Conjectures and refutations in cognitive ability structural validity research: Insights from Bayesian structural
Stefan C Dombrowski1, Ryan J McGill2, Gary L Canivez3
1Rider University, United States of America.
Journal of School Psychology
|June 12, 2025
Summary
Bayesian structural equation modeling (BSEM) offers deeper insights into the Wechsler Intelligence Scale for Children-Fifth Edition (WISC-V) structure than traditional methods. A five-factor model with correlated residuals best fits the data, supporting WISC-V score interpretation.
Area of Science:
- Psychometrics
- Cognitive Psychology
- Educational Psychology
Background:
- Traditional factor analysis methods have limitations in fully capturing complex cognitive structures.
- Prior research favored a four-bifactor model for the WISC-V structure.
- Bayesian structural equation modeling (BSEM) offers advanced capabilities for exploring latent variable relationships.
Purpose of the Study:
- To investigate the theoretical structure of the WISC-V using Bayesian structural equation modeling (BSEM).
- To compare the fit of a five-factor higher-order model against a previously preferred four-bifactor model.
- To evaluate the utility of BSEM in advancing intelligence theory and addressing replication issues in cognitive assessment.
Main Methods:
- Bayesian structural equation modeling (BSEM) was employed to analyze the WISC-V structure.
- All cross-loadings and correlated residual terms were specified within the BSEM framework.
- Model fit was compared between a proposed five-factor higher-order model and a four-bifactor model.
Main Results:
- The five-factor higher-order model, with a correlated residual between Visual-Spatial and Fluid Reasoning, demonstrated a superior fit to the WISC-V data.
- No other statistically significant cross-loadings or correlated residual terms were identified in the measurement model.
- The WISC-V ten subtest primary battery achieved simple structure, supporting the manual's interpretation guidelines.
Conclusions:
- BSEM provides a more comprehensive understanding of the WISC-V's theoretical structure compared to traditional methods.
- The findings support the interpretation of WISC-V index scores as outlined in the official manual.
- BSEM serves as a valuable tool for exploring complex cognitive relationships and enhancing structural validity research in psychology.
Keywords:
Bayesian structural equation modelingBifactor modelFactor analysisHigher order modelIntelligence testReplication crisisWISC–VMore Related Videos
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