Understanding and Using Mediators and Moderators
Social Indicators ResearchPublished 5 June 2007
Amery D. Wu, Bruno D. Zumbo
Citations597
SJR quartileQ1
SJR score0.93
SNIP1.48
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Abstract
Mediator, Moderator, Moderated mediation, Mediated moderation, Cause and effect, Structural equation model, Experimental design,
Keywords
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Computers Environment and Urban SystemsStatistical power analysis for the behavioral sciences
65,645 Citations1990
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Contemporary Sociology A Journal of ReviewsStructural Equations with Latent Variables.
17,606 Citations1991Clifford C. Clogg, Kenneth A. Bollen
Behavior Research Methods, Instruments, & ComputersSPSS and SAS procedures for estimating indirect effects in simple mediation models
17,203 Citations2004Kristopher J. Preacher, Andrew F. Hayes
It is argued the importance of directly testing the significance of indirect effects and provided SPSS and SAS macros that facilitate estimation of the indirect effect with a normal theory approach and a bootstrap approach to obtaining confidence intervals to enhance the frequency of formal mediation tests in the psychology literature.
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Psychological BulletinConstruct validity in psychological tests.
10,874 Citations1955Lee J. Cronbach, Paul E. Meehl
The present interpretation of construct validity is not "official" and deals with some areas where the Committee would probably not be unanimous, but the present writers are solely responsible for this attempt to explain the concept and elaborate its implications.
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Journal of Educational PsychologyEstimating causal effects of treatments in randomized and nonrandomized studies.
9,471 Citations1974Donald B. Rubin
Psychological MethodsA comparison of methods to test mediation and other intervening variable effects.
9,145 Citations2002David P. MacKinnon, Chondra M. Lockwood +3 more
A Monte Carlo study compared 14 methods to test the statistical significance of the intervening variable effect and found two methods based on the distribution of the product and 2 difference-in-coefficients methods have the most accurate Type I error rates and greatest statistical power.
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Choice Reviews OnlineHandbook of social psychology
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This book discusses the development of socialization in Childhood and Adolescence, socialization for Primary, Intimate, and Work Relationships in the Adult Life Course, and cross-Cultural and International Perspectives.
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This psychological bulletin to read is a very fan of this kind of book and one to remember is not only the PDF, but also the genre of the book.
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Journal of Counseling PsychologyTesting Moderator and Mediator Effects in Counseling Psychology Research.
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Journal of Abnormal PsychologyTesting Mediational Models With Longitudinal Data: Questions and Tips in the Use of Structural Equation Modeling.
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Journal of the Royal Statistical Society Series D (The Statistician)Interaction Effects in Multiple Regression.
3,374 Citations1991Sarah Richardson, J. Jacard +2 more
Psychological MethodsOn the practice of dichotomization of quantitative variables.
3,342 Citations2002Robert C. MacCallum, Shaobo Zhang +2 more
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Journal of Personality and Social PsychologyWhen moderation is mediated and mediation is moderated.
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Cambridge University Press eBooksHandbook of Research Methods in Social and Personality Psychology
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1,873 Citations1999Rick H. Hoyle
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1,819 Citations2002Grayson N. Holmbeck
The computational examples demonstrate the importance of conducting post-hoc probes of moderational and mediational effects in research on children with pediatric conditions.
Multivariate Behavioral ResearchA Simulation Study of Mediated Effect Measures
1,698 Citations1995David P. MacKinnon, Ghulam Warsi +1 more
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Psychological MethodsConceptualizing and testing random indirect effects and moderated mediation in multilevel models: New procedures and recommendations.
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New procedures for evaluating direct, indirect, and total effects in multilevel models when all relevant variables are measured at Level 1 and all effects are random are proposed.
American Journal of PsychiatryHow Do Risk Factors Work Together? Mediators, Moderators, and Independent, Overlapping, and Proxy Risk Factors
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TechnometricsLISREL Approaches to Interaction Effects in Multiple Regression
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The traditional constrained approach performed more poorly than did 3 new approaches--unconstrained, generalized appended product indicator, and quasi-maximum-likelihood (QML); the authors' new unconstrained approach was easiest to apply.
Journal of Counseling PsychologyAdvances in testing the statistical significance of mediation effects.
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883 Citations1993Robert C. MacCallum, Duane T. Wegener +2 more
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Casual Inference in the Social and Behavioral Sciences: The Analysis of Contingency Tables and Latent Class Models.
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Psychological BulletinIn search of the seven dwarves: Issues of measurement and meaning in alcohol expectancy research.
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Journal of the Royal Statistical Society Series D (The Statistician)Common Problems Proper Solutions: Avoiding Error in Quantitative Research.
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Journal of the American Statistical AssociationFrom Association to Causation in Observational Studies: The Role of Tests of Strongly Ignorable Treatment Assignment
276 Citations1984Paul R. Rosenbaum
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262 Citations1990Michael E. Sobel
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Behavior Research MethodsDemonstration and evaluation of a method for assessing mediated moderation
221 Citations2006Antonio A. Morgan‐López, David P. MacKinnon
The mediated moderation model is described and evaluated with a statistical simulation using an adaptation of product-of-coefficients methods to assess mediation and the use of this method with a substantive example from the adolescent tobacco literature is demonstrated.
Journal of Developmental & Behavioral PediatricsMediator and Moderator Effects in Developmental and Behavioral Pediatric Research
212 Citations2004Brigid M. Rose, Grayson N. Holmbeck +2 more
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Organizational Research MethodsA Generalized Solution for Approximating the Power to Detect Effects of Categorical Moderator Variables Using Multiple Regression
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Structural Equation Modeling A Multidisciplinary JournalInteractions of latent variables in structural equation models
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