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The structure of student engagement in online learning

A bi‐factor exploratory structural equation modelling approach

Bibliographic Data

ID21499345
AuthorsVo Ngoc Hoi (0000-0001-5962-8108, Department of Foreign Languages Quy Nhon University Quy Nhon Vietnam, corresponding author), Ho Le Hang (Department of Foreign Languages Ho Chi Minh City Open University Ho Chi Minh City Vietnam)
Year2021
Volume37
Issue4
Pages1141-1153
Publication date2021-08-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Computer Assisted Learning (JOURNAL)
Journal identifiersISSN: 0266-4909 • E-ISSN: 1365-2729
PublisherWiley (PUBLISHER • GB)
DOI10.1111/jcal.12551
OpenAlexW3154207661
LanguageEN
Citations received40
References cited53

Enhancing student engagement plays a critical role in reducing student drop‐out rate in online learning as students usually feel isolated and disconnected in this learning environment. This requires a clear conceptualization of the student engagement construct and its underlying structure. However, the conceptual understanding of the student engagement construct has long been impeded by the inconsistency in its multidimensional structure and the conceptual ambiguity among its components. This study aims to examine the underlying structure of student engagement in online learning based on the bi‐factor exploratory structure equation modelling framework (B‐ESEM). Four competing models representing the underlying structure of student engagement in online learning were compared based on their degree of fit to survey data from 363 students in an online undergraduate program. Students' responses to the online learning engagement questionnaire were best represented by a B‐ESEM model that provided simultaneous assessment of a global engagement factor and specific factors of behavioural, cognitive, affective and social engagement while controlling for item cross‐loadings. However, behavioural engagement only retained limited specificity once the global engagement factor was taken into account. The study findings offer a solution to reconcile the inconsistency in the multidimensional structure of student engagement and reduce the conceptual ambiguity among its components, thus contribute to better measuring student engagement in online learning

Ambiguity · Conceptualization · Developmental psychology · Exploratory factor analysis · Mathematics education · Psychometrics · Structural equation modeling · Student engagement · Computer Science · Grit, Self-Efficacy, and Motivation · Online and Blended Learning · Online Learning and Analytics · Psychology · Social Psychology · Artificial Intelligence

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  • Towards Clarification of the Second Language Learner Engagement Construct

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  • IT mindfulness and AI literacy shape lifelong learning orientation through student engagement and learning agency in AI-enhanced online learning

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  • Understanding Student Engagement in AI ‐Assisted Learning in Higher Education

    Open Access•Ping Xu, Xu Ping et al.•European Journal of Education•2026

  • L2 Self-Guides, Achievement Emotions, and Engagement in AI-Mediated Informal Digital Learning of English

    Open Access•Xiaochen Wang, Yang Gao et al.•The Asia-Pacific Education…•2026

  • Engagement des étudiants

    Open Access•Géraldine Heilporn, Sawsen Lakhal et al.•Mesure et évaluation en éducation•2021

  • Student engagement

    Open Access•Géraldine Heilporn, Sawsen Lakhal et al.•Mesure et évaluation en éducation•2020

  • Examining the impact of student characteristics on E-learning satisfaction

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    Open Access•Xinyi Song, Haimei Zhang et al.•Interactive Learning Environments•2026

  • The effects of group awareness tools on student engagement with peer feedback in online collaborative writing environments

    You Su, Jing Ren et al.•Interactive Learning Environments•2024

  • Effects of real-time danmaku interaction on student engagement in live video-streaming teaching

    Min Zhang, Qiang Jiang et al.•Interactive Learning Environments•2025

  • Measuring students’ perception of an engaging online learning environment

    Open Access•Vo Ngoc Hoi•Educational Technology Research…•2022

  • Effect of student responsiveness to instructional innovation on student engagement in semi-synchronous online learning environments

    Open Access•Aneeshta Gunness, Margaret Jekanyika Matanda et al.•Computers & Education•2023

  • Online learning environment and student engagement

    Open Access•Vo Ngoc Hoi, H L Ho et al.•The Australian Educational…•2024

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  • The influence of social media literacy on student engagement in online learning

    Open Access•Quoc Hoa Tran-Duong, Ngoc‐Tram Vo‐Thi•Journal of Computer Assisted…•2023

  • Cognitive Engagement in Online Learning Environments

    Open Access•Yafei Shi, Qianqian Dong et al.•Journal of Computer Assisted…•2026

  • Exploring the roles of online learning engagement, achievement goals, and self-efficacy in internet-specific epistemic justification

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    Open Access•Jinfen Xu, Juan Li•European Journal of Education•2024

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    Open Access•Xiaomeng Li, Falian Zhang et al.•British Journal of Educational…•2024

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  • Exploring Chinese college students’ engagement in an online EAP course

    Open Access•Fengjuan Zhang, Zihan Zhang•System•2023

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    Open Access•Yafei Shi, Shen Jun-li et al.•Acta Psychologica•2025

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  • The predictive effect of perceived teacher support on college EFL learners’ online learning engagement

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  • The impact of AI tools enabled student engagement on academic performance, employability, and empowerment in Ha'il Region, Saudi Arabia

    Open Access•Ajay Singh, Harman Preet Singh et al.•Acta Psychologica•2025

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    Open Access•Phil Hiver, Phung Dao•TESOL Quarterly•2025

  • Measuring student engagement in technology-mediated learning

    Open Access•Curtis R Henrie, Lisa R Halverson et al.•Computers & Education•2015

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  • Situational interest, computer self‐efficacy and self‐regulation

    Open Access•Jerry Chih-Yuan Sun, Jerry Chih‐Yuan Sun et al.•British Journal of Educational…•2012

  • The Measurement of Student Engagement

    Open Access•Jennifer A Fredricks, Wendy McColskey•Handbook of Research on Student…•2012

  • To what extent do teacher–student interaction quality and student gender contribute to fifth graders’ engagement in mathematics learning?

    Sara E Rimm‐kaufman, Alison E Baroody et al.•Journal of Educational Psychology•2015

  • Measuring cognitive and psychological engagement

    Open Access•James J Appleton, Sandra L Christenson et al.•Journal of School Psychology•2006

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    André Beauducel, Philipp Y Herzberg et al.•Structural Equation Modeling: A…•2006

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  • The Theoretical Foundations of Principal Factor Analysis, Canonical Factor Analysis, and Alpha Factor Analysis

    Open Access•Roderick P McDonald•British Journal of Mathematical…•1970

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    George D Kuh, Ty M Cruce et al.•The Journal of Higher Education•2008

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    Open Access•Michael Bond, Katja Buntins et al.•International Journal of…•2020

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    Open Access•Thomas J Dunn, Thom Baguley et al.•British Journal of Psychology•2014

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    Open Access•Chyna J Miller, H Nimal Perera et al.•British Journal of Educational…•2021

  • Framing student engagement in higher education

    Ella R Kahu, Ella Kahu•Studies in Higher Education•2013

Unique citing works40
Citations per year6,67
Citation span2020 - 2026 (7)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 40

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