articleMultivariate Behavioral ResearchSep 30, 2011BRONZE OA

Bias in Cross-Sectional Analyses of Longitudinal Mediation: Partial and Complete Mediation Under an Autoregressive Model

University of Notre Dame · Vanderbilt University

PubMed
Indexed incrossrefpubmed

Abstract

Maxwell and Cole (2007) showed that cross-sectional approaches to mediation typically generate substantially biased estimates of longitudinal parameters in the special case of complete mediation. However, their results did not apply to the more typical case of partial mediation. We extend their previous work by showing that substantial bias can also occur with partial mediation. In particular, cross-sectional analyses can imply the existence of a substantial indirect effect even when the true longitudinal indirect effect is zero. Thus, a variable that is found to be a strong mediator in a cross-sectional analysis may not be a mediator at all in a longitudinal analysis. In addition, we show that very different…

Citation impact

1,226
total citations
FWCI
16.75
Percentile
100%
References
48
Citations per year

Authors

3

Topics & keywords

Keywords
  • Mediation
  • Interpretability
  • Autoregressive model
  • Econometrics
  • Cross-sectional study
  • Structural equation modeling
  • Psychology
  • Variety (cybernetics)
No related works found for this paper.