The rise of private distance universities: a text-mining analysis of student satisfaction through the lens of self-determination theory

  • Daniel Otto Faculty of Economics and Management, European University for Innovation and Perspective, Backnang, Germany
  • Verena Eickhoff Institute for Technical Education and University Didactics, Hamburg University of Technology, Hamburg, Germany
Keywords: private universities, distance education, self-determination theory, text mining, student satisfaction

Abstract

Private universities are increasingly shaping the global higher education landscape, with distance education playing a key role in their expansion. While research has explored institutional and policy factors influencing private higher education, the role of student satisfaction within this framework remains underexamined. This study addresses this gap by analysing the success factors of private distance universities from a student perspective. Utilising text mining on over 10,000 student reviews from a public rating platform, a co-occurrence network analysis identified key themes linked to student satisfaction. The findings reveal that private distance universities successfully fulfil the core psychological needs of autonomy, competence, and relatedness, as outlined in Self-Determination Theory. Flexible study structures, accessible digital learning environments, and effective student support systems emerged as crucial factors. These insights align with international research, emphasising that distance education facilitates self-directed learning but requires robust institutional support to foster competence and engagement. This study contributes to the field of higher education and distance learning research by demonstrating the impact of technology-enhanced learning environments on student satisfaction. It calls for comparative studies between private and public distance universities, underscoring the need for longitudinal analyses of evolving student expectations and digital education models in a global context.

Downloads

Download data is not yet available.

References


Alvarez, I., Guasch, T., & Espasa, A. (2009). University teacher roles and competencies in online learning environments: A theoretical analysis of teaching and learning practices. European Journal of Teacher Education, 32(3), 321–336. https://doi.org/10.1080/02619760802624104




Arif, S., Ilyas, M., & Hameed, A. (2013). Student satisfaction and impact of leadership in private universities. The TQM Journal, 25(4), 399–416. https://doi.org/10.1108/17542731311314881




Brockhoff, K. (2011). Erfolgsfaktoren privater Hochschulen. Zeitschrift für Betriebswirtschaft, 81(S4), 5–31. https://doi.org/10.1007/s11573-011-0468-5




Chiu, T. K. F. (2022). Applying the self-determination theory (SDT) to explain student engagement in online learning during the COVID-19 pandemic. Journal of Research on Technology in Education, 54(Suppl. 1), S14–S30. https://doi.org/10.1080/15391523.2021.1891998




Deci, E. L., & Ryan, R. M. (2000). The ‘what’ and ‘why’ of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268. https://doi.org/10.1207/S15327965PLI1104_01




Deng, R., & Benckendorff, P. (2021). What are the key themes associated with the positive learning experience in MOOCs? An empirical investigation of learners’ ratings and reviews: An empirical investigation of learners’ ratings and reviews. International Journal of Educational Technology in Higher Education, 18(1), 1–28. https://doi.org/10.1186/s41239-021-00244-3




Deshanta Ibnugraha, P., Edi Nugroho, L., & Insap Santosa, P. (2018). An approach for risk estimation in information security using text mining and Jaccard method. Bulletin of Electrical Engineering and Informatics, 7(3), 393–399. https://doi.org/10.11591/eei.v7i3.847




Fojtík, R. (2018). Problems of distance education. International Journal of Information and Communication Technologies in Education, 7(1), 14–23. https://doi.org/10.2478/ijicte-2018-0002




Garrison, D. R., Cleveland-Innes, M., & Fung, T. S. (2010). Exploring causal relationships among teaching, cognitive and social presence: Student perceptions of the community of inquiry framework. Internet and Higher Education, 13(1–2), 31–36. https://doi.org/10.1016/j.iheduc.2009.10.002




Hachmeister, C.-D. (2025). Private und kirchliche Hochschulen: CHE Hochschuldaten. Retrieved from https://hochschuldaten.che.de/private-und-kirchliche-hochschulen-2025/




Hassani, H. et al. (2020). Text mining in big data analytics. Big Data and Cognitive Computing, 4(1), 1. https://doi.org/10.3390/bdcc4010001




Higuchi, K. (2016). A two-step approach to quantitative content analysis: KH coder tutorial using Anne of Green Gables (Part I). Ritsumeikan Social Sciences Review, 52(12), 77–91.




