Global Trends in Higher Education and Learning Technology: A Comprehensive Bibliometric Study

Authors

  • Syamsidar Saleng Universitas Muhammadiyah Makassar, South Sulawesi, Indonesia
  • Muhammad Yaumi Universitas Islam Negeri Alauddin Makassar, South Sulawesi, Indonesia
  • Sukmawati Sukmawati Universitas Muhammadiyah Makassar, South Sulawesi, Indonesia

DOI:

https://doi.org/10.59175/pijed.v4i2.744

Keywords:

Artificial Intelligence, Bibliometric Analysis, Higher Education, Independent Learning, Learning Technology

Abstract

This study examines the decade-long development of research on independent learning, higher education, and learning technology from 2016 to 2025, addressing the lack of a holistic synthesis that integrates trends, collaboration patterns, and thematic evolution in this interdisciplinary field. Using a bibliometric approach, data were extracted from the Scopus database (n = 697) and analyzed through VOSviewer and Biblioshiny to map the intellectual, conceptual, and social structures of the domain. The results reveal a substantial increase in research output, particularly between 2022 and 2024, with China, Indonesia, and Malaysia emerging as leading contributors and authors such as Zhang X. and Wang X. playing central roles. Influential publication venues include the International Journal of Educational Technology in Higher Education and Sustainability. Keyword analyses highlight dominant themes such as higher education, e-learning, and artificial intelligence, alongside emerging topics including ChatGPT, gamification, and machine learning, indicating a shift toward personalized and intelligent learning environments. These findings underscore the accelerating global transformation of technology-enhanced education and point to the need for further research that integrates pedagogical, technological, and policy perspectives to support the development of adaptive and equitable learning ecosystems.

References

Aria, M., & Cuccurullo, C. (2017). Bibliometrix: An R-tool for Comprehensive Science Mapping Analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007

Aria, M., Cuccurullo, C., D’Aniello, Misuraca, M., & Spano, M. (2024). Comparative Science Mapping: A Novel Conceptual Structure Analysis with Metadata. Scientometrics, 129, 7055–7081. https://doi.org/10.1007/s11192-024-05161-6

Böck, F., Deuerling, A., & Landes, D. (2025). Adaptive Learning Environment Reference Architecture for an Optimised Learning Process. IEEE Global Engineering Education Conference, EDUCON. https://doi.org/10.1109/EDUCON62633.2025.11016496

Chen, J., Luo, Y., Li, H., Zhang, X., Yang, Z., Yu, P., Huang, J., Li, J., & Wu, Z. (2024). Evaluating the Effectiveness of a Novel Digital Evaluation Technology on Dental Preclinical Crown Preparation Training. Journal of Dental Education, 88(7), 983–993. https://doi.org/10.1002/jdd.13518

Cheng, P., Mao, L.-F., Shen, W.-H., & Yan, Y.-L. (2025). Electromigration Failures in Integrated Circuits: A Review of Physics-Based Models and Analytical Methods. Electronics (Switzerland), 14(15). https://doi.org/10.3390/electronics14153151

Cheng, Y., Yue, D., Yan, L., Tong, Q., Zhang, J., Zhao, Y., & Li, K. (2025). Optimization and Realization Path of Moral Education Flipped Classroom Teaching Model Based on Intelligent Computing in Colleges and Universities. Journal of Combinatorial Mathematics and Combinatorial Computing, 127a, 8379–8396. https://doi.org/10.61091/jcmcc127a-462

Colque-Quispe, L. W., Sánchez-Aguirre, F. M., Arias-Camanera, J. A., Yucra-Choque, J. L., Correa-Vásquez, D., & Rodriguez-Barboza, J. R. (2025). Enhancing Autonomous Learning Through Flipped Classroom and Virtual Education: A Strategic Approach to SDG 4. Multidisciplinary Science Journal, 7(12). https://doi.org/10.31893/multiscience.2025618

Eck, N. J. V, & Waltman, L. (2017). Citation-Based Clustering of Publications Using CitNetExplorer and VOSviewer. Scientometrics, 111, 1053–1070.

Guo, L., Li, J., Xu, Z., Hu, X., Liu, C., Xing, X., Li, X., White, H., & Yang, K. (2024). The Relationship Between Homework Time and Academic Performance Among K-12: A Systematic Review. Campbell Systematic Reviews, 20(3). https://doi.org/10.1002/cl2.1431

Hidayat, W. N., Oktaviani, A. T., Sutikno, T. A., Sari, R. K., Elmunsyah, H., & Sandy, T. A. (2019). Camlearn as Photography Mobile Learning Application and its Effects on Academic Achievement. ICEEIE 2019 - International Conference on Electrical, Electronics and Information Engineering: Emerging Innovative Technology for Sustainable Future, 168–171. https://doi.org/10.1109/ICEEIE47180.2019.8981467

