Measuring social determinants influencing Australian university students’ completion: confirmatory factor analysis

Introduction This study compares the 5-factor and 4-factor models of the Higher Education Success Factor (HESF) framework. Through this research, we aimed to identify the social determinants influencing Australian university students’ completion rates. We analysed responses from 2,248 participants. The social determinants we examined included the social environment, physical environment, economic conditions, health and wellbeing, and individual characteristics. Methods Confirmatory factor analysis was used to validate both models. While both models demonstrated strong and consistent goodness-of-fit measures, the findings reveal that the 4-factor model outperforms the 5-factor model. Results Our findings suggest that the 4-factor model provides a good fit to the modified model and reduces the risk of redundancy and overfitting in evaluating the factors that impact student success. Discussion Based on our findings, we advocate for academic institutions to adopt the HESF model to identify better where students need support, ultimately improving university completion rates in Australia.

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Publication Details

Journal
Frontiers in Education
Published
2025-04-15
DOI
https://doi.org/10.3389/feduc.2025.1568521
Primary Topic
Higher Education Research Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Measuring social determinants influencing Australian university students’ completion: confirmatory factor analysis

Levon Blue, Peter J. Anderson, Angela Baeza, Thu Pham et al.
Frontiers in Education
Higher Education Research Studies
article

Measuring social determinants influencing Australian university students’ completion: confirmatory factor analysis

Levon Blue, Peter J. Anderson, Angela Baeza, Thu Pham, Congcong Xing, Rhetta Chappell
article en

Abstract

Introduction This study compares the 5-factor and 4-factor models of the Higher Education Success Factor (HESF) framework. Through this research, we aimed to identify the social determinants influencing Australian university students’ completion rates. We analysed responses from 2,248 participants. The social determinants we examined included the social environment, physical environment, economic conditions, health and wellbeing, and individual characteristics. Methods Confirmatory factor analysis was used to validate both models. While both models demonstrated strong and consistent goodness-of-fit measures, the findings reveal that the 4-factor model outperforms the 5-factor model. Results Our findings suggest that the 4-factor model provides a good fit to the modified model and reduces the risk of redundancy and overfitting in evaluating the factors that impact student success. Discussion Based on our findings, we advocate for academic institutions to adopt the HESF model to identify better where students need support, ultimately improving university completion rates in Australia.

Frontiers in EducationVol. 10
Griffith University (AU), Queensland University of Technology (AU), The University of Queensland (AU)
Openalex Percentile: Top 93%
Higher Education Research Studies
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Measuring social determinants influencing Australian university students’ completion: confirmatory factor analysis — Levon Blue, Peter J. Anderson, et al. · Frontiers in Education (2025) | TGRS Research Map | TGRS