scispace - formally typeset
Open AccessJournal ArticleDOI

Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models

TLDR
An overview of simple and multiple mediation is provided and three approaches that can be used to investigate indirect processes, as well as methods for contrasting two or more mediators within a single model are explored.
Abstract
Hypotheses involving mediation are common in the behavioral sciences. Mediation exists when a predictor affects a dependent variable indirectly through at least one intervening variable, or mediator. Methods to assess mediation involving multiple simultaneous mediators have received little attention in the methodological literature despite a clear need. We provide an overview of simple and multiple mediation and explore three approaches that can be used to investigate indirect processes, as well as methods for contrasting two or more mediators within a single model. We present an illustrative example, assessing and contrasting potential mediators of the relationship between the helpfulness of socialization agents and job satisfaction. We also provide SAS and SPSS macros, as well as Mplus and LISREL syntax, to facilitate the use of these methods in applications.

read more

Citations
More filters
Journal ArticleDOI

Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis

TL;DR: Baron and Kenny's procedure for determining if an independent variable affects a dependent variable through some mediator is so well known that it is used by authors and requested by reviewers almost reflexively.
Journal ArticleDOI

Addressing Moderated Mediation Hypotheses: Theory, Methods, and Prescriptions.

TL;DR: This article disentangle conflicting definitions of moderated mediation and describes approaches for estimating and testing a variety of hypotheses involving conditional indirect effects, showing that the indirect effect of intrinsic student interest on mathematics performance through teacher perceptions of talent is moderated by student math self-concept.
Journal ArticleDOI

Beyond Baron and Kenny: Statistical Mediation Analysis in the New Millennium

TL;DR: In this paper, the authors focus on communication processes and understand how messages have an effect on some outcome of focus in a focus-based focus-oriented focus-set problem, which is the goal of most communication researchers.
Journal ArticleDOI

A General Multilevel SEM Framework for Assessing Multilevel Mediation

TL;DR: This work presents an integrative 2-level MSEM mathematical framework that subsumes new and existing multilevel mediation approaches as special cases and uses several applied examples to illustrate the flexibility of this framework.
Journal ArticleDOI

mediation: R Package for Causal Mediation Analysis

TL;DR: The mediation package implements a comprehensive suite of statistical tools for conducting causal mediation analysis in applied empirical research and implements a statistical method for dealing with multiple (causally dependent) mediators, which are often encountered in practice.
References
More filters
Journal ArticleDOI

The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations.

TL;DR: This article seeks to make theorists and researchers aware of the importance of not using the terms moderator and mediator interchangeably by carefully elaborating the many ways in which moderators and mediators differ, and delineates the conceptual and strategic implications of making use of such distinctions with regard to a wide range of phenomena.
Book

An introduction to the bootstrap

TL;DR: This article presents bootstrap methods for estimation, using simple arguments, with Minitab macros for implementing these methods, as well as some examples of how these methods could be used for estimation purposes.
Book

Applied multiple regression/correlation analysis for the behavioral sciences

TL;DR: In this article, the Mathematical Basis for Multiple Regression/Correlation and Identification of the Inverse Matrix Elements is presented. But it does not address the problem of missing data.
Book

Structural Equations with Latent Variables

TL;DR: The General Model, Part I: Latent Variable and Measurement Models Combined, Part II: Extensions, Part III: Extensions and Part IV: Confirmatory Factor Analysis as discussed by the authors.
Book ChapterDOI

From Intentions to Actions: A Theory of Planned Behavior

Icek Ajzen
TL;DR: There appears to be general agreement among social psychologists that most human behavior is goal-directed (e. g., Heider, 1958 ; Lewin, 1951), and human social behavior can best be described as following along lines of more or less well-formulated plans.
Related Papers (5)