AI-Driven Ecosystems in Education Management: Redefining Institutional Agility and Stakeholder Engagement
Keywords:
Artificial Intelligence, Educational Management, Institutional Agility, Stakeholder Engagement, AI EthicsAbstract
Artificial Intelligence (AI) has emerged as a transformative force in education management, addressing operational inefficiencies, enhancing decision-making, and fostering stakeholder engagement. This study explores the dual role of AI-driven ecosystems in improving institutional agility and strengthening stakeholder interactions within diverse educational contexts. A mixed-methods approach was employed, combining a systematic literature review and case analysis across two institutions. The literature review identified key AI applications, including predictive analytics, adaptive learning, and real-time resource management, as pivotal in enabling institutions to respond to dynamic educational needs effectively. Case studies demonstrated measurable improvements, such as a 25% reduction in decision-making time and a 30% enhancement in administrative efficiency through chatbot integration. However, challenges like digital literacy gaps, infrastructure limitations, and algorithmic biases highlight the necessity for ethical governance and inclusive strategies. This research contributes to academic discourse by proposing actionable frameworks that integrate technological innovation with socio-ethical considerations. The findings emphasize the importance of adaptive and sustainable AI ecosystems in shaping equitable and future-ready educational institutions.
References
Bond, M., Khosravi, H., Laat, M. De, Bergdahl, N., Negrea, V., Oxley, E., Pham, P., Chong, S. W., & Siemens, G. (2024). A Meta Systematic Review of Artificial Intelligence in Higher Education: A Call For Increased Ethics, Collaboration, and Rigour. International Journal of Educational Technology in Higher Education, 21(4), 1–41. https://doi.org/10.1186/s41239-023-00436-z
Chen, L., Chen, P., & Lin, Z. (2020). Artificial Intelligence in Education: A Review. IEEE Access, 8, 75264–75378. https://doi.org/10.1109/ACCESS.2020.2988510
Chen, X., Zou, D., Cheng, G., & Xie, H. (2020). Detecting Latent Topics and Trends in Educational Technologies over Four Decades Using Structural Topic Modeling: A Retrospective of All Volumes of Computer & Education. Computers & Education, 151(1), 67–85. https://doi.org/10.1016/j.compedu.2020.103855
Gligorea, I., Cioca, M., Oancea, R., Gorski, A.-T., Gorski, H., & Tudorache, P. (2023). Adaptive Learning Using Artificial Intelligence in e-Learning: A Literature Review. Education Sciences, 13(12), 12–16. https://doi.org/10.3390/educsci13121216
Kabudi, T., Pappas, L., & Olsen, D. H. (2021). AI-Enabled Adaptive Learning Systems: A systematic Mapping of The Literature. Computers and Education: Artificial Intelligence, 2, 1–12. https://doi.org/10.1016/j.caeai.2021.100017
Kokku, R., Sundararajan, S. C., Dey, P., Sindhgatta, R., Nitta, S., & Sengupta, B. (2018). Augmenting Classrooms with AI for Personalized Education. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 1–5. https://doi.org/0.1109/ICASSP.2018.8461812
Sharma, R., Fantin, A.-R., Prabhu, N., Guan, C., & Dattakumar, A. (2016). Digital Literacy and Knowledge Societies: A Grounded Theory Investigation of Sustainable Development. Telecommunications Policy, 40(7), 628. https://doi.org/10.1016/j.telpol.2016.05.003.
Srivastava, M. S. (2023). The Evolution of Education: Navigating 21st Century Challenges. International Journal For Multidisciplinary Research, 5(5), 1–9. https://doi.org/10.36948/ijfmr.2023.v05i05.6314
Vrabie, C. (2024). Artificial Intelligence from Idea to Implementation. How Can AI Reshape the Education Landscape? In Changing the game. AI in Education (pp. 23–55). https://doi.org/10.48550/arXiv.2407.20236
Wang, Y. (2021). Artificial Intelligence in Educational Leadership: A Symbiotic Role of Human-Artificial Intelligence Decision-Making. Journal of Education Administration, 59(3), 256–270. https://doi.org/10.1108/JEA-10-2020-0216
Zawacki-Richter, O., M., V. I., Bond, M., & Gouverneur, F. (2019). Systematic Review of Research on Artificial Intelligence Applications in Higher Education—Where Are the Educators? International Journal of Educational Technology in Higher Education, 16(1), 1–27. https://doi.org/10.1186/s41239-019-0171-0
