Introduction to Statistical Mediation Analysis

Introduction to Statistical Mediation Analysis
Title Introduction to Statistical Mediation Analysis PDF eBook
Author David MacKinnon
Publisher Routledge
Total Pages 488
Release 2012-10-02
Genre Medical
ISBN 1136676139

Download Introduction to Statistical Mediation Analysis Book in PDF, Epub and Kindle

This volume introduces the statistical, methodological, and conceptual aspects of mediation analysis. Applications from health, social, and developmental psychology, sociology, communication, exercise science, and epidemiology are emphasized throughout. Single-mediator, multilevel, and longitudinal models are reviewed. The author's goal is to help the reader apply mediation analysis to their own data and understand its limitations. Each chapter features an overview, numerous worked examples, a summary, and exercises (with answers to the odd numbered questions). The accompanying CD contains outputs described in the book from SAS, SPSS, LISREL, EQS, MPLUS, and CALIS, and a program to simulate the model. The notation used is consistent with existing literature on mediation in psychology. The book opens with a review of the types of research questions the mediation model addresses. Part II describes the estimation of mediation effects including assumptions, statistical tests, and the construction of confidence limits. Advanced models including mediation in path analysis, longitudinal models, multilevel data, categorical variables, and mediation in the context of moderation are then described. The book closes with a discussion of the limits of mediation analysis, additional approaches to identifying mediating variables, and future directions. Introduction to Statistical Mediation Analysis is intended for researchers and advanced students in health, social, clinical, and developmental psychology as well as communication, public health, nursing, epidemiology, and sociology. Some exposure to a graduate level research methods or statistics course is assumed. The overview of mediation analysis and the guidelines for conducting a mediation analysis will be appreciated by all readers.

Introduction to Statistical Mediation Analysis

Introduction to Statistical Mediation Analysis
Title Introduction to Statistical Mediation Analysis PDF eBook
Author David MacKinnon
Publisher Routledge
Total Pages 488
Release 2012-10-02
Genre Medical
ISBN 1136676147

Download Introduction to Statistical Mediation Analysis Book in PDF, Epub and Kindle

This volume introduces the statistical, methodological, and conceptual aspects of mediation analysis. Applications from health, social, and developmental psychology, sociology, communication, exercise science, and epidemiology are emphasized throughout. Single-mediator, multilevel, and longitudinal models are reviewed. The author's goal is to help the reader apply mediation analysis to their own data and understand its limitations. Each chapter features an overview, numerous worked examples, a summary, and exercises (with answers to the odd numbered questions). The accompanying CD contains outputs described in the book from SAS, SPSS, LISREL, EQS, MPLUS, and CALIS, and a program to simulate the model. The notation used is consistent with existing literature on mediation in psychology. The book opens with a review of the types of research questions the mediation model addresses. Part II describes the estimation of mediation effects including assumptions, statistical tests, and the construction of confidence limits. Advanced models including mediation in path analysis, longitudinal models, multilevel data, categorical variables, and mediation in the context of moderation are then described. The book closes with a discussion of the limits of mediation analysis, additional approaches to identifying mediating variables, and future directions. Introduction to Statistical Mediation Analysis is intended for researchers and advanced students in health, social, clinical, and developmental psychology as well as communication, public health, nursing, epidemiology, and sociology. Some exposure to a graduate level research methods or statistics course is assumed. The overview of mediation analysis and the guidelines for conducting a mediation analysis will be appreciated by all readers.

Introduction to Statistical Mediation Analysis

Introduction to Statistical Mediation Analysis
Title Introduction to Statistical Mediation Analysis PDF eBook
Author David Peter MacKinnon
Publisher Routledge
Total Pages 479
Release 2008
Genre Mathematics
ISBN 0805839747

Download Introduction to Statistical Mediation Analysis Book in PDF, Epub and Kindle

First Published in 2007. Routledge is an imprint of Taylor & Francis, an informa company.

Doing Statistical Mediation and Moderation

Doing Statistical Mediation and Moderation
Title Doing Statistical Mediation and Moderation PDF eBook
Author Paul E. Jose
Publisher Guilford Press
Total Pages 336
Release 2013-02-25
Genre Psychology
ISBN 1462508235

Download Doing Statistical Mediation and Moderation Book in PDF, Epub and Kindle

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 (www.guilford.com/jose-materials) provides downloadable data and syntax files for the book's examples and exercises, as well as links to Jose's online programs, MedGraph and ModGraph. Appendices present SPSS, Amos, and Mplus syntax for conducting the key types of analyses.

Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition

Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition
Title Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition PDF eBook
Author Andrew F. Hayes
Publisher Guilford Publications
Total Pages 714
Release 2017-10-30
Genre Social Science
ISBN 146253466X

Download Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition Book in PDF, Epub and Kindle

This book has been replaced by Introduction to Mediation, Moderation, and Conditional Process Analysis, Third Edition, ISBN 978-1-4625-4903-0.

Mediation Analysis

Mediation Analysis
Title Mediation Analysis PDF eBook
Author Dawn Iacobucci
Publisher SAGE
Total Pages 105
Release 2008-04
Genre Mathematics
ISBN 141292569X

Download Mediation Analysis Book in PDF, Epub and Kindle

Explores even the fundamental assumptions underlying mediation analysis

Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS

Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS
Title Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS PDF eBook
Author Qingzhao Yu
Publisher CRC Press
Total Pages 244
Release 2022-03-14
Genre Mathematics
ISBN 1000549488

Download Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS Book in PDF, Epub and Kindle

Third-variable effect refers to the effect transmitted by third-variables that intervene in the relationship between an exposure and a response variable. Differentiating between the indirect effect of individual factors from multiple third-variables is a constant problem for modern researchers. Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS introduces general definitions of third-variable effects that are adaptable to all different types of response (categorical or continuous), exposure, or third-variables. Using this method, multiple third- variables of different types can be considered simultaneously, and the indirect effect carried by individual third-variables can be separated from the total effect. Readers of all disciplines familiar with introductory statistics will find this a valuable resource for analysis. Key Features: Parametric and nonparametric method in third variable analysis Multivariate and Multiple third-variable effect analysis Multilevel mediation/confounding analysis Third-variable effect analysis with high-dimensional data Moderation/Interaction effect analysis within the third-variable analysis R packages and SAS macros to implement methods proposed in the book