Main Article Content
Abstract
This systematic review examines the implementation of artificial intelligence (AI) in university administration, focusing on AI tools, ethical issues, prospects, and challenges of AI use by university administrators. Drawing from 23 relevant articles published in Scopus-indexed journals between 2009 and 2023, the findings reveal that AI technologies, including chatbots, predictive analytics, machine learning, natural language processing, and student information systems, are increasingly integrated into university operations to enhance decision-making. The findings also highlight ethical issues, particularly those related to data privacy, algorithmic bias, transparency, and accountability. The absence of specific ethical frameworks and legal regulations risks violating individual rights and institutional integrity. The review further identifies that interdisciplinary collaboration, staff training, and structured deployment strategies are necessary to fully leverage AI’s transformative potential. Challenges hindering effective adoption, including infrastructure deficits, limited technical expertise, data privacy and security, institutional resistance to change, and unresolved ethical and legal issues, are also discussed. Ultimately, the paper underscores the transformative potential of AI in higher education while emphasizing the need for responsible and inclusive implementation practices.
Keywords
Article Details
Copyright (c) 2025 Juliana Abilla Buame, Bernard John Tiika, Setor Aku Lotsu

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
References
- Ajuzieogu, U. (2019). The Role of Artificial Intelligence in Modern Computing and Education. Technology Education. https://www.academia.edu/39588348/The_Role_Of_AI_In_Modern_Computing_and_Education
- Akinwalere, S. N., & Ivanov, V. (2022). Artificial Intelligence in Higher Education: Challenges and Opportunities. Border Crossing, 12(1), 1–15. https://doi.org/10.33182/bc.v12i1.2015
- Al-Maskari, A., Al Riyami, T., & Ghnimi, S. (2024). Factors affecting students’ preparedness for the fourth industrial revolution in higher education institutions. Journal of Applied Research in Higher Education, 16(1), 246–264. https://doi.org/10.1108/JARHE-05-2022-0169
- Aldoseri, A., Al-Khalifa, K. N., & Hamouda, A. M. (2023). Re-Thinking Data Strategy and Integration for Artificial Intelligence: Concepts, Opportunities, and Challenges. Applied Sciences (Switzerland), 13(12). https://doi.org/10.3390/app13127082
- Alhassan, A., Zafar, B., & Mueen, A. (2020). Predict students’ academic performance based on their assessment grades and online activity data. International Journal of Advanced Computer Science and Applications, 11(4). https://doi.org/10.14569/IJACSA.2020.0110425
- Ally, M., & Perris, K. (2022). Artificial Intelligence in the Fourth Industrial Revolution to Educate for Sustainable Development. Canadian Journal of Learning and Technology, 48(4). https://doi.org/10.21432/cjlt28287
- Anwar, G., & Abdullah, N. N. (2021). The impact of Human resource management practice on Organizational performance. International Journal of Engineering, Business and Management, 5(1), 35–47. https://doi.org/10.22161/ijebm.5.1.4
- Arman, M., & Lamiyar, U. R. (2023). Exploring the implication of ChatGPT AI for business: Efficiency and challenges. International Journal of Marketing and Digital Creative, 1(2), 64-84. https://www.academia.edu/113006102/Exploring_the_Implication_of_ChatGPT_AI_for_Business_Efficiency_and_Challenges
- Babina, T., Fedyk, A., He, A., & Hodson, J. (2024). Artificial intelligence, firm growth, and product innovation. Journal of Financial Economics. https://doi.org/10.1016/j.jfineco.2023.103745.
- Baldomar, T. B., Cunanan, G. M. G., Marquez, B. J. G., Ortiguero, F. P. Jr., Padre, M. C., & Rey, H. L. (2023). The Challenges of Pre-Service Teachers in the New Normal Set up of Field Study Amidst COVID-19 Pandemic. Advanced Journal of STEM Education, 1(1), 20–37. https://doi.org/10.31098/ajosed.v1i1.1583
- Bhattacharjee, K. K. (2019). Research Output on the Usage of Artificial Intelligence in Indian Higher Education - A Scientometric Study. IEEE International Conference on Industrial Engineering and Engineering Management, July, 916–919. https://doi.org/10.1109/IEEM44572.2019.8978798
- Cardoso, J., & Sheth, A. (2006). Semantic Web Services, Processes and Applications. In Semantic Web Services, Processes and Applications (Issue January 2006). https://doi.org/10.1007/978-0-387-34685-4
- Chen, J. S., Le, T. T. Y., & Florence, D. (2021). Usability and responsiveness of artificial intelligence chatbot on online customer experience in e-retailing. International Journal of Retail and Distribution Management, 49(11), 1512–1531. https://doi.org/10.1108/IJRDM-08-2020-0312
- Cheng, H., Liu, W., Dong, M., & Zhou, C. (2023). Assessing the Professional Personality of College Counselors: A Student‐Oriented Psychological Scale. New Directions for Child and Adolescent Development, 2023(1), 6066039. https://onlinelibrary.wiley.com/doi/full/10.1155/2023/6066039
- Collins, C., Dennehy, D., Conboy, K., & Mikalef, P. (2021). Artificial intelligence in information systems research: A systematic literature review and research agenda. International Journal of Information Management, 60(June), 102383. https://doi.org/10.1016/j.ijinfomgt.2021.102383
- Del Favero, M. (2003). Faculty-administrator relationships as integral to high-performing governance systems: New frameworks for study. American Behavioral Scientist, 46(7), 902–922. https://doi.org/10.1177/0002764202250119
- Dellova, R. I., & Tian, Y. (2024). Fostering Innovation: Exploring Key Factors and Their Relationship on Organizational Performance Towards Innovation Management Culture. Organization and Human Capital Development. 3(1), 1-15. https://doi.org/10.31098/orcadev.v3i1.1940.
