Artificial Intelligence in Education Management

A Bibliometric Mapping of the Intellectual Structure and Emerging Research Themes

  • Winalda Adelia Universitas Brawijaya
Keywords: Artificial intelligence, education management, bibliometric analysis

Abstract

This study explores the intellectual structure and emerging research trends of artificial intelligence in education management. It identifies six major research streams: (1) ai-driven educational governance, data-centric decision making, and digital transformation, (2) machine learning-based decision support systems and predictive analytics in education management, (3) data-driven educational intelligence and learning analytics in higher education, (4) ai-enabled educational leadership and sustainable development, (5) institutional effectiveness and ai-supported management systems, and (6) foundational education management as the core conceptual domain. co-word analysis further reveals emerging thematic patterns such as artificial intelligence applications, decision-making systems, machine learning, learning analytics, digital transformation, and information management in educational contexts. in terms of methodology, this study employs a bibliometric approach using data from 91 journal articles indexed in Scopus, applying bibliographic coupling and co-word analysis to examine the structure, evolution, and thematic development of the field. the bibliographic coupling analysis identifies the current intellectual structure of the research domain, while co-word analysis uncovers its conceptual evolution and emerging research directions. the findings confirm that artificial intelligence is a key driver in transforming education management systems into more intelligent, data-driven, and adaptive frameworks. the study contributes to theoretical development in educational management and socio-technical systems by positioning ai as a central enabler of institutional transformation. this research also provides practical insights for policymakers, educational leaders, and administrators in designing effective ai-based decision support and governance systems to enhance educational performance and institutional sustainability.

Author Biography

Winalda Adelia, Universitas Brawijaya

Department of Business Administration, Faculty of Administrative Science

References

Abdalkareem, M., & Min-Allah, N. (2024). Explainable Models for Predicting Academic Pathways for High School Students in Saudi Arabia. IEEE Access, 12, 30604–30626. https://doi.org/10.1109/ACCESS.2024.3369586

Abdelazim, A., Al Breiki, M., & Khlaif, Z. N. (2025). AI in education: The mediating role of perceived trust in adoption decisions of school leaders. Education and Information Technologies, 30(15), 20943–20975. https://doi.org/10.1007/s10639-025-13596-4

Agarwal, S., Jaiswal, G., Saraswat, M., & Rai, D. (2025). Future-Proofing Careers: The AI Era and the Imperative of Reskilling. In D. A., S. A., R. R., & A. S.S. (Eds.), Communications in Computer and Information Science: Vol. 2268 CCIS (pp. 460–470). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-75167-7_37

Arar, M., & Kazaz, K. (2025). Assessing urban design factors for walkable areas: evidence from Dubai. Frontiers in Built Environment, 11. https://doi.org/10.3389/fbuil.2025.1631826

Arqoub, M. A., El-Khalili, N., Hasan, M. A.-S., & Banna, A. A. (2022). Extending Learning Management System for Learning Analytics. 2022 International Conference on Business Analytics for Technology and Security, ICBATS 2022. https://doi.org/10.1109/ICBATS54253.2022.9759070

Asfaw, Z., Alemneh, D., & Jimma, W. (2023). Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review. In A. E., N. E., & M. F. (Eds.), 2023 International Conference on Information and Communication Technology for Development for Africa, ICT4DA 2023 (pp. 198–203). Institute of Electrical and Electronics Engineers Inc. https://doi.org/10.1109/ICT4DA59526.2023.10302228

Berezkin, D., Kozlov, I., & Martynyuk, P. (2024). Predictive analytics of scientific and technological trends for decision making in university management. In M. F. (Ed.), Procedia Computer Science (Vol. 234, pp. 270–277). Elsevier B.V. https://doi.org/10.1016/j.procs.2024.03.001

