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A Comparison of Multilevel Mediation Modeling Methods: Recommendations for Applied Researchers.

Publication ,  Journal Article
Zigler, CK; Ye, F
Published in: Multivariate Behav Res
2019

Multilevel structural equation modeling (MSEM) has been proposed as a valuable tool for estimating mediation in multilevel data and has known advantages over traditional multilevel modeling, including conflated and unconflated techniques (CMM & UMM). Recent methodological research has focused on comparing the three methods for 2-1-1 designs, but in regards to 1-1-1 mediation designs, there are significant gaps in the published literature that prevent applied researchers from making educated decisions regarding which model to employ in their own specific research design. A Monte Carlo study was performed to compare MSEM, UMM, and CMM on relative bias, confidence interval coverage, Type I Error, and power in a 1-1-1 model with random slopes under varying data conditions. Recommendations for applied researchers are discussed and an empirical example provides context for the three methods.

Duke Scholars

Published In

Multivariate Behav Res

DOI

EISSN

1532-7906

Publication Date

2019

Volume

54

Issue

3

Start / End Page

338 / 359

Location

United States

Related Subject Headings

  • Social Sciences Methods
  • Multilevel Analysis
  • Latent Class Analysis
  • Humans
  • Data Interpretation, Statistical
  • 52 Psychology
  • 49 Mathematical sciences
  • 35 Commerce, management, tourism and services
  • 17 Psychology and Cognitive Sciences
  • 15 Commerce, Management, Tourism and Services
 

Citation

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Zigler, C. K., & Ye, F. (2019). A Comparison of Multilevel Mediation Modeling Methods: Recommendations for Applied Researchers. Multivariate Behav Res, 54(3), 338–359. https://doi.org/10.1080/00273171.2018.1527676
Zigler, Christina K., and Feifei Ye. “A Comparison of Multilevel Mediation Modeling Methods: Recommendations for Applied Researchers.Multivariate Behav Res 54, no. 3 (2019): 338–59. https://doi.org/10.1080/00273171.2018.1527676.
Zigler, Christina K., and Feifei Ye. “A Comparison of Multilevel Mediation Modeling Methods: Recommendations for Applied Researchers.Multivariate Behav Res, vol. 54, no. 3, 2019, pp. 338–59. Pubmed, doi:10.1080/00273171.2018.1527676.

Published In

Multivariate Behav Res

DOI

EISSN

1532-7906

Publication Date

2019

Volume

54

Issue

3

Start / End Page

338 / 359

Location

United States

Related Subject Headings

  • Social Sciences Methods
  • Multilevel Analysis
  • Latent Class Analysis
  • Humans
  • Data Interpretation, Statistical
  • 52 Psychology
  • 49 Mathematical sciences
  • 35 Commerce, management, tourism and services
  • 17 Psychology and Cognitive Sciences
  • 15 Commerce, Management, Tourism and Services