Hsu, H.-C. K., Wang, C. V., & Levesque-Bristol, C. (2019). Reexamining the impact of self-determination theory on learning outcomes in the online learning environment. Education and Information Technologies, 24(3), 2159–2174. https://doi.org/10.1007/s10639-019-09863-w




Hüsch, M. (2024). Trend zum Fernstudium: Überblick über das aktuelle Studienangebot, die Entwicklung der Studierendenzahlen und Implikationen für die Hochschulforschung. Beiträge Zur Hochschulforschung, 46(2), 10–33. Retrieved from https://www.bzh.bayern.de/fileadmin/user_upload/Publikationen/Beitraege_zur_Hochschulforschung/2024/2024-2-Huesch.pdf




IFC. (2021). Higher Education: Meeting the Needs of Emerging Markets. International Finance Corporation. Retrieved from https://www.ifc.org




IFC. (2022). Annual Report on Educational Investments. International Finance Corporation. Retrieved from https://www.ifc.org/en/what-we-do/sector-expertise/education




Khondkar, M., & Muzareba, A. M. (2024). An empirical study of student satisfaction at selected private universities in Bangladesh. Journal of Educational Research and Practice, 14(1), 195–211. https://doi.org/10.5590/JERAP.2024.14.1.13




Kroher, M. et al. (2023). Die Studierendenbefragung in Deutschland: 22. Sozialerhebung: die wirtschaftliche und soziale Lage der Studierenden in Deutschland 2021. LCSS Working Papers; 14. Leibniz Centre for Social Sciences (GESIS), Cologne.




Lacka, E., Wong, T. C., & Haddoud, M. Y. (2021). Can digital technologies improve students’ efficiency? Exploring the role of virtual learning environment and social media use in higher education. Computers & Education, 163, 104099. https://doi.org/10.1016/j.compedu.2020.104099




Lee, E., Pate, J. A., & Cozart, D. (2015). Autonomy support for online students. TechTrends, 59(4), 54–61. https://doi.org/10.1007/s11528-015-0871-9




Lee, S.-W. et al. (2021). A difference of multimedia consumer’s rating and review through sentiment analysis. Multimedia Tools and Applications, 80(26–27), 34625–34642. https://doi.org/10.1007/s11042-020-08820-x




Leonnard, L. (2023). Antecedents of private university student’s satisfaction: The effect of traditional and electronic service quality. Journal on Efficiency and Responsibility in Education and Science, 14(3), 154–166. https://doi.org/10.7160/eriesj.2021.140303




Levy, D. C. (2018). Global private higher education: An empirical profile of its size and geographical shape. Higher Education, 76(4), 701–715. https://doi.org/10.1007/s10734-018-0233-6




Levy, D. C. (2024). A World of Private Higher Education. 1st edn. Oxford University Press. https://doi.org/10.1093/oso/9780198903529.001.0001




Lucero, H. et al. (2021). Assessment of e-learning readiness of faculty members and students in the government and private higher education institutions in the Philippines. International Journal of Computing Sciences Research, 5(1), 398–406. https://doi.org/10.25147/ijcsr.2017.001.1.48




Luo, Y., Lin, J., & Yang, Y. (2021). Students’ motivation and continued intention with online self-regulated learning: A self-determination theory perspective. Zeitschrift Fur Erziehungswissenschaft: ZfE, 24(6), 1379–1399. https://doi.org/10.1007/s11618-021-01042-3




Marginson, S. (2016). The worldwide trend to high participation higher education: Dynamics of social stratification in inclusive systems. Higher Education, 72(4), 413–434. https://doi.org/10.1007/s10734-016-0016-x




Martin, F., Wang, C., & Sadaf, A. (2018). Student perception of helpfulness of facilitation strategies that enhance instructor presence, connectedness, engagement and learning in online courses. Internet and Higher Education, 37, 52–65. https://doi.org/10.1016/j.iheduc.2018.01.003




Mitchell, R. (2018). Web Scraping with Python: Collecting More Data from the Modern Web. 2nd edn. O’Reilly.




Muzammil, M., Sutawijaya, A., & Harsasi, M. (2020). Investigating student satisfaction in online learning: The role of student interaction and engagement in distance learning university. Turkish Online Journal of Distance Education, 21(Special Issue-IODL), 88–96. https://doi.org/10.17718/tojde.770928




National Center for Education Statistics. (2023). Postbaccalaureate Enrollment. Condition of Education. U.S. Department of Education, Institute of Education Sciences. Retrieved from https://nces.ed.gov/programs/coe/indicator/chb




Nhan, P. N. T. et al. (2022). The relationship between online learning and student satisfaction with training quality in private universities during the COVID-19 pandemic. Journal of Education and E-Learning Research, 9(1), 8–16. https://doi.org/10.20448/jeelr.v9i1.3660




Otto, D. (2018). Using virtual mobility and digital storytelling in blended learning: Analysing students’ experiences. Turkish Online Journal of Distance Education, 94(4), 90–103. https://doi.org/10.17718/tojde.471657




Philipps, A. (2024). Nichtöffentliche Hochschulen in Deutschland Scoping Review zur empirischen Forschung Axel Philipps. HoF-Arbeitsberichte: Vol. 127. Institut für Hochschulforschung Wittenberg.




