Alternative Methods for Assessing Mediation in Multilevel Data: The Advantages of Multilevel SEM

University of Kansas · State University of Management · +2 more institutions

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Abstract

Abstract Multilevel modeling (MLM) is a popular way of assessing mediation effects with clustered data. Two important limitations of this approach have been identified in prior research and a theoretical rationale has been provided for why multilevel structural equation modeling (MSEM) should be preferred. However, to date, no empirical evidence of MSEM's advantages relative to MLM approaches for multilevel mediation analysis has been provided. Nor has it been demonstrated that MSEM performs adequately for mediation analysis in an absolute sense. This study addresses these gaps and finds that the MSEM method outperforms 2 MLM-based techniques in 2-level models in terms of bias and confidence interval coverage…

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875
total citations
FWCI
17.35
Percentile
100%
References
66
Citations per year

Authors

3

Topics & keywords

Keywords
  • Mathematics
  • Mediation
  • Structural equation modeling
  • Confidence interval
  • Statistics
  • Multilevel model
  • Variable (mathematics)
  • Convergence (economics)
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