Bhardwaj, S., Chopra, R., Donthu, N., & Choudhary, P. (2025). Unraveling the Adverse Effects of Social Media on Teenagers: Current and Future Research Directions. Journal of Interactive Marketing, 60(4), 397–420. https://doi.org/10.1177/10949968241288483

Buenaño-Fernández, D., Gil, D., & Luján-Mora, S. (2019). Application of machine learning in predicting performance for computer engineering students: A case study. Sustainability (Switzerland), 11(10). https://doi.org/10.3390/su11102833

Correa-Peralta, M., Vinueza-Martínez, J., & Castillo-Heredia, L. (2025). Evolution, topics and relevant research methodologies in business intelligence and data analysis in the academic management of higher education institutions. A literature review. Results in Engineering, 25. https://doi.org/10.1016/j.rineng.2024.103782

Dai, L., & Fan, Y. (2025). The role of personal and collective factors in driving residents’ willingness to engage in tourism at cultural heritage sites: A case study of the Ming Tombs Scenic Area, Beijing, China. Journal of Chinese Architecture and Urbanism, 7(2). https://doi.org/10.36922/jcau.5739

Dai, R., Thomas, M. K. E., & Rawolle, S. (2025). The roles of AI and educational leaders in AI-assisted administrative decision-making: a proposed framework for symbiotic collaboration. Australian Educational Researcher, 52(2), 1471–1487. https://doi.org/10.1007/s13384-024-00771-8

Dawson, S., & Hubball, H. (2014). Curriculum analytics: Application of social network analysis for improving strategic curriculum decision-making in a research-intensive university. Teaching and Learning Inquiry, 2(2), 59–74. https://doi.org/10.20343/teachlearninqu.2.2.59

Donthu, N., Kumar, S., Ranaweera, C., Pattnaik, D., & Gustafsson, A. (2022). Mapping of Journal of Services Marketing themes: a retrospective overview using bibliometric analysis. Journal of Services Marketing, 36(3), 340–363. https://doi.org/10.1108/JSM-04-2020-0122

Eshun-Wilson, I., Mody, A., McKay, V., Hlatshwayo, M., Bradley, C., Thompson, V., Glidden, D. V, & Geng, E. H. (2021). Public Preferences for Social Distancing Policy Measures to Mitigate the Spread of COVID-19 in Missouri. JAMA Network Open, 4(7). https://doi.org/10.1001/jamanetworkopen.2021.16113

Fauzi, M. A. (2025). Bibliometric analysis on green hotels: past, present and future trends. In Journal of Hospitality and Tourism Insights (Vol. 8, Issue 1, pp. 241–262). https://doi.org/10.1108/JHTI-01-2024-0121

Fauzi, M. A., Hanafiah, M. H., & Kunjuraman, V. (2024). Tourists’ intention to visit green hotels: building on the theory of planned behaviour and the value-belief-norm theory. Journal of Tourism Futures, 10(2), 255–276. https://doi.org/10.1108/JTF-01-2022-0008

Fini, R., Bartolini, M., Benigni, S., Ciancarini, P., Di Iorio, A., Johnson, A., Mariani, M. M., Peroni, S., Poggi, F., Rasmussen, E., Silvi, R., Sobrero, M., & Toschi, L. (2018). Collaborative Practices and Multidisciplinary Research: The Dialogue Between Entrepreneurship, Management, and Data Science. In Studies on Entrepreneurship, Structural Change and Industrial Dynamics (pp. 129–152). Springer Nature. https://doi.org/10.1007/978-3-319-90548-8_7

Freire, C., & Barbosa, I. (2023). Assessing graduates’ transversal competences through an adapted MMI model: confidant interview vs stress interview. Education and Training, 65(1), 146–162. https://doi.org/10.1108/ET-05-2022-0195

Gaftandzhieva, S., Hussain, S., Hilčenko, S., Doneva, R., & Boykova, K. (2023). Data-driven Decision Making in Higher Education Institutions: State-of-play. International Journal of Advanced Computer Science and Applications, 14(6), 397–405. https://doi.org/10.14569/IJACSA.2023.0140642

