Comparing Methods for Multilevel Moderated Mediation: A Decomposed-first Strategy. Issue 5 (2nd September 2020)
- Record Type:
- Journal Article
- Title:
- Comparing Methods for Multilevel Moderated Mediation: A Decomposed-first Strategy. Issue 5 (2nd September 2020)
- Main Title:
- Comparing Methods for Multilevel Moderated Mediation: A Decomposed-first Strategy
- Authors:
- Kim, Soyoung
Hong, Sehee - Abstract:
- Abstract : The purpose of this study is to propose a decomposed-first strategy for multilevel moderated mediation and to compare the performance of three moderated mediation approaches in multilevel structural equation modeling. The following approaches were compared in simulations to test coefficients that were decomposed level by level: orthogonal partitioning with centering within cluster, random coefficient prediction, and latent moderated structural equations. The manipulated conditions for the simulation analysis were the analysis method, the number of groups, group size, and intraclass correlation. The results showed that, for samples consisting of a large number of groups, a large average group size and a large intraclass correlation, LMS had the strongest performance. This study is meaningful in that it produces interpretable coefficients by applying a decomposed-first strategy in multilevel moderated mediation and extends a basic moderated mediation model to include more specific research questions in multilevel structural equation modeling.
- Is Part Of:
- Structural equation modeling. Volume 27:Issue 5(2020)
- Journal:
- Structural equation modeling
- Issue:
- Volume 27:Issue 5(2020)
- Issue Display:
- Volume 27, Issue 5 (2020)
- Year:
- 2020
- Volume:
- 27
- Issue:
- 5
- Issue Sort Value:
- 2020-0027-0005-0000
- Page Start:
- 661
- Page End:
- 677
- Publication Date:
- 2020-09-02
- Subjects:
- Decomposed-first strategy -- latent moderated structural equations -- multilevel moderated mediation -- orthogonal partitioning with centering within cluster -- random coefficient prediction
Multivariate analysis -- Periodicals
Social sciences -- Statistical methods -- Periodicals
519.535 - Journal URLs:
- http://www.informaworld.com/smpp/title~db=all~content=t775653699 ↗
http://www.tandfonline.com/toc/hsem20/current ↗
http://www.tandfonline.com/ ↗
http://www.leaonline.com/loi/sem ↗ - DOI:
- 10.1080/10705511.2019.1683015 ↗
- Languages:
- English
- ISSNs:
- 1070-5511
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8477.210000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23439.xml