- Dilmegani, C. (2024). Chatbot vs Intelligent Virtual Assistant: Comparison in 2024. https://research.aimultiple.com/chatbot-vs-intelligent-virtual-assistant/
- Dogbatse, D. A. (2024). Enhancing Capacity Building Prior to Appointment as Heads of Departments in Universities. Organization and Human Capital Development, 3(1), 71–83. https://doi.org/10.31098/orcadev.v3i1.1944
- Dolunay, A., & Temel, A. C. (2024). The relationship between personal and professional goals and emotional state in academia: a study on unethical use of artificial intelligence. Frontiers in Psychology, 15(March), 1–10. https://doi.org/10.3389/fpsyg.2024.1363174
- Dwivedi, Y. K., Kshetri, N., Hughes, L., Slade, E. L., Jeyaraj, A., Kar, A. K., Baabdullah, A. M., Koohang, A., Raghavan, V., Ahuja, M., Albanna, H., Albashrawi, M. A., Al-Busaidi, A. S., Balakrishnan, J., Barlette, Y., Basu, S., Bose, I., Brooks, L., Buhalis, D., … Wright, R. (2023). “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy. International Journal of Information Management, 71(March). https://doi.org/10.1016/j.ijinfomgt.2023.102642
- Elahi, M., Afolaranmi, S. O., Martinez Lastra, J. L., & Perez Garcia, J. A. (2023). A comprehensive literature review of the applications of AI techniques through the lifecycle of industrial equipment. In Discover Artificial Intelligence (Vol. 3, Issue 1). Springer International Publishing. https://doi.org/10.1007/s44163-023-00089-x
- Eubanks, V. (2018). Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. St. Martin’s Press.
- Farley, I. A., & Burbules, N. C. (2022). Online education viewed through an equity lens: Promoting engagement and success for all learners. Review of Education, 10(3), e3367.https://doi.org/10.1002/rev3.3367
- Fitria, T. N. (2021). Artificial Intelligence (AI) in Education: Using AI Tools for Teaching and Learning Process. Proceeding Seminar Nasional & Call for Papers, December, 134–147. https://www.scirp.org/reference/referencespapers?referenceid=3794881
- Gatzioufa, P., & Saprikis, V. (2022). A literature review on users’ behavioral intention toward chatbots’ adoption. Applied Computing and Informatics, July 2022. https://doi.org/10.1108/ACI-01-2022-0021
- George, B., & Wooden, O. (2023). Managing the Strategic Transformation of Higher Education through Artificial Intelligence. Administrative Sciences, 13(9). https://doi.org/10.3390/admsci13090196
- Gerke, S., Minssen, T., & Cohen, G. (2020). Ethical and legal challenges of artificial intelligence-driven healthcare. In Artificial Intelligence in Healthcare. INC. https://doi.org/10.1016/B978-0-12-818438-7.00012-5
- Ghana, D. P. (2012). Data Protection Act, 2012 (Act 843). National Information Technology Agency. https://nita.gov.gh/theevooc/2017/12/Data-Protection-Act-2012-Act-843.pdf
- Gleason, N. W. (2018). Higher Education in the Era of the Fourth Industrial Revolution. In Higher Education in the Era of the Fourth Industrial Revolution. https://doi.org/10.1007/978-981-13-0194-0
- 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). https://doi.org/10.3390/educsci13121216
- Heffernan, A., Nguyen, H., & Chapman, A. (2022). Artificial intelligence in education: Challenges for low-resourced contexts. British Journal of Educational Technology, 53(2), 321–336. https://www.gcedclearinghouse.org/sites/default/files/resources/190175eng.pdf
- Holmes, W., Bialik, M., & Fadel, C. (2021). Artificial Intelligence in Education: Promises and Implications for Teaching and Learning. Center for Curriculum Redesign. https://curriculumredesign.org/wp-content/uploads/AIED-Book-Excerpt-CCR.pdf
- Igbokwe, I. C. (2023). Application of Artificial Intelligence (AI) in Educational Management. International Journal of Scientific and Research Publications, 13(3). https://doi.org/10.29322/ijsrp.13.03.2023.p13536
- Intel.(2019). Preparing to Teach in the 4th Industrial Revolution https://www.intel.com/content/www/us/en/education/teaching-strategy/teaching-4th-industrial-revolution.html
- Issahaku, M., Sarfo, N., Derkyi, A., & Kemausuor, F. (2024). Heliyon A systematic review of the design considerations for the operation and maintenance of small-scale biogas digesters. Heliyon, 10(1), e24019. https://doi.org/10.1016/j.heliyon.2024.e24019