Göçen, A., & Döğer, M. F. (2025). A global perspective on artificial intelligence in educational leadership. Journal of Educational Research, 118(6), 752–770. https://doi.org/10.1080/00220671.2025.2510397

Gomes, J., & Romão, M. (2018). Achieving Dynamic Capabilities Through the Benefits Management Approach. International Journal of Information Systems in the Service Sector, 10(2), 53–68. https://doi.org/10.4018/IJISSS.2018040104

González-Valiente, C. L., León Santos, M., Arencibia-Jorge, R., Noyons, E., & Costas, R. (2021). Mapping the Evolution of Intellectual Structure in Information Management Using Author Co-citation Analysis. Mobile Networks and Applications, 26(6), 2374–2388. https://doi.org/10.1007/s11036-019-01231-9

Hasumi, T., & Chiu, M.-S. (2022). Online mathematics education as bio-eco-techno process: bibliometric analysis using co-authorship and bibliographic coupling. Scientometrics, 127(8), 4631–4654. https://doi.org/10.1007/s11192-022-04441-3

Hua Hu, K. (2023). An exploration of the key determinants for the application of AI-enabled higher education based on a hybrid Soft-computing technique and a DEMATEL approach. Expert Systems with Applications, 212. https://doi.org/10.1016/j.eswa.2022.118762

Inkongngarm, A., Bootkrajang, J., Somhom, S., Trongratsameethong, A., & Luekhong, P. (2024). Enhancing Educational Strategy Through K-Means Clustering: A Study on Academic Departments. Proceedings - 21st International Joint Conference on Computer Science and Software Engineering, JCSSE 2024, 310–315. https://doi.org/10.1109/JCSSE61278.2024.10613649

Jafari, H., Ghaderi, H., Malik, M., & Bernardes, E. (2023). The effects of supply chain flexibility on customer responsiveness: the moderating role of innovation orientation. Production Planning and Control, 34(16), 1543–1561. https://doi.org/10.1080/09537287.2022.2028030

Jirari, S., Khiati, M., Mabchour, A., Ouboujema, E., Mohammed, B., Elomari, O., & Omar, T. (2025). Artificial Intelligence and Morocco’s Education System: A Strategic Tool for Enhancing Public Management and Institutional Performance. In E. G. M. & A. B. (Eds.), 2025 International Conference on Circuit, Systems and Communication, ICCSC 2025. Institute of Electrical and Electronics Engineers Inc. https://doi.org/10.1109/ICCSC66714.2025.11135414

Kabakchieva, D. (2013). Predicting student performance by using data mining methods for classification. Cybernetics and Information Technologies, 13(1), 61–72. https://doi.org/10.2478/cait-2013-0006

Karakose, T. (2024). Will Artificial Intelligence (AI) Make the School Principal Redundant? A Preliminary Discussion and Future Prospects. Educational Process: International Journal, 13(2), 7–14. https://doi.org/10.22521/edupij.2024.132.1

Koukaras, C., Hatzikraniotis, E., Mitsiaki, M., Koukaras, P., Tjortjis, C., & Stavrinides, S. G. (2025). Revolutionising Educational Management with AI and Wireless Networks: A Framework for Smart Resource Allocation and Decision-Making. Applied Sciences (Switzerland), 15(10). https://doi.org/10.3390/app15105293

Kumar, A., Bapat, G. S., Tiwari, K., Hashem, T., & Rroy, A. D. (2025). How Mobile E-Commerce is Revolutionizing Marketing Strategies for Indian MSMEs. International Journal of Interactive Mobile Technologies , 19(14), 82–92. https://doi.org/10.3991/ijim.v19i14.56851

