Determinants of Twelfth-Grade Students’ Intentions to Choose Distance Learning
Abstract
This study examines the determinants of twelfth-grade students’ intentions to choose Universitas Terbuka in digital learning. Using an explanatory quantitative approach with a cross-sectional survey design, data from 428 simulated respondents were analyzed באמצעות Partial Least Squares Structural Equation Modeling (PLS-SEM) with SmartPLS 4. The findings reveal that Brand Trust is the strongest predictor of enrolment intention, followed by Perceived Digital Learning Flexibility, Perceived Employability, and Perceived Academic Reputation. The model explains 68.4% of the variance in enrolment intention, indicating strong predictive power. Mediation analysis shows that Brand Trust significantly mediates the effects of all antecedent variables, strengthening their influence on students’ intentions. Additionally, Importance–Performance Map Analysis identifies Brand Trust as the most critical factor requiring strategic improvement. The study concludes that students’ decisions are driven not only by awareness but also by trust, perceived relevance, and career value, highlighting the importance of strengthening institutional credibility in digital higher education.
References
Ahmad, S., Mohd Noor, A. S., Alwan, A. A., Gulzar, Y., Khan, W. Z., & Reegu, F. A. (2023). eLearning acceptance and adoption challenges in higher education. Sustainability, 15(7), 6190. https://doi.org/10.3390/su15076190
Aithal, P. S., & Maiya, A. K. (2023). Development of a new conceptual model for improvement of the quality services of higher education institutions in academic, administrative, and research areas. International Journal of Management, Technology, and Social Sciences (IJMTS), 8(4), 260-308. https://dx.doi.org/10.2139/ssrn.4770790
Aithal, P. S., & Maiya, A. K. (2023). Innovations in higher education industry–Shaping the future. International Journal of Case Studies in Business, IT, and Education (IJCSBE), 7(4), 283-311.
Al-Mekhlafi, A. G., Zaneldin, E., Ahmed, W., Kazim, H. Y., & Jadhav, M. D. (2025). The effectiveness of using blended learning in higher education: students’ perception. Cogent Education, 12(1), 2455228.
Alotaibi, B. A., Alamri, M. A., Almutairi, M. A., Alomair, F. M., & Aleid, N. H. (2024). Students’ satisfaction and learning experiences at higher education institutions in Saudi Arabia. Frontiers in Education, 9, Article 1335663. https://doi.org/10.3389/feduc.2024.1335663
Bagdi, H., & Bulsara, H. P. (2023). Understanding the role of perceived enjoyment, self-efficacy and system accessibility: digital natives' online learning intentions. Journal of Applied Research in Higher Education, 15(5), 1618-1631. https://doi.org/10.1108/JARHE-09-2022-0302
Barrie, S., Ginns, P., & Prosser, M. (2005). Early impact and outcomes of an institutionally aligned, student focused learning perspective on teaching quality assurance. Assessment & Evaluation in Higher Education, 30(6), 641-656.
Battestilli, L., Bohórquez, E. B., Khan, S., & Meral, C. (2023, July). Exploring students' perceptions and engagement in hybrid flexible courses. In Proceedings of the Tenth ACM Conference on Learning@ Scale (pp. 110-119).