- Jo, H. (2023). Understanding AI tool engagement: A study of ChatGPT usage and word-of-mouth among university students and office workers. Telematics and Informatics, 85, 102067. https://doi.org/10.1016/J.TELE.2023.102067
- Malik, A. R., Pratiwi, Y., Andajani, K., Numertayasa, I. W., Suharti, S., Darwis, A., & Marzuki, (2023). Exploring Artificial Intelligence in Academic Essay: Higher Education Student’s Perspective. International Journal of Educational Research Open, 5(October), 100296. https://doi.org/10.1016/j.ijedro.2023.100296
- Martínez-Monés, A., Dimitriadis, Y., Acquila-Natale, E., Álvarez, A., Caeiro-Rodríguez, M., Cobos, R., Conde-González, M. Á., García-Peñalvo, F. J., Hernández-Leo, D., Sierra, I. M., Muñoz-Merino, P. J., Ros, S., & Sancho-Vinuesa, T. (2020). Achievements and challenges in learning analytics in Spain: The view of SNOLA. RIED-Revista Iberoamericana de Educacion a Distancia, 23(2), 187–212. https://doi.org/10.5944/ried.23.2.26541
- Mohapatra, H., & Mishra, S. R. (2023). Exploring the Sector-Specific Influence and Response of AI Tools: A Critical Review. 1–24. https://arxiv.org/pdf/2307.05909
- Morandini, S., Fraboni, F., De Angelis, M., Puzzo, G., Giusino, D., & Pietrantoni, L. (2023). The Impact of Artificial Intelligence on Workers’ Skills: Upskilling and Reskilling in Organisations. Informing Science, 26(February), 39–68. https://doi.org/10.28945/5078
- Mishra, V., & Mishra, M. P. (2023). PRISMA for Review of Management Literature–Method, Merits, and Limitations–An Academic Review. Advancing Methodologies of Conducting Literature Review in Management Domain, 125-136. https://doi.org/10.1108/S2754-586520230000002007
- Naik, N., Hameed, B. M. Z., Shetty, D. K., Swain, D., Shah, M., Paul, R., Aggarwal, K., Brahim, S., Patil, V., Smriti, K., Shetty, S., Rai, B. P., Chlosta, P., & Somani, B. K. (2022). Legal and Ethical Consideration in Artificial Intelligence in Healthcare: Who Takes Responsibility? Frontiers in Surgery, 9(March), 1–6. https://doi.org/10.3389/fsurg.2022.862322
- Nguyen, A., Ngo, H. N., Hong, Y., Dang, B., & Nguyen, B. P. T. (2023). Ethical principles for artificial intelligence in education. Education and Information Technologies, 28(4), 4221–4241. https://doi.org/10.1007/s10639-022-11316-w
- Nguyen, T. K., & Nguyen, M. T. (2023). Empowering Education: Exploring the Potential of Artificial Intelligence; Chapter 9-Artificial Intelligence (AI) in Teaching and Learning: A Comprehensive Review. October. https://www.researchgate.net/publication/374508985
- Nguyen, T. T. K., Nguyen, M. T., & Tran, H. T. (2023). Artificial intelligent based teaching and learning approaches: A comprehensive review. International Journal of Evaluation and Research in Education, 12(4), 2387–2400. https://doi.org/10.11591/ijere.v12i4.26623
- Ocaña, F. Y., Valenzuela, F. L. A., & Garro, A. L. L. (2019). Artificial Intelligence and its Implications in Higher Education. Purposes and Representations, 7(2), 536–552.
- Owan, V. J., Abang, K. B., Idika, D. O., Etta, E. O., & Bassey, B. A. (2023). Exploring the potential of artificial intelligence tools in educational measurement and assessment. Eurasia Journal of Mathematics, Science and Technology Education, 19(8). https://doi.org/10.29333/ejmste/13428
- Owoc, M. L., Sawicka, A., & Weichbroth, P. (2021). Artificial Intelligence Technologies in Education: Benefits, Challenges and Strategies of Implementation. IFIP Advances in Information and Communication Technology, 599, 37–58. https://doi.org/10.1007/978-3-030-85001-2_4
- Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic Reviews, 10(1), 1–11. https://doi.org/10.1186/s13643-021-01626-4
- Peters, M. D. J., Marnie, C., Colquhoun, H., Garritty, C. M., Hempel, S., Horsley, T., Langlois, E. V., Lillie, E., O'Brien, K. K., Tunçalp, Ö., Wilson, M. G., Zarin, W., & Tricco, A. C. (2021). Scoping reviews: Reinforcing and advancing the methodology and application. Systematic Reviews, 10(1), 1–6. https://doi.org/10.1186/s13643-021-01821-3
- Popenici, S. A. D., & Kerr, S. (2017). Exploring the impact of artificial intelligence on teaching and learning in higher education. Research and Practice in Technology Enhanced Learning, 12(1). https://doi.org/10.1186/s41039-017-0062-8
- Prinsloo, P., & Slade, S. (2020). Student privacy, learning analytics and the obligation to act: A balancing act. Education and Information Technologies, 25(4), 2603–2622.