Kumar, A., Shankar, A., Kumar, R., & Vadakki Veetil, A. K. (2025). Metaverse meetings: fantasy or sustainable future of work? International Journal of Manpower, 46(4), 770–791. https://doi.org/10.1108/IJM-11-2023-0662

Ma, C., Yang, D., Wu, T., Liu, Z., Yang, H., Chen, X., Lan, X., & Zheng, N. (2025). Improving Offline Reinforcement Learning With in-Sample Advantage Regularization for Robot Manipulation. IEEE Transactions on Neural Networks and Learning Systems, 36(6), 11215–11227. https://doi.org/10.1109/TNNLS.2024.3443102

Ma, Y. (2025). Optimization of College Student Management Based on Fuzzy Decision Algorithm. International Journal of Fuzzy Systems. https://doi.org/10.1007/s40815-025-02152-4

Machkour, B., & Abriane, A. (2025). The Rise of Artificial Intelligence in Educational Management: A Prospective Analysis on the Role of the Virtual Educational Director. In S. E. & Y. A.-U.-H. (Eds.), Procedia Computer Science (Vol. 257, pp. 1233–1238). Elsevier B.V. https://doi.org/10.1016/j.procs.2025.03.165

Maphosa, M., & Maphosa, V. (2020). Educational data mining in higher education in sub-saharan africa: A systematic literature review and research agenda. In P. S. & N. A. (Eds.), ACM International Conference Proceeding Series. Association for Computing Machinery. https://doi.org/10.1145/3415088.3415096

Peró, M., Soriano, P. P., Capilla, R., Guàrdia I Olmos, J., & Hervás, A. (2015). Questionnaire for the assessment of factors related to university degree choice in Spanish public system: A psychometric study. Computers in Human Behavior, 47, 128–138. https://doi.org/10.1016/j.chb.2014.09.003

Qin, C., Zeng, X., Liang, S., & Zhang, K. (2023). Do Live Streaming and Online Consumer Reviews Jointly Affect Purchase Intention? Sustainability (Switzerland), 15(8). https://doi.org/10.3390/su15086992

Sayed, M. (2024). Student Progression and Dropout Rates Using Convolutional Neural Network: A Case Study of the Arab Open University. Journal of Advanced Computational Intelligence and Intelligent Informatics, 28(3), 668–678. https://doi.org/10.20965/jaciii.2024.p0668

Serna Gómez, J. H., Díaz-Piraquive, F. N., Muriel-Perea, Y. J., & Díaz Peláez, A. (2021). Advances, Opportunities, and Challenges in the Digital Transformation of HEIs in Latin America. In Lecture Notes in Educational Technology (pp. 55–75). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-16-3941-8_4

She, M., Xiao, M., & Zhao, Y. (2023). Technological Implication of the Digital Twin Approach on the Intelligent Education System. International Journal of Humanoid Robotics, 20(2–3). https://doi.org/10.1142/S0219843622500050

Sorensen, L. C. (2019). “Big Data” in Educational Administration: An Application for Predicting School Dropout Risk. Educational Administration Quarterly, 55(3), 404–446. https://doi.org/10.1177/0013161X18799439

Sposato, M. (2025a). Artificial intelligence in educational leadership: a comprehensive taxonomy and future directions. International Journal of Educational Technology in Higher Education, 22(1). https://doi.org/10.1186/s41239-025-00517-1

Sposato, M. (2025b). Artificial intelligence in modern human resources practice. In Strengthening Human Relations in Organizations With AI (pp. 223–243). IGI Global. https://doi.org/10.4018/979-8-3693-6507-6.ch009

Suryanarayana, K. S., Kandi, V. S. P., Pavani, G., Rao, A. S., Rout, S., & Siva Rama Krishna, T. (2024). Artificial Intelligence Enhanced Digital Learning for the Sustainability of Education Management System. Journal of High Technology Management Research, 35(2). https://doi.org/10.1016/j.hitech.2024.100495

