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Multiplicity Control for Structural Equation Modeling in lavaan

A Practical Workflow for False Discovery Rate Adjustment

Bibliographic Data

ID20650085
AuthorsGiuseppe Corbelli (0000-0002-2864-3548, International Telematic University Uninettuno, Rome, Italy, corresponding author)
Year2026
Pages00131644261442141-00131644261442141
Publication date2026-04-28
Open AccessYes
TypeARTICLE
VenueEducational and Psychological Measurement (JOURNAL)
Journal identifiersISSN: 0013-1644 • E-ISSN: 1552-3888
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/00131644261442141
PMID42064557
OpenAlexW7156893976
LanguageEN
References cited22

Structural equation modeling (SEM) is widely used in educational and behavioral research, but applied SEM often involves simultaneous tests of many structural paths. When many coefficients are evaluated at nominal thresholds, the probability of false positives and the expected number of false discoveries can be substantial even when global fit indices indicate close fit, encouraging substantive interpretation of chance findings. Building on prior work on multiplicity control in SEM, this article presents a practical workflow for false discovery rate (FDR) adjustment of families of SEM parameter tests obtained from fitted lavaan model objects, including the dependence-robust Benjamini-Yekutieli (BY) procedure, and provides an R implementation to support routine use. In a Monte Carlo study (1,000 replications; N = 500) with nine latent factors, a correctly specified measurement model, and an overspecified structural model with 33 candidate regressions (8 non-zero), nominal p lavaan in R, and may substantially reduce false positives with a modest reduction in detected true effects

False discovery rate · False positive paradox · False positives and false negatives · Monte Carlo method · Multiple comparisons problem · Statistical hypothesis testing · Structural equation modeling · Workflow · Behavioral and Psychological Studies · Mental Health Research Topics · Psychometric Methodologies and Testing

  • The preregistration revolution

    Open Access•Brian A Nosek, Charles R Ebersole et al.•Proceedings of the National…•2018

  • Beyond Power Calculations

    Open Access•Andrew Gelman, John Carlin et al.•Perspectives on Psychological…•2014

  • The ironic effect of significant results on the credibility of multiple-study articles.

    Ulrich Schimmack•Psychological Methods•2012

  • Power failure

    Open Access•Katherine S Button, John P A Ioannidis et al.•Nature Reviews Neuroscience•2013

  • The control of the false discovery rate in multiple testing under dependency

    Yoav Benjamini, Daniel Yekutieli•The Annals of Statistics•2001

  • A general method for analysis of covariance structures

    Karl G Jöreskog•Biometrika•1970

  • Cutoff criteria for fit indexes in covariance structure analysis

    Li‐tze Hu, Peter M Bentler•Structural Equation Modeling: A…•1999

  • Controlling the False Discovery Rate

    Open Access•Yoav Benjamini, Yosef Hochberg•Journal of the Royal Statistical…•1995

  • False-Positive Psychology

    Open Access•Joseph P Simmons, L D Nelson et al.•Psychological Science•2011

  • Power analysis and determination of sample size for covariance structure modeling.

    Robert C Maccallum, Michael W Browne et al.•Psychological Methods•1996

  • Structural Equations with Latent Variables

    Open Access•K A Bollen•Structural Equations with Latent…•1989

  • One Hundred Years of Social Psychology Quantitatively Described

    Open Access•F Richard, F D Richard et al.•Review of General Psychology•2003

  • The problem of equivalent models in applications of covariance structure analysis

    Robert C Maccallum, Duane T Wegener et al.•Psychological Bulletin•1993

  • Comparative fit indexes in structural models

    Peter M Bentler•Psychological Bulletin•1990

  • Antifragile

    Open Access•John P A Ioannidis, Nassim Nicholas Taleb et al.•Antifragile•2012

  • Alternative Ways of Assessing Model Fit

    Open Access•Michael W Browne, Robert Cudeck•Sociological Methods & Research•1992

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