- Renz, A., & Hilbig, R. (2021). Correction to: Prerequisites for artificial intelligence in further education: identification of drivers, barriers, and business models of educational technology companies (International Journal of Educational Technology in Higher Education, (2020), 17, 1. International Journal of Educational Technology in Higher Education, 18(1). https://doi.org/10.1186/s41239-021-00245-2
- Saputra, I., Astuti, M., Sayuti, M., & Kusumastuti, D. (2023). Integration of Artificial Intelligence in Education: Opportunities, Challenges, Threats and Obstacles. A Literature Review. Indonesian Journal of Computer Science, 12(4), 1590–1600. https://doi.org/10.33022/ijcs.v12i4.3266
- Shiferaw, T. (2022). Impact of Human Resource Management Practices on Employee Performance: The Case of Bule Hora University, Ethiopia, Africa. Organization and Human Capital Development, 1(1), 53-61.
- Soler Costa, R., Tan, Q., Pivot, F., Zhang, X., & Wang, H. (2021). Personalized and adaptive learning. In Texto Livre: Linguagem e Tecnologia (Vol. 14, Issue 3). https://doi.org/10.35699/1983-3652.2021.33445
- Su, S., & Baird, K. (2023). The Impact of the Emphasis on Budgets and Budget Difficulty on Budget Value and Job Stress: The Mediating Role of Organisational Fairness. In Advances in Management Accounting (Vol. 34, pp. 109-130). Emerald Publishing Limited. https://doi.org/10.1108/S1474-787120220000034006
- Syafiqah, N. (2024). " AI for Sustainable Development : Opportunities and Challenges in Sabah , Malaysia ". April.
- Tang, K. H. D. (2024). Implications of Artificial Intelligence for Teaching and Learning. Acta Pedagogia Asiana, 3(2), 65–79. https://doi.org/10.53623/apga.v3i2.404
- Tondeur, J., Scherer, R., Siddiq, F., & Baran, E. (2020). A multilevel analysis of the role of teacher collaboration and ICT use in higher education. Educational Technology Research and Development, 68(6), 3241–3261. DOI: 10.1016/j.compedu.2018.03.002
- Tricco, A. C., Lillie, E., Zarin, W., O’Brien, K. K., Colquhoun, H., Levac, D., Moher, D., Peters, M. D. J., Horsley, T., Weeks, L., Hempel, S., Akl, E. A., Chang, C., McGowan, J., Stewart, L., Hartling, L., Aldcroft, A., Wilson, M. G., Garritty, C., … Straus, S. E. (2018). PRISMA extension for scoping reviews (PRISMA-ScR): Checklist and explanation. Annals of Internal Medicine, 169(7), 467–473. https://doi.org/10.7326/M18-0850
- Tricot, R. (2021). Venture capital investments in artificial intelligence. OECD Digital Economy Papers. https://doi.org/10.1787/f97beae7-en.
- Tsou, C. (2024). Implementing Artificial Intelligence (AI) in Higher Education: A Narrative Literature Review. ResearchGate. https://www.researchgate.net/publication/376553922
- Tiika, B. J., Tang, Z., Azaare, J., Dagadu, J. C., & Otoo, S. N. A. (2024). Evaluating E-Government Development among Africa Union Member States: An Analysis of the Impact of E-Government on Public Administration and Governance in Ghana. Sustainability, 16(3), 1333. https://doi.org/10.3390/su16031333
- Udupa, S., & Koch, L. (2023). Tackling online misogyny in political campaigns: Promise and limitations of artificial intelligence. Feminist Media Studies, 1-7.
- Ungerer, L., & Slade, S. (2022). Ethical Considerations of Artificial Intelligence in Learning Analytics in Distance Education Contexts. In SpringerBriefs in Open and Distance Education (Issue May). Springer Nature Singapore. https://doi.org/10.1007/978-981-19-0786-9_8
- Wang, S., Hu, T., Xiao, H., Li, Y., Zhang, C., Ning, H., & Ye, X. (2024). GPT, large language models (LLMs) and generative artificial intelligence (GAI) models in geospatial science: A systematic review. International Journal of Digital Earth, 17(1), 2353122. https://doi.org/10.1080/17538947.2024.2353122
- Whitley, R. (2008). Universities as strategic actors: limitations and variations. WENNERGREN International Series, 23(4), 23–37. http://www.portlandpress.com/pp/books/online/univmark/084/0023/0840023.pdf
- Xu, Y., Liu, X., Cao, X., Huang, C., Liu, E., Qian, S., Liu, X., Wu, Y., Dong, F., Qiu, C. W., Qiu, J., Hua, K., Su, W., Wu, J., Xu, H., Han, Y., Fu, C., Yin, Z., Liu, M., … Zhang, J. (2021). Artificial intelligence: A powerful paradigm for scientific research. Innovation, 2(4). https://doi.org/10.1016/j.xinn.2021.100179
- Yang, C. H. (2022). How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan. Research Policy, 51(6), 104536. https://doi.org/10.1016/J.RESPOL.2022.104536
- Yanty, R., Patiro, S. P. S., & Wati, L. N. (2024). The Role of Employee Empowerment in Mediating the Effect of Leader-Member Exchange on Employee Performance in Dekranasda Riau Islands Province 2021-2024. Organization and Human Capital Development, 3(1), 108–122. https://doi.org/10.31098/orcadev.v3i1.1780
- Zaman, B. U. (2023). Transforming Education Through AI, Benefits, Risks, and Ethical Considerations. Authorea Preprints, October, 1–15. https://www.authorea.com/doi/full/10.36227/techrxiv.24231583.v1?commit=3f11b54dc35ae0fd10b08fafdefbce218eb14352
- Zhang, K., & Aslan, A. B. (2021). AI technologies for education: Recent research & future directions. Computers and Education: Artificial Intelligence, 2, 100025. https://doi.org/10.1016/j.caeai.2021.100025
- Zuboff, S. (2019). The Age of Surveillance Capitalism. Public Affairs.
