Benefits and challenges of AIOPS adoption and usage in HEIs in developing countries
Abstract
Adopting Artificial Intelligence for IT Operations (AIOPS) holds transformative potential within Higher Education Institutions (HEIs) in developing countries. This systematic literature review delves into the benefits, challenges, and emerging trends associated with AIOPS integration in this context. The review encompasses studies published between 2013 and 2023, focusing on the academic, administrative, and operational dimensions of AIOPS adoption. The synthesis of 12 selected studies reveals a landscape where AIOPS augments pedagogical strategies, automates administrative tasks, and enhances institutional decision-making. Academic benefits manifest through personalised learning experiences, innovative pedagogical approaches, and predictive analytics for student success. However, the integration of AIOPS is full of challenges. Technical hurdles encompass data quality and availability, compatibility, and resource constraints, requiring comprehensive technological foundations. Organisational and cultural challenges necessitate strategies to mitigate change resistance, provide staff training, and address ethical considerations. The review identifies emerging patterns such as collaborative learning environments, data-driven institutional management, and the moral integration of AI in education. The interplay of benefits and challenges underscores the importance of a holistic approach involving educators, technologists, administrators, and policymakers. The findings illuminate the potential for HEIs to harness AIOPS's capabilities while navigating intricacies to foster an AI-enhanced educational landscape. The implications for HEIs encompass strategic investment in infrastructure, comprehensive staff training, and ethical frameworks for AI use. The paper concludes by advocating for an adaptive approach to AIOPS adoption, informed by the synthesis of benefits, challenges, and emerging trends, to shape the future of education in developing countries.
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References
Abdelwahab, H. R., A. Rauf and D. Chen 2023. ”Business students’ perceptions of Dutch higher educational institutions in preparing them for artificial intelligence work environments”. Industry and Higher Education, 37(1):22–34.
Ade-Ibijola, A., and . Okonkwo 2023. “Artificial Intelligence in Africa: Emerging Challenges”. In Responsible AI in Africa: Challenges and Opportunities, 101–117. Cham: Springer International Publishing.
Ajani, Y. A., A. Tella, K.Y. Salawu and F. Abdullahi 2022. “Perspectives of librarians on awareness and readiness of academic libraries to integrate artificial intelligence for library operations and services in Nigeria”. Internet Reference Services Quarterly, 26(4):213–230.
Aldhaen, F. 2022. “The use of artificial intelligence in higher education–systematic review”. COVID-19 Challenges to University Information Technology Governance, 269–285.
Ashaari, M. A., K.S.D. Singh, G.A. Abbasi, A. Amran, and F.J. Liebana-Cabanillas 2021. “Big data analytics capability for improved performance of higher education institutions in the Era of IR 4.0: A multi-analytical SEM & ANN perspective”. Technological Forecasting and Social Change, 173, 121119Bisht, S., and Sharma, A. 2021. “Changing the course of education through artificial intelligence in India”. Int Res J Modern Eng Technol Sci, 3(04).
Bramer, W. M., M.L. Rethlefsen, J. Kleijnen and O.H. Franco 2017. “Optimal database combinations for literature searches in systematic reviews: a prospective exploratory study”. Systematic reviews, 6:1–12.
Bucea-Manea-Țoniş, R., Kuleto, V., Gudei, S. C. D., Lianu, C., Lianu, C., Ilić, M. P., and Păun, D. (2022). “Artificial intelligence potential in higher education institutions enhanced learning environment in Romania and Serbia”. Sustainability, 14(10): 5842.
Cheng, Q., D. Sahoo, A. Saha, W. Yang, C. Liu, G. Woo, M. Singh, S. Saverese. and S.C. Hoi 2023. “AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges”. arXiv preprint arXiv:2304.04661.
Dakkak, A., J. Bosch and H. Holmstrom Olsson 2020. “Towards AIOps-enabled services in continuously evolving software‐intensive embedded systems”. Journal of Software: Evolution and Process, e2592.Emojong’, O., and Korir, G. (2022). “Important pillars in delivery of mass campaign messages to a target audience through earned media”. African Social Science and Humanities Journal, 3(1):53–56.
Gupta, S. L., and N. Mishra 2022. “Artificial intelligence and deep learning-based information retrieval framework for assessing student performance”. International Journal of Information Retrieval Research (IJIRR), 12(1):1–27.
Hannan, E., and S. Liu 2023. “AI: a new source of competitiveness in higher education”. Competitiveness Review: An International Business Journal, 33(2):265–279.
Harikumar Pallathadka, D. V. K,. G.,B. Premagowri, R.I.M. Ezhilselvi, P. Kulurkar and N. Sateesh 2021. “An Empirical Study on Impact of Machine Learning on Educational Institutions”. Design Engineering, 3623–3629.
