Literature DB >> 26985234

On the (In)Validity of Tests of Simple Mediation: Threats and Solutions.

Jolynn Pek1, Rick H Hoyle2.   

Abstract

Mediation analysis is a popular framework for identifying underlying mechanisms in social psychology. In the context of simple mediation, we review and discuss the implications of three facets of mediation analysis: (a) conceptualization of the relations between the variables, (b) statistical approaches, and (c) relevant elements of design. We also highlight the issue of equivalent models that are inherent in simple mediation. The extent to which results are meaningful stem directly from choices regarding these three facets of mediation analysis. We conclude by discussing how mediation analysis can be better applied to examine causal processes, highlight the limits of simple mediation, and make recommendations for better practice.

Entities:  

Keywords:  concepts; equivalent models; mediation; model assumptions; research design

Year:  2016        PMID: 26985234      PMCID: PMC4789289          DOI: 10.1111/spc3.12237

Source DB:  PubMed          Journal:  Soc Personal Psychol Compass        ISSN: 1751-9004


  37 in total

1.  A general approach to causal mediation analysis.

Authors:  Kosuke Imai; Luke Keele; Dustin Tingley
Journal:  Psychol Methods       Date:  2010-12

2.  Assessing Mediational Models: Testing and Interval Estimation for Indirect Effects.

Authors:  Jeremy C Biesanz; Carl F Falk; Victoria Savalei
Journal:  Multivariate Behav Res       Date:  2010-08-06       Impact factor: 5.923

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

Authors:  Kristopher J Preacher; Derek D Rucker; Andrew F Hayes
Journal:  Multivariate Behav Res       Date:  2007 Jan-Mar       Impact factor: 5.923

4.  Establishing a causal chain: why experiments are often more effective than mediational analyses in examining psychological processes.

Authors:  Steven J Spencer; Mark P Zanna; Geoffrey T Fong
Journal:  J Pers Soc Psychol       Date:  2005-12

5.  Mediation analysis.

Authors:  David P MacKinnon; Amanda J Fairchild; Matthew S Fritz
Journal:  Annu Rev Psychol       Date:  2007       Impact factor: 24.137

6.  Bias in cross-sectional analyses of longitudinal mediation.

Authors:  Scott E Maxwell; David A Cole
Journal:  Psychol Methods       Date:  2007-03

Review 7.  Hypothesis validity of clinical research.

Authors:  B E Wampold; B Davis; R H Good
Journal:  J Consult Clin Psychol       Date:  1990-06

8.  The problem of equivalent models in applications of covariance structure analysis.

Authors:  R C MacCallum; D T Wegener; B N Uchino; L R Fabrigar
Journal:  Psychol Bull       Date:  1993-07       Impact factor: 17.737

9.  The trade-off between accuracy and precision in latent variable models of mediation processes.

Authors:  Alison Ledgerwood; Patrick E Shrout
Journal:  J Pers Soc Psychol       Date:  2011-08-01

10.  Causal inference in randomized experiments with mediational processes.

Authors:  Booil Jo
Journal:  Psychol Methods       Date:  2008-12
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  11 in total

1.  Changes in Decentering and Reappraisal Temporally Precede Symptom Reduction During Emotion Regulation Therapy for Generalized Anxiety Disorder With and Without Co-Occurring Depression.

Authors:  Mia S O'Toole; Megan E Renna; Douglas S Mennin; David M Fresco
Journal:  Behav Ther       Date:  2019-01-04

2.  Questions of value, questions of magnitude: An exploration and application of methods for comparing indirect effects in multiple mediator models.

Authors:  Jacob J Coutts; Andrew F Hayes
Journal:  Behav Res Methods       Date:  2022-10-17

3.  Parent Pain Cognitions and Treatment Adherence in Juvenile Idiopathic Arthritis.

Authors:  Yvonne N Brandelli; Christine T Chambers; Perri R Tutelman; Jennifer N Stinson; Adam M Huber; Jennifer P Wilson
Journal:  J Pediatr Psychol       Date:  2019-10-01

4.  The measurement of the mediator and its influence on statistical mediation conclusions.

Authors:  Oscar Gonzalez; David P MacKinnon
Journal:  Psychol Methods       Date:  2020-03-16

5.  Tutorial: The practical application of longitudinal structural equation mediation models in clinical trials.

Authors:  Kimberley A Goldsmith; David P MacKinnon; Trudie Chalder; Peter D White; Michael Sharpe; Andrew Pickles
Journal:  Psychol Methods       Date:  2017-12-28

6.  Additive or Multiplicative? Predicting Academic Outcomes from Self-Regulation and Context.

Authors:  Erin K Davisson; Rick H Hoyle; Fernanda Andrade
Journal:  Pers Individ Dif       Date:  2021-04-12

7.  Consequences of Exposure to Violence, Aggression, and Sexual Harassment in Private Security Work: A Mediation Model.

Authors:  Alexander Herrmann; Christian Seubert; Jürgen Glaser
Journal:  J Interpers Violence       Date:  2020-12-31

8.  Experiences of an earthquake during pregnancy, antenatal mental health and infants' birthweight in Bhaktapur District, Nepal, 2015: a population-based cohort study.

Authors:  Goma Kumari Khatri; Thach Duc Tran; Sushil Baral; Jane Fisher
Journal:  BMC Pregnancy Childbirth       Date:  2020-07-20       Impact factor: 3.007

9.  Subjective Sleep Quality as a Possible Mediator in the Relationship between Personality Traits and Depressive Symptoms in Middle-Aged Adults.

Authors:  Vivian Huang; Katlyn Peck; Sasha Mallya; Sonia J Lupien; Alexandra J Fiocco
Journal:  PLoS One       Date:  2016-06-10       Impact factor: 3.240

10.  Participation to Leisure Activities and Well-Being in a Group of Residents of Naples-Italy: The Role of Resilience.

Authors:  Sergio Cocozza; Pier Luigi Sacco; Giuseppe Matarese; Gayle D Maffulli; Nicola Maffulli; Donatella Tramontano
Journal:  Int J Environ Res Public Health       Date:  2020-03-14       Impact factor: 3.390

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