References
Ajuzieogu, U. (2019). The Role of Artificial Intelligence in Modern Computing and Education. Technology Education. https://www.academia.edu/39588348/The_Role_Of_AI_In_Modern_Computing_and_Education
Akinwalere, S. N., & Ivanov, V. (2022). Artificial Intelligence in Higher Education: Challenges and Opportunities. Border Crossing, 12(1), 1–15. https://doi.org/10.33182/bc.v12i1.2015
Al-Maskari, A., Al Riyami, T., & Ghnimi, S. (2024). Factors affecting students’ preparedness for the fourth industrial revolution in higher education institutions. Journal of Applied Research in Higher Education, 16(1), 246–264. https://doi.org/10.1108/JARHE-05-2022-0169
Aldoseri, A., Al-Khalifa, K. N., & Hamouda, A. M. (2023). Re-Thinking Data Strategy and Integration for Artificial Intelligence: Concepts, Opportunities, and Challenges. Applied Sciences (Switzerland), 13(12). https://doi.org/10.3390/app13127082
Alhassan, A., Zafar, B., & Mueen, A. (2020). Predict students’ academic performance based on their assessment grades and online activity data. International Journal of Advanced Computer Science and Applications, 11(4). https://doi.org/10.14569/IJACSA.2020.0110425
Ally, M., & Perris, K. (2022). Artificial Intelligence in the Fourth Industrial Revolution to Educate for Sustainable Development. Canadian Journal of Learning and Technology, 48(4). https://doi.org/10.21432/cjlt28287
Anwar, G., & Abdullah, N. N. (2021). The impact of Human resource management practice on Organizational performance. International Journal of Engineering, Business and Management, 5(1), 35–47. https://doi.org/10.22161/ijebm.5.1.4
Arman, M., & Lamiyar, U. R. (2023). Exploring the implication of ChatGPT AI for business: Efficiency and challenges. International Journal of Marketing and Digital Creative, 1(2), 64-84. https://www.academia.edu/113006102/Exploring_the_Implication_of_ChatGPT_AI_for_Business_Efficiency_and_Challenges
Babina, T., Fedyk, A., He, A., & Hodson, J. (2024). Artificial intelligence, firm growth, and product innovation. Journal of Financial Economics. https://doi.org/10.1016/j.jfineco.2023.103745.
Baldomar, T. B., Cunanan, G. M. G., Marquez, B. J. G., Ortiguero, F. P. Jr., Padre, M. C., & Rey, H. L. (2023). The Challenges of Pre-Service Teachers in the New Normal Set up of Field Study Amidst COVID-19 Pandemic. Advanced Journal of STEM Education, 1(1), 20–37. https://doi.org/10.31098/ajosed.v1i1.1583
Bhattacharjee, K. K. (2019). Research Output on the Usage of Artificial Intelligence in Indian Higher Education - A Scientometric Study. IEEE International Conference on Industrial Engineering and Engineering Management, July, 916–919. https://doi.org/10.1109/IEEM44572.2019.8978798
Cardoso, J., & Sheth, A. (2006). Semantic Web Services, Processes and Applications. In Semantic Web Services, Processes and Applications (Issue January 2006). https://doi.org/10.1007/978-0-387-34685-4
Chen, J. S., Le, T. T. Y., & Florence, D. (2021). Usability and responsiveness of artificial intelligence chatbot on online customer experience in e-retailing. International Journal of Retail and Distribution Management, 49(11), 1512–1531. https://doi.org/10.1108/IJRDM-08-2020-0312
Cheng, H., Liu, W., Dong, M., & Zhou, C. (2023). Assessing the Professional Personality of College Counselors: A Student‐Oriented Psychological Scale. New Directions for Child and Adolescent Development, 2023(1), 6066039. https://onlinelibrary.wiley.com/doi/full/10.1155/2023/6066039
Collins, C., Dennehy, D., Conboy, K., & Mikalef, P. (2021). Artificial intelligence in information systems research: A systematic literature review and research agenda. International Journal of Information Management, 60(June), 102383. https://doi.org/10.1016/j.ijinfomgt.2021.102383
Del Favero, M. (2003). Faculty-administrator relationships as integral to high-performing governance systems: New frameworks for study. American Behavioral Scientist, 46(7), 902–922. https://doi.org/10.1177/0002764202250119
Dellova, R. I., & Tian, Y. (2024). Fostering Innovation: Exploring Key Factors and Their Relationship on Organizational Performance Towards Innovation Management Culture. Organization and Human Capital Development. 3(1), 1-15. https://doi.org/10.31098/orcadev.v3i1.1940.