Cheah, J.-H., Magno, F., & Cassia, F. (2024). Reviewing the SmartPLS 4 software: The latest features and enhancements. Journal of Marketing Analytics, 12(1), 97–107. https://doi.org/10.1057/s41270-023-00266-y
De-Juan-Vigaray, M. D., Ledesma-Chaves, P., González-Gascón, E., & Gil-Cordero, E. (2024). Student satisfaction: Examining capacity development and environmental factors in higher education institutions. Heliyon, 10(18), e36699. https://doi.org/10.1016/j.heliyon.2024.e36699
Ghorbanzadeh, D., Rahehagh, A., & Najarzadeh, M. (2024). Determinants of university brand loyalty in an emerging higher education market. Journal of Applied Research in Higher Education, 16(5), 2075–2090. https://doi.org/10.1108/JARHE-10-2023-0494
Gold, N. O., Coovadia, H., & Mahmood, T. (2025, August). Critical thinking development in a Quality Matters-based online learning: student insights from a South African higher education context. In Frontiers in Education (Vol. 10, p. 1642266). Frontiers Media SA. https://doi.org/10.3389/feduc.2025.1642266
Hair, J. F., Sarstedt, M., Ringle, C. M., Liu, Y., & Gudergan, S. P. (2024). Going beyond the untold facts in PLS-SEM and moving forward. European Journal of Marketing, 58(13), 81–106. https://doi.org/10.1108/EJM-09-2024-1254
Hart, P. F., Gbadamosi, A., Sogbossi Bocco, B., & Claudine Kafui, A. (2024). Higher education institution choice in developed and developing countries: A systematic literature review. Studies in Higher Education, 49(5), 933–952. https://doi.org/10.1080/03075079.2023.2293926
Herbert, B., Fischer, J., & Klieme, E. (2022). How valid are student perceptions of teaching quality across education systems? Learning and Instruction, 82, 101652. https://doi.org/10.1016/j.learninstruc.2022.101652
Juhaidi, A. (2024). University choice factors: A case of two types of higher education in the third-largest island in the world. Cogent Social Sciences, 10(1), 2367731. https://doi.org/10.1080/23311886.2024.2367731
Kartal, M., & Bıkmaz, F. (2025). Establishing Standards for Learner-Centered Education in Higher Education: A Comprehensive Framework for Türkiye. e-Kafkas Journal of Educational Research, 12(3), 700-740. https://doi.org/10.30900/kafkasegt.1608207
Khan, J., & Hemsley-Brown, J. (2024). Student satisfaction: The role of expectations in mitigating the pain of paying fees. Journal of Marketing for Higher Education, 34(1), 178–200. https://doi.org/10.1080/08841241.2021.1973646
Khlaif, Z. N., Salameh, N., Ajouz, M., Mousa, A., Itmazi, J., Alwawi, A., & Alkaissi, A. (2025). Using Generative AI in nursing education: Students’ perceptions. BMC Medical Education, 25(1), 926. https://doi.org/10.1186/s12909-025-07416-z
Kish-Gephart, J. J., Moergen, K. J., Tilton, J. D., & Gray, B. (2023). Social class and work: A review and organizing framework. Journal of Management, 49(1), 509-565.
Kuluşaklı, E. (2025). Student engagement and flexibility in distance learning in higher education. SAGE Open, 15(1). https://doi.org/10.1177/21582440251329979
Kuluşaklı, E. (2025). Student engagement and flexibility in distance learning in higher education. SAGE Open, 15(1), 21582440251329979. https://doi.org/10.1177/21582440251329979
Liu, S., & Ghasemy, M. (2025). Research progress and frontiers of the university brand: a bibliometric review between 2003 and 2024. Journal of Applied Research in Higher Education, 1-22.
Ludwig, E. (2024). Time, labor, and legitimacy: Examining the discourses of online learning in public university marketing. International Journal of Qualitative Studies in Education, 37(8), 2251-2266. https://doi.org/10.1080/09518398.2024.2318267
Maier, C., Laumer, S., Eckhardt, A., & Weitzel, T. (2023). Cross-sectional research: A critical perspective, use cases, and recommendatio ns. Information Systems Journal, 33(2), 427–455. https://doi.org/10.1111/isj.12404
Mayasari, A., Arifudin, O., Herawati, S., Rosanti, A., & Prayogi, R. A. (2024). Optimizing Student Management to Improve Educational Service Quality: A Qualitative Case Study in Integrated Islamic Elementary Schools. EDUKASIA Jurnal Pendidikan dan Pembelajaran, 5(2), 799-808. https://doi.org/10.62775/edukasia.v5i2.1965
Mendoza-Villafaina, J., & López-Mosquera, N. (2024). Educational experience, university satisfaction and institutional reputation: Implications for university sustainability. The International Journal of Management Education, 22(3), 101013. https://doi.org/10.1016/j.ijme.2024.101013
Müller, C., Mildenberger, T., & Steingruber, D. (2023). Learning effectiveness of a flexible learning study programme in a blended learning design: why are some courses more effective than others?. International journal of educational technology in higher education, 20(1), 10. https://doi.org/10.1186/s41239-022-00379-x
Osman, Z., Kasbun, N., & Mohamad, R. K. (2024). Unearthing the Intention to Use Mobile Learning among Students in Online Flexible Distance Learning Higher Education Institutions. International Journal of Academic Research in Business and Social Sciences, 14(7), 1197-1214.
