Mapping Global Frameworks of AI Governance in Education: A Systematic Policy Review
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Aggarwal, D., Sharma, D., & Saxena, A. B. (2023). Exploring the role of artificial intelligence for augmentation of adaptable sustainable education. Asian Journal of Advanced Research and Reports, 17(11), 179–184.
Albous, M., Al-Jayyousi, O. R., & Stephens, M. (2025). AI Governance in the GCC States: A Comparative Analysis of National AI Strategies. Journal of Artificial Intelligence Research, 82, 2389–2422.
Allen, J. G., Loo, J., & Campoverde, J. L. L. (2025). Governing intelligence: Singapore’s evolving AI governance framework. Cambridge Forum on AI: Law and Governance, 1, e12. https://www.cambridge.org/core/journals/cambridge-forum-on-ai-law-and-governance/article/governing-intelligence-singapores-evolving-ai-governance-framework/5E54A373E193E2D51354ADC1F509B9B4
Amiri, S. M. H. (2025). The role of artificial intelligence in shaping future education policies. Available at SSRN 5193088. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5193088
Arora, A., Barrett, M., Lee, E., Oborn, E., & Prince, K. (2023). Risk and the future of AI: Algorithmic bias, data colonialism, and marginalization. In Information and Organization (Vol. 33, Issue 3, p. 100478). Elsevier. https://www.sciencedirect.com/science/article/pii/S1471772723000325?casa_token=-_1gOSaOq4UAAAAA:WlxEft7eJBoT3uTbrREdVR98edHfvB2FZTBRNbmNnJOCDu39crT1RetoYLtAM6zMV5-aWS4NBUY
ASEAN. (2024). ASEAN-Guide-on-AI-Governance-and-Ethics_beautified_201223_v2.pdf. https://asean.org/wp-content/uploads/2024/02/ASEAN-Guide-on-AI-Governance-and-Ethics_beautified_201223_v2.pdf
Atkinson-Toal, A., & Guo, C. (2024). Generative Artificial Intelligence (AI) Education Policies of UK Universities. Enhancing Teaching and Learning in Higher Education, 2, 70–94.
Attard-Frost, B., Brandusescu, A., & Lyons, K. (2024). The governance of artificial intelligence in Canada: Findings and opportunities from a review of 84 AI governance initiatives. Government Information Quarterly, 41(2), 101929.
Balakrishnan, S., Thongprayoon, C., Wathanavasin, W., Miao, J., Mao, M. A., Craici, I. M., & Cheungpasitporn, W. (2025). Evaluating artificial intelligence bias in nephrology: The role of diversity, equity, and inclusion in AI-driven decision-making and ethical regulation. Frontiers in Artificial Intelligence, 8. Scopus. https://doi.org/10.3389/frai.2025.1525937
Barus, O. P., Hidayanto, A. N., Handri, E. Y., Indra Sensuse, D. I., & Yaiprasert, C. (2025). Shaping generative AI governance in higher education: Insights from student perception. International Journal of Educational Research Open, 8. Scopus. https://doi.org/10.1016/j.ijedro.2025.100452
Batool, A., Zowghi, D., & Bano, M. (2025). AI governance: A systematic literature review. AI and Ethics, 5(3), 3265–3279. https://doi.org/10.1007/s43681-024-00653-w
Borrego, M., Foster, M. J., & Froyd, J. E. (2014). Systematic Literature Reviews in Engineering Education and Other Developing Interdisciplinary Fields. Journal of Engineering Education, 103(1), 45–76. https://doi.org/10.1002/jee.20038
Božić, V. (2023). Risks of digital divide in using Artifical Intelligence (AI). No. May. Https://Doi. Org/10.13140/RG, 2(18156.13443). https://www.researchgate.net/profile/Velibor-Bozic-2/publication/371126516_RISKS_OF_DIGITAL_DIVIDE_IN_USING_ARTIFICAL_INTELLIGENCE_AI/links/688bb47deb16e51129b8cf92/RISKS-OF-DIGITAL-DIVIDE-IN-USING-ARTIFICAL-INTELLIGENCE-AI.pdf
Brezovar, N. (2025). The Role of Artificial Intelligence in NGOs: Challenges and Opportunities for Slovenia’s Information Society. NISPAcee Journal of Public Administration and Policy, 18(1), 11–30. Scopus. https://doi.org/10.2478/nispa-2025-0002
Bu, Q. (2022). Ethical risks in integrating artificial intelligence into education and potential countermeasures. Science Insights, 41(1), 561–566.