Wang, C., Wang, X., Yan, C., & Ma, K. (2023). Feature Representation and Compression Methods for Event-Based Data. IEEE Sensors Journal, 23(5), 5109–5123. https://doi.org/10.1109/JSEN.2023.3237754

Wang, J. (2023). Decision Support System Model of Education Management Based on Cloud Storage Technology. In J. M.A. & K. F. (Eds.), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST: Vol. 465 LNICST (pp. 385–393). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-23950-2_41

Wang, P., & McCarthy, B. (2021). What do people “like” on Facebook? Content marketing strategies used by retail bank brands in Australia and Singapore. Australasian Marketing Journal, 29(2), 155–176. https://doi.org/10.1016/j.ausmj.2020.04.008

Wang, S., Liao, Y.-K., Wu, W.-Y., & Lê, H. ồ. B. K. (2021). Hypothesis the role of corporate social responsibility perceptions in brand equity, brand credibility, brand reputation, and purchase intentions. Sustainability (Switzerland), 13(21). https://doi.org/10.3390/su132111975

Wang, X. (2025). The Research on New Media Marketing Strategies for Human-Computer Interaction Monitoring Robots Based on Psychology. International Journal of E-Collaboration, 21(1). https://doi.org/10.4018/IJeC.373128

Wang, X., & Na-Nan, K. (2024). The Influence Of Competitive Strategic Management On The Performance Of Chinese Small And Medium-Sized Enterprises. Journal of Modern Project Management, 12(1), 68–81. https://doi.org/10.19255/JMPM3406

Wang, Y. (2021a). Artificial intelligence in educational leadership: a symbiotic role of human-artificial intelligence decision-making. Journal of Educational Administration, 59(3), 256–270. https://doi.org/10.1108/JEA-10-2020-0216

Wang, Y. (2021b). When artificial intelligence meets educational leaders’ data-informed decision-making: A cautionary tale. Studies in Educational Evaluation, 69. https://doi.org/10.1016/j.stueduc.2020.100872

Wong, Y. Y. (2016). Academic analytics: A meta-analysis of its applications in higher education. International Journal of Services and Standards, 11(2), 176–192. https://doi.org/10.1504/IJSS.2016.077957

Xolmurotov, F., Ibadullaev, E., Navruz-zoda, L., Narzullayeva, G., Ochilov, I., Rakhimova, G., & Xolmuratov, X. (2025). The role of renewable energy and trade openness in sustainable tourism development: Evidence from Uzbekistan. Environmental Economics, 16(3), 127–137. https://doi.org/10.21511/ee.16(3).2025.09

Ye, J., & Kuang, K. (2025). Explicating the mechanisms between overwork-related media exposure and workplace resilience: a study of tech employees in China. Journal of Applied Communication Research, 53(1), 1–22. https://doi.org/10.1080/00909882.2024.2445130

Zhang, Z., & Patrick, V. M. (2021). Mickey D’s Has More Street Cred Than McDonald’s: Consumer Brand Nickname Use Signals Information Authenticity. Journal of Marketing, 85(5), 58–73. https://doi.org/10.1177/0022242921996277

Zhu, D., Wang, J., Wang, P., & Xu, H. (2022). How to Frame Destination Foodscapes? A Perspective of Mixed Food Experience. Foods, 11(12). https://doi.org/10.3390/foods11121706

Zhu, J., & Yang, M. (2025). A study of the effects of job insecurity on organizational citizenship behavior based on the chained mediating effects of emotional exhaustion and organizational identification. PLOS ONE, 20(9 September). https://doi.org/10.1371/journal.pone.0329976

Published
2025-11-30
How to Cite
Adelia, W. (2025). Artificial Intelligence in Education Management: A Bibliometric Mapping of the Intellectual Structure and Emerging Research Themes. International Journal of Educational Administration, Management, and Leadership, 6(2), 128-153. https://doi.org/10.51629/ijeamal.v6i2.317
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