Estimating Generalizability to a Latent Variable Common to All of a Scale's Indicators: A Comparison of Estimators for ω h
Abstract
The extent to which a scale score generalizes to a latent variable common to all of the scale's indicators is indexed by the scale's general factor saturation. Seven techniques for estimating this parameter—omega hierarchical (ω h )—are compared in a series of simulated data sets. Primary comparisons were based on 160 artificial data sets simulating perfectly simple and symmetric structures that contained four group factors, and an additional 200 artificial data sets confirmed large standard deviations for two methods in these simulations when a general factor was absent. Major findings were replicated in a series of 40 additional artificial data sets based on the structure of a real scale widely believed to contain three group factors of unequal size and less than perfectly simple structure. The results suggest that alpha and methods based on either the first unrotated principal factor or component should be rejected as estimates of ω h .
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The omega estimate for the full Eyes Test is most likely inflated because of the test's length, given that many items are unrelated to one another and in many instances negatively related.
“However, given that many of the items are unrelated to one another, and in many instances, negatively related, this estimate is most likely inflated because of the test's length (Nunnally and Bernstein, 1994; Zinbarg et al., 2006).”
From A psychometric analysis of the reading the mind in the eyes test: toward a brief form for research and applied settings (2015) · cites this paper as Zinbarg et al., 2006
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“That is, the ASI has been consistently found to contain three group factors, with one group factor much larger than the other two and with several indicators having group factor cross-loadings (e.g., Mohlman & Zinbarg, 2000; Zinbarg et al., 1997; Zinbarg et al., 1999).”
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- Authors
- Zinbarg, R. E., Yovel, I., Revelle, W., & McDonald, R. P.
- Affiliations
- Northwestern University (US)
- University of Illinois Urbana-Champaign (US)
- Venue
- Applied Psychological Measurement
- Publisher
- SAGE Publications
- Published
- 2006-03
- Volume
- 30
- Issue
- 2
- Pages
- 121-144
- ISSN
- 0146-6216 (ISSN-L)
- 1552-3497
- OpenAlex
- W2154125672
- Cited by
- 422
- References
- 3
- Citations by year
- 2026: 16 · 2025: 23 · 2024: 35 · 2023: 32 · 2022: 23 · 2021: 36 · 2020: 41 · 2019: 24 · 2018: 35 · 2017: 33 · 2016: 27 · 2015: 21 · 2014: 12 · 2013: 16 · 2012: 13
- FWCI
- 6.27
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Applied Psychological Measurement (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Keywords
- omega hierarchical, hierarchical factor structure, Cronbach's alpha, simple structure
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