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Factor Structure and Gender Invariance of the Negative Outcome Expectations Scale Among Latiné Engineering College Students

Bibliographic Data

ID22420454
AuthorsHan Na Suh (0000-0003-2646-616X, University of Hawaii at Hilo, corresponding author), Lisa Y Flores (0000-0002-4585-0952, University of Missouri), Rachel L Navarro (0000-0002-8400-5428, University of North Dakota)
Year2026
Publication date2026-05-25
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Career Assessment (JOURNAL)
Journal identifiersISSN: 1069-0727 • E-ISSN: 1552-4590
PublisherSAGE Publications (PUBLISHER • US)
DOI10.1177/10690727261454662
OpenAlexW7162337111
LanguageEN
References cited44

Using a sample of 883 Latiné engineering students, the present study explored the measurement characteristics of the Negative Outcome Expectations Scale for Engineers (NOES-E), applying advanced psychometric techniques, including bifactor and the exploratory structural equation modeling (ESEM) framework, to ascertain the scale’s most suitable factor structure. Additionally, measurement invariance across Latino and Latina participants was tested to investigate if the scale operates equally across gender groups and whether the latent mean scores are invariant. The results suggested that the bi-factor ESEM provided the best model fit when contrasted with other possible factor structures. The findings generally highlighted the general factor as reflecting the negative outcome expectations, suggesting that the use of total score is advised over the use of individual subscale scores. Findings from the measurement invariance testing across men and women indicated the NOES-E score can be compared between both groups.

Confirmatory factor analysis · Exploratory factor analysis · Measurement invariance · Structural equation modeling · Career Development and Diversity · Education, Achievement, and Giftedness · Psychometric Methodologies and Testing

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