Dilmegani, C. (2024). Chatbot vs Intelligent Virtual Assistant: Comparison in 2024. https://research.aimultiple.com/chatbot-vs-intelligent-virtual-assistant/
Dogbatse, D. A. (2024). Enhancing Capacity Building Prior to Appointment as Heads of Departments in Universities. Organization and Human Capital Development, 3(1), 71–83. https://doi.org/10.31098/orcadev.v3i1.1944
Dolunay, A., & Temel, A. C. (2024). The relationship between personal and professional goals and emotional state in academia: a study on unethical use of artificial intelligence. Frontiers in Psychology, 15(March), 1–10. https://doi.org/10.3389/fpsyg.2024.1363174
Dwivedi, Y. K., Kshetri, N., Hughes, L., Slade, E. L., Jeyaraj, A., Kar, A. K., Baabdullah, A. M., Koohang, A., Raghavan, V., Ahuja, M., Albanna, H., Albashrawi, M. A., Al-Busaidi, A. S., Balakrishnan, J., Barlette, Y., Basu, S., Bose, I., Brooks, L., Buhalis, D., … Wright, R. (2023). “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy. International Journal of Information Management, 71(March). https://doi.org/10.1016/j.ijinfomgt.2023.102642
Elahi, M., Afolaranmi, S. O., Martinez Lastra, J. L., & Perez Garcia, J. A. (2023). A comprehensive literature review of the applications of AI techniques through the lifecycle of industrial equipment. In Discover Artificial Intelligence (Vol. 3, Issue 1). Springer International Publishing. https://doi.org/10.1007/s44163-023-00089-x
Eubanks, V. (2018). Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. St. Martin’s Press.
Farley, I. A., & Burbules, N. C. (2022). Online education viewed through an equity lens: Promoting engagement and success for all learners. Review of Education, 10(3), e3367.https://doi.org/10.1002/rev3.3367
Fitria, T. N. (2021). Artificial Intelligence (AI) in Education: Using AI Tools for Teaching and Learning Process. Proceeding Seminar Nasional & Call for Papers, December, 134–147. https://www.scirp.org/reference/referencespapers?referenceid=3794881
Gatzioufa, P., & Saprikis, V. (2022). A literature review on users’ behavioral intention toward chatbots’ adoption. Applied Computing and Informatics, July 2022. https://doi.org/10.1108/ACI-01-2022-0021
George, B., & Wooden, O. (2023). Managing the Strategic Transformation of Higher Education through Artificial Intelligence. Administrative Sciences, 13(9). https://doi.org/10.3390/admsci13090196
Gerke, S., Minssen, T., & Cohen, G. (2020). Ethical and legal challenges of artificial intelligence-driven healthcare. In Artificial Intelligence in Healthcare. INC. https://doi.org/10.1016/B978-0-12-818438-7.00012-5
Ghana, D. P. (2012). Data Protection Act, 2012 (Act 843). National Information Technology Agency. https://nita.gov.gh/theevooc/2017/12/Data-Protection-Act-2012-Act-843.pdf
Gleason, N. W. (2018). Higher Education in the Era of the Fourth Industrial Revolution. In Higher Education in the Era of the Fourth Industrial Revolution. https://doi.org/10.1007/978-981-13-0194-0
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). https://doi.org/10.3390/educsci13121216
Heffernan, A., Nguyen, H., & Chapman, A. (2022). Artificial intelligence in education: Challenges for low-resourced contexts. British Journal of Educational Technology, 53(2), 321–336. https://www.gcedclearinghouse.org/sites/default/files/resources/190175eng.pdf
Holmes, W., Bialik, M., & Fadel, C. (2021). Artificial Intelligence in Education: Promises and Implications for Teaching and Learning. Center for Curriculum Redesign. https://curriculumredesign.org/wp-content/uploads/AIED-Book-Excerpt-CCR.pdf
Igbokwe, I. C. (2023). Application of Artificial Intelligence (AI) in Educational Management. International Journal of Scientific and Research Publications, 13(3). https://doi.org/10.29322/ijsrp.13.03.2023.p13536
Intel.(2019). Preparing to Teach in the 4th Industrial Revolution https://www.intel.com/content/www/us/en/education/teaching-strategy/teaching-4th-industrial-revolution.html
Issahaku, M., Sarfo, N., Derkyi, A., & Kemausuor, F. (2024). Heliyon A systematic review of the design considerations for the operation and maintenance of small-scale biogas digesters. Heliyon, 10(1), e24019. https://doi.org/10.1016/j.heliyon.2024.e24019
Jo, H. (2023). Understanding AI tool engagement: A study of ChatGPT usage and word-of-mouth among university students and office workers. Telematics and Informatics, 85, 102067. https://doi.org/10.1016/J.TELE.2023.102067
Malik, A. R., Pratiwi, Y., Andajani, K., Numertayasa, I. W., Suharti, S., Darwis, A., & Marzuki, (2023). Exploring Artificial Intelligence in Academic Essay: Higher Education Student’s Perspective. International Journal of Educational Research Open, 5(October), 100296. https://doi.org/10.1016/j.ijedro.2023.100296