Im, S. B., & Jakupov, G. A. (2025). The Use of Digital Educational Resources in Language Training for Transport Specialists. In Lecture Notes in Networks and Systems (Vol. 1366, pp. 193–199). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-88846-5_22

Kaspruk, N., Batranovska, S., Melnychuk, S., Unhuryan, T., Kopchuk, T., & Petryuk, A. (2025). Directions For Improving The Quality of Postgraduate Education of Physicians. Neonatology, Surgery and Perinatal Medicine, 15(2), 28–32. https://doi.org/10.24061/2413-4260.XV.2.56.2025.4

Kay, R., Benzimra, D., & Li, J. (2017). Exploring Factors That Influence Technology-Based Distractions in Bring Your Own Device Classrooms. Journal of Educational Computing Research, 55(7), 974–995. https://doi.org/10.1177/0735633117690004

Kunz, M., Schott, D., Wunderling, T., Halloul, M., Hansen, C., Albrecht, A., & Braun-Dullaeus, R. C. (2025). Embryonic Heart Development As an Immersive Experience: Unveiling Learning Effects and Influential Factors in Virtual Learning Environments. Computers in Biology and Medicine, 187. https://doi.org/10.1016/j.compbiomed.2024.109638

Li, J. (2021). Research on The Development and Operation of Pre-School Dance Online Course Based on “Internet.” ACM International Conference Proceeding Series, 1458–1461. https://doi.org/10.1145/3456887.3459700

Li, J. (2022). Innovation of English Course Network Learning Model Based on Literature Data Mining Technology. Lecture Notes on Data Engineering and Communications Technologies, 84, 842–849. https://doi.org/10.1007/978-981-16-5857-0_107

Liu, W., Hu, X., Bao, Z., Li, Y., Zhang, J., Yang, S., Huang, Y., Wang, R., Wu, J., Xu, X., Sang, Q., Di, W., Lu, H., Yin, X., & Qian, K. (2025). Serum Metabolic Fingerprints Encode Functional Biomarkers for Ovarian Cancer Diagnosis: A Large Scale Cohort Study. EBioMedicine, 115. https://doi.org/10.1016/j.ebiom.2025.105706

Liu, Y., Wen, W., Gao, Y., Zhang, X., Qu, T., Yin, D., Peng, X., & Shi, Y. (2022). Online Homework Intelligent Platform Based on Self-Regulated Learning (SRL): Essential for Sustainable Development of Online Higher Education. Sustainability (Switzerland), 14(24). https://doi.org/10.3390/su142416904

Ngalomba, S., Mkwananzi, F., & Mukwambo, P. (2025). Internationalization at a Distance Via Virtual Mobility in the Global South: Advances and Challenges. British Journal of Educational Technology, 56(2), 927–946. https://doi.org/10.1111/bjet.13557

Niu, S., Zhang, J., Lin, J., Wang, B., & Yan, J. (2025). Enhancing Anatomy Education with Virtual Reality: Integrating Three Dimensional Models for Improved Learning Efficiency and Student Satisfaction. Frontiers in Medicine, 12. https://doi.org/10.3389/fmed.2025.1555053

Niu, W., Zhang, W., Zhang, C., & Chen, X. (2024). The Role of Artificial Intelligence Autonomy in Higher Education: A Uses and Gratification Perspective. Sustainability (Switzerland), 16(3). https://doi.org/10.3390/su16031276

Pandya, B., Cho, B., & Patterson, L. (2025). Impact of Digital Capabilities of Countries on the Pedagogical Transitions in Business Schools. Global Knowledge, Memory And Communication, 74(5–6), 1826–1842. https://doi.org/10.1108/GKMC-06-2023-0201

Prasetia, I., Pasaribu, F., Arifin, M., Nasution, D. K., & Suprayetno, E. (2025). The Power of the Mobilizer Lecturer in the Independent Campus Program: An Exploration of Roles, Strategies, and Impact. International Journal of Learning, Teaching and Educational Research, 24(6), 609–631. https://doi.org/10.26803/ijlter.24.6.28

Qin, S., Wu, W., Zheng, J., Wang, X., & Zhao, Y. (2017). An Optoelectric Professional’s Training Model Based on Unity of Knowing And Doing Theory. In X. Liu & Z. X.-C. (Eds.), Proceedings Of SPIE - The International Society for Optical Engineering (Vol. 10452). SPIE. Https://Doi.Org/10.1117/12.2268549

Rajamäki, J., & Postolache, O. A. (2025). Considering The Ethics of AI-Based Technologies in Biomedical And Health Informatics (BMHI) Education. In M. E. Auer & T. Rüütmann (Eds.), Lecture Notes in Networks And Systems: Vol. 1281 LNNS (Pp. 176–184). Springer Science And Business Media Deutschland Gmbh. Https://Doi.Org/10.1007/978-3-031-83520-9_17

