of Drawing a Model in AMOS
How to Use the Program Editor to Conceptualize Your Model and Run the Analysis
Appendix: Table of Chi-Square Statistics
Index


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