Ryan, R. M., & Deci, E. L. (2020). Intrinsic and extrinsic motivation from a self-determination theory perspective: Definitions, theory, practices, and future directions. Contemporary Educational Psychology, 61, 101860. https://doi.org/10.1016/j.cedpsych.2020.101860




Sajida, S., & Kusumasari, B. (2023). Critical success factors of public-private partnerships in the education sector. Public Administration and Policy, 26(3), 309–320. https://doi.org/10.1108/PAP-11-2022-0127




Segev, E. (Ed.). (2022). Semantic Network Analysis in Social Sciences. Routledge.




Selwyn, N. (2019). Should Robots Replace Teachers? AI and the Future of Education. John Wiley & Sons.




Spitzmüller, J., & Warnke, I. (2011). Diskurslinguistik: Eine Einführung in Theorien und Methoden der transtextuellen Sprachanalyse. De Gruyter.




Statistisches Bundesamt. (2024). Statistik der Studierenden: Wintersemester 2023/2024. Retrieved from https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bildung-Forschung-Kultur/Hochschulen/Publikationen/Downloads-Hochschulen/statistischer-bericht-studierende-hochschulen-endg-2110410247005.xlsx




Tilak, J. B. G. (2025). The ever-growing private higher education, critical yet underexamined. Higher Education, 89(5), 1445–1450. https://doi.org/10.1007/s10734-024-01269-z




Valdés, K. N., y Alpera, S. Q., & Cerdá Suárez, L. M. (2021). An institutional perspective for evaluating digital transformation in higher education: Insights from the Chilean case. Sustainability, 13(17), 9850. https://doi.org/10.3390/su13179850




Venkateswarlu, P., Malaviya, S., & Vinay, M. (2020). Determinants of the satisfaction of students studying in private universities – Application of Kano model. Theoretical Economics Letters, 10(1), 1–16. https://doi.org/10.4236/tel.2020.101001




Vianden, J., & Yakaboski, T. (2017). Critical incidents of student satisfaction at German universities. International Journal of Educational Management, 31(7), 944–957. https://doi.org/10.1108/IJEM-06-2015-0071




Vonderwell, S., & Zachariah, S. (2005). Factors that influence participation in online learning. Journal of Research on Technology in Education, 38(2), 213–230. https://doi.org/10.1080/15391523.2005.10782457




Vuopala, E., Hyvönen, P., & Järvelä, S. (2016). Interaction forms in successful collaborative learning in virtual learning environments. Active Learning in Higher Education, 17(1), 25–38. https://doi.org/10.1177/1469787415616730




Wang, W., Liu, H., & Wu, Y. J. (2025). Effects of sentiment discreteness on MOOCs’ disconfirmation: Text analytics in online reviews. Interactive Learning Environments, 33(3), 2099–2116. https://doi.org/10.1080/10494820.2024.2391050




Wang, X. et al. (2021). Analyzing instructional design quality and students’ reviews of 18 courses out of the Class Central Top 20 MOOCs through systematic and sentiment analyses. Internet and Higher Education, 50, 100810. https://doi.org/10.1016/j.iheduc.2021.100810




Xu, D., & Jaggars, S. S. (2014). Performance gaps between online and face-to-face courses: Differences across types of students and academic subject areas. The Journal of Higher Education, 85(5), 633–659. https://doi.org/10.1080/00221546.2014.11777343




Zawacki-Richter, O. (2021). The current state and impact of Covid-19 on digital higher education in Germany. Human Behavior and Emerging Technologies, 3(1), 218–226. https://doi.org/10.1002/hbe2.238




Zawacki-Richter, O. (2023). Handbook of Open, Distance and Digital Education. Springer. Retrieved from https://ebookcentral.proquest.com/lib/kxp/detail.action?docID=7165647




Zawacki-Richter, O., & Jung, I. (2023). Shaping the field of open, distance, and digital education. In, Zawacki-Richter, O. & Jung, I. (Eds.), Handbook of Open, Distance and Digital Education. Springer Nature Singapore, 3–12. https://doi.org/10.1007/978-981-19-2080-6_94




Zawacki-Richter, O., & Naidu, S. (2016). Mapping research trends from 35 years of publications in distance education. Distance Education, 37(3), 245–269. https://doi.org/10.1080/01587919.2016.1185079


Published
2025-09-19
How to Cite
Otto , D., & Eickhoff , V. (2025). The rise of private distance universities: a text-mining analysis of student satisfaction through the lens of self-determination theory. Research in Learning Technology, 33. https://doi.org/10.25304/rlt.v33.3452
Section
Original Research Articles