Papaneophytou, C., & Nicolaou, S. A. (2025). Promoting critical thinking in biological sciences in the era of artificial intelligence: The role of higher education. Trends in Higher Education, 4(2), 24. https://doi.org/10.3390/higheredu4020024
Rehman, T. U. (2025). The transformative impact and evolving landscape: A comprehensive exploration of the globalization of higher education in the 21st century. Journal of Further and Higher Education, 49(3), 346-361. https://doi.org/10.1080/0309877X.2025.2457537
Sajjanit, C., & Rompho, N. (2025). The Model of Student-University Relationship Development: The Role of University Brand Love. Review of Marketing Science, 23(1), 429-462.
Sarstedt, M., & Moisescu, O.-I. (2024). Quantifying uncertainty in PLS-SEM-based mediation analyses. Journal of Marketing Analytics, 12(1), 87–96. https://doi.org/10.1057/s41270-023-00231-9
Sarstedt, M., Liu, Y., Ringle, C. M., & Gudergan, S. P. (2024). Advanced marketing analytics using partial least squares structural equation modeling (PLS-SEM). Journal of Marketing Analytics, 12(1), 1–5. https://doi.org/10.1057/s41270-023-00279-7
Sarstedt, M., Richter, N. F., Hauff, S., & Ringle, C. M. (2024). Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS-SEM): A SmartPLS 4 tutorial. Journal of Marketing Analytics, 12(4), 746–760. https://doi.org/10.1057/s41270-024-00325-y
Slimi, Z., Benayoune, A., & Alemu, A. E. (2025). Students’ perceptions of artificial intelligence integration in higher education. European Journal of Educational Research, 14(2), 471-484.
Stoica, D., Păunescu, C., Popescu, D. I., & Găucă, O. C. (2025). Knowledge-driven reputation management in higher education: Dimensions, stakeholder perceptions, and strategic implications. Journal of Innovation & Knowledge, 10(3), 100643. https://doi.org/10.1016/j.jik.2025.100643
Tessema, D. H., Yesilada, F., Aghaei, I., & Ahmed, J. N. (2024). Influence of perceived service quality on word-of-mouth: The mediating role of brand trust and student satisfaction. Journal of Applied Research in Higher Education, 17(6), 2293–2312. https://doi.org/10.1108/JARHE-06-2024-0299
Treve, M. (2024). Comparative analysis of teacher-centered and student-centered learning in the context of higher education: A co-word analysis. Iberoamerican Journal of Science Measurement and Communication, 4(2), 3.
Ul Hassan, M., Murtaza, A., & Rashid, K. (2025). Redefining higher education institutions (HEIs) in the era of globalisation and global crises: A proposal for future sustainability. European Journal of Education, 60(1), e12822.
Vaithilingam, S., Ong, C. S., Moisescu, O. I., & Nair, M. S. (2024). Robustness checks in PLS-SEM: A review of recent practices and recommendations for future applications in business research. Journal of Business Research, 173, 114465. https://doi.org/10.1016/j.jbusres.2023.114465
Zhang, Q., & Hou, Y. (2024). Exploring the differential effects of face-to-face and e-learning approaches on learning outcomes, retention, and student engagement in English language education. Journal of Social Sciences and Economics, 3(2), 100-108. https://doi.org/10.61363/4nqn0785
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