Martínez-Monés, A., Dimitriadis, Y., Acquila-Natale, E., Álvarez, A., Caeiro-Rodríguez, M., Cobos, R., Conde-González, M. Á., García-Peñalvo, F. J., Hernández-Leo, D., Sierra, I. M., Muñoz-Merino, P. J., Ros, S., & Sancho-Vinuesa, T. (2020). Achievements and challenges in learning analytics in Spain: The view of SNOLA. RIED-Revista Iberoamericana de Educacion a Distancia, 23(2), 187–212. https://doi.org/10.5944/ried.23.2.26541
Mohapatra, H., & Mishra, S. R. (2023). Exploring the Sector-Specific Influence and Response of AI Tools: A Critical Review. 1–24. https://arxiv.org/pdf/2307.05909
Morandini, S., Fraboni, F., De Angelis, M., Puzzo, G., Giusino, D., & Pietrantoni, L. (2023). The Impact of Artificial Intelligence on Workers’ Skills: Upskilling and Reskilling in Organisations. Informing Science, 26(February), 39–68. https://doi.org/10.28945/5078
Mishra, V., & Mishra, M. P. (2023). PRISMA for Review of Management Literature–Method, Merits, and Limitations–An Academic Review. Advancing Methodologies of Conducting Literature Review in Management Domain, 125-136. https://doi.org/10.1108/S2754-586520230000002007
Naik, N., Hameed, B. M. Z., Shetty, D. K., Swain, D., Shah, M., Paul, R., Aggarwal, K., Brahim, S., Patil, V., Smriti, K., Shetty, S., Rai, B. P., Chlosta, P., & Somani, B. K. (2022). Legal and Ethical Consideration in Artificial Intelligence in Healthcare: Who Takes Responsibility? Frontiers in Surgery, 9(March), 1–6. https://doi.org/10.3389/fsurg.2022.862322
Nguyen, A., Ngo, H. N., Hong, Y., Dang, B., & Nguyen, B. P. T. (2023). Ethical principles for artificial intelligence in education. Education and Information Technologies, 28(4), 4221–4241. https://doi.org/10.1007/s10639-022-11316-w
Nguyen, T. K., & Nguyen, M. T. (2023). Empowering Education: Exploring the Potential of Artificial Intelligence; Chapter 9-Artificial Intelligence (AI) in Teaching and Learning: A Comprehensive Review. October. https://www.researchgate.net/publication/374508985
Nguyen, T. T. K., Nguyen, M. T., & Tran, H. T. (2023). Artificial intelligent based teaching and learning approaches: A comprehensive review. International Journal of Evaluation and Research in Education, 12(4), 2387–2400. https://doi.org/10.11591/ijere.v12i4.26623
Ocaña, F. Y., Valenzuela, F. L. A., & Garro, A. L. L. (2019). Artificial Intelligence and its Implications in Higher Education. Purposes and Representations, 7(2), 536–552.
Owan, V. J., Abang, K. B., Idika, D. O., Etta, E. O., & Bassey, B. A. (2023). Exploring the potential of artificial intelligence tools in educational measurement and assessment. Eurasia Journal of Mathematics, Science and Technology Education, 19(8). https://doi.org/10.29333/ejmste/13428
Owoc, M. L., Sawicka, A., & Weichbroth, P. (2021). Artificial Intelligence Technologies in Education: Benefits, Challenges and Strategies of Implementation. IFIP Advances in Information and Communication Technology, 599, 37–58. https://doi.org/10.1007/978-3-030-85001-2_4
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic Reviews, 10(1), 1–11. https://doi.org/10.1186/s13643-021-01626-4
Peters, M. D. J., Marnie, C., Colquhoun, H., Garritty, C. M., Hempel, S., Horsley, T., Langlois, E. V., Lillie, E., O'Brien, K. K., Tunçalp, Ö., Wilson, M. G., Zarin, W., & Tricco, A. C. (2021). Scoping reviews: Reinforcing and advancing the methodology and application. Systematic Reviews, 10(1), 1–6. https://doi.org/10.1186/s13643-021-01821-3
Popenici, S. A. D., & Kerr, S. (2017). Exploring the impact of artificial intelligence on teaching and learning in higher education. Research and Practice in Technology Enhanced Learning, 12(1). https://doi.org/10.1186/s41039-017-0062-8
Prinsloo, P., & Slade, S. (2020). Student privacy, learning analytics and the obligation to act: A balancing act. Education and Information Technologies, 25(4), 2603–2622.
Renz, A., & Hilbig, R. (2021). Correction to: Prerequisites for artificial intelligence in further education: identification of drivers, barriers, and business models of educational technology companies (International Journal of Educational Technology in Higher Education, (2020), 17, 1. International Journal of Educational Technology in Higher Education, 18(1). https://doi.org/10.1186/s41239-021-00245-2
Saputra, I., Astuti, M., Sayuti, M., & Kusumastuti, D. (2023). Integration of Artificial Intelligence in Education: Opportunities, Challenges, Threats and Obstacles. A Literature Review. Indonesian Journal of Computer Science, 12(4), 1590–1600. https://doi.org/10.33022/ijcs.v12i4.3266
Shiferaw, T. (2022). Impact of Human Resource Management Practices on Employee Performance: The Case of Bule Hora University, Ethiopia, Africa. Organization and Human Capital Development, 1(1), 53-61.