Ilić, M. P., D. Păun, N. Popović Šević, A. Hadžić and A. Jianu 2021. “Needs and performance analysis for changes in higher education and implementation of artificial intelligence, machine learning, and extended reality”. Education Sciences, 11(10):568.
Khalajzadeh, H., M. Abdelrazek, J. Grundy ,J. Hosking and Q. He 2018, July. “A survey of current end-user data analytics tool support”. In 2018 IEEE International Congress on Big Data (BigData Congress), 41–48. IEEE.
Kuleto, V., M. Ilić, M. Dumangiu, M. Ranković., O.M. Martins, D.Păun and L. Mihoreanu 2021. “Exploring opportunities and challenges of artificial intelligence and machine learning in higher education institutions”. Sustainability, 13(18):10424.
Kunisch, S., M. Menz, J.M. Bartunek, L.B. Cardinal, and D. Denyer 2018. “Feature topic at organizational research methods: how to conduct rigorous and impactful literature reviews?”. Organizational Research Methods, 21(3):519–523.
Limani, Y., E. Hajrizi, L. Stapleton and M. Retkoceri 2019. “Digital transformation readiness in higher education institutions (HEI): The case of Kosovo”. IFAC-PapersOnLine, 52(25):52–57.
Madni, S. H. H., J. Ali, H.A. Husnain, M.H. Masum, S. Mustafa, J. Shuja, M. Maray and S. Hosseini 2022. “Factors Influencing the Adoption of IoT for E-Learning in Higher Educational Institutes in Developing Countries”. Frontiers in Psychology, 13, 915596.
Masood, A., A. Hashmi and A. Hashmi 2019. “AIOps: predictive analytics & machine learning in operations”. Cognitive Computing Recipes: Artificial Intelligence Solutions Using Microsoft Cognitive Services and TensorFlow, 359–382.
Mhlanga, D., V. Denhere, and T. Moloi 2022. ”COVID-19 and the key digital transformation lessons for higher education institutions in South Africa”. Education sciences, 12(7):464.
Mishra, R. 2019. “Usage of Data Analytics and Artificial Intelligence in Ensuring Quality Assurance at Higher Education Institutions”. In 2019 Amity International Conference on Artificial Intelligence (AICAI),1022–1025). IEEE.
Muhabbat, H., K. Mukhiddin, H. Jalil, K. Dustnazar, T. Farxod, M. Shavkat, K. Khulkar and S. Jakhongir, 2023. “The Digital Frontier: AI-Enabled Transformations in Higher Education Management”. Indonesian Journal of Educational Research and Technology, 4(1):71–88.
Nieto, Y., V. Gacía-Díaz, C. Montenegro, C.C. González, and R.G. Crespo 2019. “Usage of machine learning for strategic decision making at higher educational institutions”. IEEE Access, 7, 75007–75017.
Ocholla, D. N., and L. Ocholla 2020. “Readiness of academic libraries in South Africa to research, teaching and learning support in the Fourth Industrial Revolution”. Library Management, 41(6/7):355–368.
Odeh, M., A. Garcia-Perez and K. Warwick 2017. ”Cloud computing adoption at higher education institutions in developing countries: a qualitative investigation of main enablers and barriers”. International Journal of Information and Education Technology, 7(12):921–927.
Prasad, P. and C. Rich 2018. “Market Guide for AIOps Platforms”. https://www.gartner.com/en/documents/3892967
Sakasa, T. and T. Mawela 2022. “AIOps in Higher Education Institutions”. In European, Mediterranean, and Middle Eastern Conference on Information Systems, 77-90. Cham: Springer Nature Switzerland.
Sanusi, I. T. and S.S. Oyelere, 2020. ”Pedagogies of machine learning in K-12 context”. In 2020 IEEE frontiers in education conference (FIE),1–8. IEEE.
Sen, A., L. Baumgartner, K. Heiß and C. Wagner 2021. ”DevOps paradigm-a pedagogical approach to manage and implement IT project”. Issues in Information Systems, 22(4).
Skinner, B. F. 1968. “The technology of teaching“. New York: Appleton Century, 271.
Tranfield, D., D. Denyer, and P. Smart 2003. “Towards a methodology for developing evidence‐informed management knowledge by means of systematic review”. British journal of management, 14(3):207–222.
Yusuf, T. I., O.A. Adebayo, L.A. Bello and J.O. Kayode 2022. “Adoption of artificial intelligence for effective library service delivery in academic libraries in Nigeria”. Library Philosophy and Practice (e-journal), 6804.
Zeide, E. 2019. “Artificial intelligence in higher education: Applications, promise and perils, and ethical questions”. Educause Review, 54(3).
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