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Doing statistical mediation and moderation

Author: Paul E Jose
Publisher: New York : The Guilford Press, ©2013.
Series: Methodology in the social sciences.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Written in a friendly, conversational style, this book offers a hands-on approach to statistical mediation and moderation for both beginning researchers and those familiar with modeling. Starting with a gentle review of regression-based analysis, Paul Jose covers basic mediation and moderation techniques before moving on to advanced topics in multilevel modeling, structural equation modeling, and hybrid  Read more...
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Document Type: Book
All Authors / Contributors: Paul E Jose
ISBN: 9781462508150 1462508154 9781462508211 1462508219 1462508227 9781462508228
OCLC Number: 800034330
Notes: Author is Associate Professor of Psychology at Victoria University.
Description: xv, 336 p. : ill. ; 24 cm.
Contents: 1. A Basic Orientation --
2. Historical Background --
3. Basic Mediation --
4. Special Topics in Mediation --
5. Basic Moderation --
6. Special Topics in Moderation --
7. Mediated Moderation and Moderated Mediation --
Suggested Answers to Exercises --
Appendix A. SPSS, AMOS, and MPlus Models --
Appendix B. Resources for Researchers Who Use Mediation and Moderation. Machine generated contents note: 1. A Basic Orientation --
*My Personal Journey --
*Confusions about Mediation and Moderation --
*Mediation and Moderation: The Synergism of Three Variables --
2. Historical Background --
*The History of Mediation and Moderation --
*Two Strands of Thought within Statistics --
*The Historical Basis for the Methods of Mediation and Moderation --
*Baron and Kenny's Landmark Publication --
*Knowledge Box. A Note about Terminology: IV/DV versus Predictor/Outcome --
*Clarification of Mediation and Moderation Subsequent to Baron and Kenny's Article --
*Summary --
*Further Reading --
3. Basic Mediation --
*Review of Basic Rules for Mediation --
*How to Do Basic Mediation --
*Knowledge Box. Controversy: Calculation of whether Significant Mediation Has Occurred --
*An Example of Mediation with Experimental Data --
*An Example of Null Mediation --
*Sobel's z versus Reduction of the Basic Relationship --
*Suppressor Variables in Mediation --
*Investigating Mediation When One Has a Nonsignificant Correlation --
*Understanding the Mathematical "Fine Print": Variances and Covariances --
*Discussion of Partial and Semipartial Correlations --
*Statistical Assumptions --
*Summary --
*Further Reading --
*In-Chapter Exercises --
*Additional Exercises --
4. Special Topics in Mediation --
*Model Specification: Testing Models --
*Knowledge Box. Another Area of Potential Confusion: Implications for Naming Different Types of Mediation Results --
*Multiple Mediators --
*Bootstrapping (Resampling) --
*Longitudinal Mediation Models --
*Multilevel Mediation Models --
*Categorical Mediators and/or Outcomes (Logistic Regression) --
*Mediation with Quadratic Relationships --
*Summary --
*Further Reading --
*In-Chapter Exercises --
5. Basic Moderation --
*Categorical Variable Moderation --
*Knowledge Box. A Short Tutorial on Dummy Coding --
*An Example of a Continuous Moderator --
*Knowledge Box. Graphing Moderation Patterns --
*Further Reading --
*In-Chapter Exercises --
*Additional Exercises --
6. Special Topics in Moderation --
*Johnson-Neyman Regions of Significance --
*Multiple Moderator Regression Analyses --
*Moderation of Residualized Relationships --
*Quadratic Moderation --
*Basic Moderation in Path Analyses --
*Moderation in Multilevel Modeling (MLM) --
*Moderation with Latent Variables --
*Logistic Moderation? --
*Summary --
*Further Reading --
*In-Chapter Exercises --
*Additional Exercises --
7. Mediated Moderation and Moderated Mediation --
*The Literature --
*Mediated Moderation: A Baron and Kenny-type Example --
*Moderated Mediation --
*Where to from Here? Bootstrapping for Moderated Mediation --
*More Complicated Variants: Moderated Mediated Moderation --
*Other Variants --
*Conclusions --
*Further Reading --
Suggested Answers to Exercises --
Appendix A. SPSS, AMOS, and MPlus Models --
Appendix B. Resources for Researchers Who Use Mediation and Moderation.
Series Title: Methodology in the social sciences.
Other Titles: Doing statistical mediation & moderation
Responsibility: Paul E. Jose.

Abstract:

"Written in a friendly, conversational style, this book offers a hands-on approach to statistical mediation and moderation for both beginning researchers and those familiar with modeling. Starting with a gentle review of regression-based analysis, Paul Jose covers basic mediation and moderation techniques before moving on to advanced topics in multilevel modeling, structural equation modeling, and hybrid combinations, such as moderated mediation. User-friendly features include numerous graphs and carefully worked-through examples; "Helpful Suggestions" about procedures and pitfalls; "Knowledge Boxes" delving into special topics, such as dummy coding; and end-of-chapter exercises and problems (with answers). The companion website provides downloadable sample data sets that are used in the book to demonstrate particular analytic strategies, and explains how researchers and students can execute analyses using Jose's online programs, MedGraph and ModGraph. Appendices present SPSS, AMOS, and Mplus syntax for conducting the key types of analyses. Keywords: data analysis, interaction effects, MedGraph, mediation, moderation, ModGraph, multilevel modeling, multivariate, quantitative methods, regression, research methodology, SEM, statistical techniques, structural equation modeling Audience: Applied researchers and graduate students in psychology, human development, education, sociology, public health, and management"--

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"The examples are great and are used effectively. In the basic model chapters, readers can learn from these examples about how to actually fit these models, how to read and interpret the output, and, Read more...

 
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