Soler Costa, R., Tan, Q., Pivot, F., Zhang, X., & Wang, H. (2021). Personalized and adaptive learning. In Texto Livre: Linguagem e Tecnologia (Vol. 14, Issue 3). https://doi.org/10.35699/1983-3652.2021.33445
Su, S., & Baird, K. (2023). The Impact of the Emphasis on Budgets and Budget Difficulty on Budget Value and Job Stress: The Mediating Role of Organisational Fairness. In Advances in Management Accounting (Vol. 34, pp. 109-130). Emerald Publishing Limited. https://doi.org/10.1108/S1474-787120220000034006
Syafiqah, N. (2024). " AI for Sustainable Development : Opportunities and Challenges in Sabah , Malaysia ". April.
Tang, K. H. D. (2024). Implications of Artificial Intelligence for Teaching and Learning. Acta Pedagogia Asiana, 3(2), 65–79. https://doi.org/10.53623/apga.v3i2.404
Tondeur, J., Scherer, R., Siddiq, F., & Baran, E. (2020). A multilevel analysis of the role of teacher collaboration and ICT use in higher education. Educational Technology Research and Development, 68(6), 3241–3261. DOI: 10.1016/j.compedu.2018.03.002
Tricco, A. C., Lillie, E., Zarin, W., O’Brien, K. K., Colquhoun, H., Levac, D., Moher, D., Peters, M. D. J., Horsley, T., Weeks, L., Hempel, S., Akl, E. A., Chang, C., McGowan, J., Stewart, L., Hartling, L., Aldcroft, A., Wilson, M. G., Garritty, C., … Straus, S. E. (2018). PRISMA extension for scoping reviews (PRISMA-ScR): Checklist and explanation. Annals of Internal Medicine, 169(7), 467–473. https://doi.org/10.7326/M18-0850
Tricot, R. (2021). Venture capital investments in artificial intelligence. OECD Digital Economy Papers. https://doi.org/10.1787/f97beae7-en.
Tsou, C. (2024). Implementing Artificial Intelligence (AI) in Higher Education: A Narrative Literature Review. ResearchGate. https://www.researchgate.net/publication/376553922
Tiika, B. J., Tang, Z., Azaare, J., Dagadu, J. C., & Otoo, S. N. A. (2024). Evaluating E-Government Development among Africa Union Member States: An Analysis of the Impact of E-Government on Public Administration and Governance in Ghana. Sustainability, 16(3), 1333. https://doi.org/10.3390/su16031333
Udupa, S., & Koch, L. (2023). Tackling online misogyny in political campaigns: Promise and limitations of artificial intelligence. Feminist Media Studies, 1-7.
Ungerer, L., & Slade, S. (2022). Ethical Considerations of Artificial Intelligence in Learning Analytics in Distance Education Contexts. In SpringerBriefs in Open and Distance Education (Issue May). Springer Nature Singapore. https://doi.org/10.1007/978-981-19-0786-9_8
Wang, S., Hu, T., Xiao, H., Li, Y., Zhang, C., Ning, H., & Ye, X. (2024). GPT, large language models (LLMs) and generative artificial intelligence (GAI) models in geospatial science: A systematic review. International Journal of Digital Earth, 17(1), 2353122. https://doi.org/10.1080/17538947.2024.2353122
Whitley, R. (2008). Universities as strategic actors: limitations and variations. WENNERGREN International Series, 23(4), 23–37. http://www.portlandpress.com/pp/books/online/univmark/084/0023/0840023.pdf
Xu, Y., Liu, X., Cao, X., Huang, C., Liu, E., Qian, S., Liu, X., Wu, Y., Dong, F., Qiu, C. W., Qiu, J., Hua, K., Su, W., Wu, J., Xu, H., Han, Y., Fu, C., Yin, Z., Liu, M., … Zhang, J. (2021). Artificial intelligence: A powerful paradigm for scientific research. Innovation, 2(4). https://doi.org/10.1016/j.xinn.2021.100179
Yang, C. H. (2022). How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan. Research Policy, 51(6), 104536. https://doi.org/10.1016/J.RESPOL.2022.104536
Yanty, R., Patiro, S. P. S., & Wati, L. N. (2024). The Role of Employee Empowerment in Mediating the Effect of Leader-Member Exchange on Employee Performance in Dekranasda Riau Islands Province 2021-2024. Organization and Human Capital Development, 3(1), 108–122. https://doi.org/10.31098/orcadev.v3i1.1780
Zaman, B. U. (2023). Transforming Education Through AI, Benefits, Risks, and Ethical Considerations. Authorea Preprints, October, 1–15. https://www.authorea.com/doi/full/10.36227/techrxiv.24231583.v1?commit=3f11b54dc35ae0fd10b08fafdefbce218eb14352
Zhang, K., & Aslan, A. B. (2021). AI technologies for education: Recent research & future directions. Computers and Education: Artificial Intelligence, 2, 100025. https://doi.org/10.1016/j.caeai.2021.100025
Zuboff, S. (2019). The Age of Surveillance Capitalism. Public Affairs.