Sujannah, W. D., Suwarso, P. N., & Unsiah, F. (2025). The Correlation Between Chatgpt Use and Learning Autonomy Among ESP Students. Cogent Education, 12(1). Https://Doi.Org/10.1080/2331186X.2025.2517508

Teng, Y., & Wang, X. (2021). The Effect of Two Educational Technology Tools on Student Engagement in Chinese EFL Courses. International Journal of Educational Technology in Higher Education, 18(1). Https://Doi.Org/10.1186/S41239-021-00263-0

Uppal, K., & Hajian, S. (2025). Students’ Perceptions of Chatgpt in Higher Education: A Study of Academic Enhancement, Procrastination, and Ethical Concerns. European Journal of Educational Research, 14(1), 199–211. Https://Doi.Org/10.12973/Eu-Jer.14.1.199

Visser, M., Van Eck, N. J., & Waltman, L. (2021). Large-Scale Comparison of Bibliographic Data Sources: Scopus, Web Of Science, Dimensions, Crossref, and Microsoft Academic. Quantitative Science Studies (QSS), 2(1), 20–41.

Wang, X. (2016). Realization and Application of Multimedia Video System Based on Web Server in Teaching Of Engineering Measurement. International Journal of Emerging Technologies in Learning, 11(5), 33–38. Https://doi.org/10.3991/ijet.v11i05.5691

Wang, X. (2022). Methods of Improving and Optimizing English Education in Colleges and Universities Assisted by Microvideo Technology. Scientific Programming, 2022. https://doi.org/10.1155/2022/1291336

Wang, X. (2025). Evaluating Project Based Learning in Science and Technology Education: A Statistical Approach within Education Informatization Governance. Proceedings of 2024 2nd International Conference on Information Education and Artificial Intelligence, ICIEAI 2024, 278–284. https://doi.org/10.1145/3724504.3724550

Wittke, L., Hachem, P. E., Chen, Y., Ollier, J., Cheng, B., Gashi, S., & Zhang, X. (2025). Classifying Cognitive Load in Digital Textbook Reading Using Electroencephalogram Signals. 2025 13th International Conference on Information and Education Technology, ICIET 2025, 316–321. https://doi.org/10.1109/ICIET66371.2025.11045966

Yang, H., Liang, Z., Ma, M., Zhang, X., Fu, Y., & Zhang, Y. (2024). Study on Mode of Cultivating Computational Thinking in Online Teaching of Information Technology:A Quasi-Experimental Study. ACM International Conference Proceeding Series, 228–235. https://doi.org/10.1145/3670013.3670033

Yu, M., Xu, M., Liu, Z., Ying, Y., Weng, Q., O’Subhi, N., & Zhang, Y. (2023). Effectiveness of an Optional Breastfeeding Course for Multidisciplinary Undergraduate Healthcare Students: A Quasi Experimental Study. Nurse Education in Practice, 69. https://doi.org/10.1016/j.nepr.2023.103609

Zhang, J., Chen, J., Guo, H., Liu, W., & Li, M. (2025). The Integrated Teaching Practice of Medical Cloud Dictionary Development and Project-based Learning. BMC Medical Education, 25(1). https://doi.org/10.1186/s12909-024-06621-6

Zhang, P., Zhang, Y., Fan, S., Huang, X., & Zhang, J. (2019). Research and Implementation of Teaching System for Higher Vocational Specialty Courses based on Hybrid Teaching Mode. Proceedings - 10th International Conference on Information Technology in Medicine and Education, ITME 2019, 442–446. https://doi.org/10.1109/ITME.2019.00105

Zhang, X., Li, D., Wang, C., Jiang, Z., Ngao, A. I., Liu, D., Peters, M. A., & Tian, H. (2023). From ChatGPT to China’ Sci-Tech: Implications for Chinese Higher Education. Beijing International Review of Education, 5(3), 296–314. https://doi.org/10.1163/25902539-05030007

Zhang, X., & Lu, H. (2024). Optimization of Practical Path of Teaching Reform in Higher Education - Based on Distributed Logistic Model Application. Applied Mathematics and Nonlinear Sciences, 9(1). https://doi.org/10.2478/amns-2024-1388

Zhang, Y. (2022). Analysis of O2O Teaching Assistant Mode of College English in MOOC Environment. Journal of Environmental and Public Health, 2022. https://doi.org/10.1155/2022/8164934

Zhou, C., Ren, T., & Lang, L. (2025). The impact of AI-Based Adaptive Learning Technologies on Motivation and Engagement of Higher Education Students. Education and Information Technologies. https://doi.org/10.1007/s10639-025-13646-x

Downloads

Published

2025-12-01

How to Cite

Saleng, S., Yaumi, M., & Sukmawati, S. (2025). Global Trends in Higher Education and Learning Technology: A Comprehensive Bibliometric Study. PPSDP International Journal of Education, 4(2), 418–444. https://doi.org/10.59175/pijed.v4i2.744

Most read articles by the same author(s)

1 2 > >>