Literature DB >> 29172614

A novel measure of effect size for mediation analysis.

Mark J Lachowicz1, Kristopher J Preacher1, Ken Kelley2.   

Abstract

Mediation analysis has become one of the most popular statistical methods in the social sciences. However, many currently available effect size measures for mediation have limitations that restrict their use to specific mediation models. In this article, we develop a measure of effect size that addresses these limitations. We show how modification of a currently existing effect size measure results in a novel effect size measure with many desirable properties. We also derive an expression for the bias of the sample estimator for the proposed effect size measure and propose an adjusted version of the estimator. We present a Monte Carlo simulation study conducted to examine the finite sampling properties of the adjusted and unadjusted estimators, which shows that the adjusted estimator is effective at recovering the true value it estimates. Finally, we demonstrate the use of the effect size measure with an empirical example. We provide freely available software so that researchers can immediately implement the methods we discuss. Our developments here extend the existing literature on effect sizes and mediation by developing a potentially useful method of communicating the magnitude of mediation. (PsycINFO Database Record (c) 2018 APA, all rights reserved).

Mesh:

Year:  2017        PMID: 29172614     DOI: 10.1037/met0000165

Source DB:  PubMed          Journal:  Psychol Methods        ISSN: 1082-989X


  18 in total

1.  Systems thinking as a pathway to global warming beliefs and attitudes through an ecological worldview.

Authors:  Matthew T Ballew; Matthew H Goldberg; Seth A Rosenthal; Abel Gustafson; Anthony Leiserowitz
Journal:  Proc Natl Acad Sci U S A       Date:  2019-04-08       Impact factor: 11.205

2.  "That's Not What I Heard!": Adolescent Internalizing, Negative Perceptions of Maternal Communication, and Felt Shame and Guilt.

Authors:  Wendy M Rote; Savannah R Flak; Cassandra Ellison
Journal:  J Youth Adolesc       Date:  2021-06-15

3.  Parents' Cannabis-Related Attitudes and Emerging Adult Offspring Cannabis Use: Testing the Mediating Effect of Perceived Parental Approval.

Authors:  Nolan E Ramer; Jennifer P Read; Craig R Colder
Journal:  Subst Use Misuse       Date:  2021-01-10       Impact factor: 2.164

4.  Sample Size Requirements for Simple and Complex Mediation Models.

Authors:  Mikyung Sim; Su-Young Kim; Youngsuk Suh
Journal:  Educ Psychol Meas       Date:  2021-04-19       Impact factor: 2.821

5.  White matter microstructure mediates the association between prenatal exposure to phthalates and behavior problems in preschool children.

Authors:  Gillian England-Mason; Melody N Grohs; Jess E Reynolds; Amy MacDonald; David Kinniburgh; Jiaying Liu; Jonathan W Martin; Catherine Lebel; Deborah Dewey
Journal:  Environ Res       Date:  2019-12-26       Impact factor: 6.498

6.  How norm violators rise and fall in the eyes of others: The role of sanctions.

Authors:  Florian Wanders; Astrid C Homan; Annelies E M van Vianen; Rima-Maria Rahal; Gerben A van Kleef
Journal:  PLoS One       Date:  2021-07-29       Impact factor: 3.240

7.  Alcohol-Specific Communication and Emerging Adult Offspring's Perceived Parental Approval and Drinking in the Context of Parent Alcohol Expectancies.

Authors:  Nolan E Ramer; Katie J Paige; Craig R Colder
Journal:  Alcohol Clin Exp Res       Date:  2020-12-27       Impact factor: 3.455

8.  Spiritual Needs, Religious Coping and Mental Wellbeing: A Cross-Sectional Study among Migrants and Refugees in Germany.

Authors:  Kathrin Maier; Karol Konaszewski; Sebastian Binyamin Skalski; Arndt Büssing; Janusz Surzykiewicz
Journal:  Int J Environ Res Public Health       Date:  2022-03-14       Impact factor: 3.390

9.  The explanatory role of fatigue severity in the relation between COVID-19 perceived stress and depression, anxiety, and panic severity.

Authors:  Kara Manning; Michael J Zvolensky; Lorra Garey; Laura J Long; Matthew W Gallagher
Journal:  Cogn Behav Ther       Date:  2021-02-10

10.  Job Crafting and Work Engagement: The Mediating Role of Work Meaning.

Authors:  Onintze Letona-Ibañez; Silvia Martinez-Rodriguez; Nuria Ortiz-Marques; Maria Carrasco; Alejandro Amillano
Journal:  Int J Environ Res Public Health       Date:  2021-05-18       Impact factor: 3.390

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.