Camilleri, M. A. (2024a). Artificial intelligence governance: Ethical considerations and implications for social responsibility. Expert Systems, 41(7). Scopus. https://doi.org/10.1111/exsy.13406
Camilleri, M. A. (2024b). Artificial intelligence governance: Ethical considerations and implications for social responsibility. Expert Systems, 41(7). Scopus. https://doi.org/10.1111/exsy.13406
Chan, C. K. Y. (2023). A comprehensive AI policy education framework for university teaching and learning. International Journal of Educational Technology in Higher Education, 20(1), 38. https://doi.org/10.1186/s41239-023-00408-3
Cheong, B. C. (2024). Transparency and accountability in AI systems: Safeguarding wellbeing in the age of algorithmic decision-making. Frontiers in Human Dynamics, 6, 1421273.
Chun, J., Kim, J., Kim, H., Lee, G., Cho, S., Kim, C., Chung, Y., & Heo, S. (2025). A comparative analysis of on-device AI-driven, self-regulated learning and traditional pedagogy in university health sciences education. Applied Sciences, 15(4), 1815.
Corrêa, N. K., Galvão, C., Santos, J. W., Del Pino, C., Pinto, E. P., Barbosa, C., Massmann, D., Mambrini, R., Galvão, L., & Terem, E. (2023). Worldwide AI ethics: A review of 200 guidelines and recommendations for AI governance. Patterns, 4(10). https://www.cell.com/patterns/fulltext/S2666-3899(23)00241-6
Damodaran, A., & Kanwar, S. (2025). AI in school education: Towards a preparedness framework. Centre for Internet and Digital Economy. Available at: https://mit-genai ….
Dang, H. B., Pham, T. T. Q., Nguyen, V. P., & Nguyen, V. H. (2024). Regulatory impact of a governmental approach for artificial intelligence technology implementation in Vietnam. Journal of Infrastructure, Policy and Development, 8(11). Scopus. https://doi.org/10.24294/jipd.v8i11.6631
de-Lima-Santos, M.-F., Yeung, W. N., & Dodds, T. (2025). Guiding the way: A comprehensive examination of AI guidelines in global media. AI & SOCIETY, 40(4), 2585–2603. https://doi.org/10.1007/s00146-024-01973-5
Dhiman, T., Chauhan, V., Kumar, A., Vasantha, M., & Kumar, A. (2025). Ethical Crossroads: Navigating Data Privacy, Bias, Accountability and Sustainability in AI-Driven Education. https://www.researchgate.net/profile/Vishakha-Chauhan-8/publication/393168074_Ethical_Crossroads_Navigating_Data_Privacy_Bias_Accountability_and_Sustainability_in_AI-Driven_Education/links/6866f0f1b991270ef30165de/Ethical-Crossroads-Navigating-Data-Privacy-Bias-Accountability-and-Sustainability-in-AI-Driven-Education.pdf
Egger, M., & Smith, G. D. (2001). Principles of and Procedures for Systematic Reviews. In M. Egger, G. D. Smith, & D. G. Altman (Eds.), Systematic Reviews in Health Care (1st ed., pp. 23–42). Wiley. https://doi.org/10.1002/9780470693926.ch2
Filgueiras, F. (2024). Artificial intelligence and education governance. Education, Citizenship and Social Justice, 19(3), 349–361. https://doi.org/10.1177/17461979231160674
George, B., & Wooden, O. (2023). Managing the strategic transformation of higher education through artificial intelligence. Administrative Sciences, 13(9), 196.
Green, E., Singh, D., & Chia, R. (2022). AI ethics and higher education: Good practice and guidance for educators, learners, and institutions. Globethics. net.
Gunes, A., & Liman-Kaban, A. L. (2025). A Delphi Study on Ethical Challenges and Ensuring Academic Integrity Regarding AI Research in Higher Education. Higher Education Quarterly, 79(4). Scopus. https://doi.org/10.1111/hequ.70057
Horvath, A. R., & Pewsner, D. (2004). Systematic reviews in laboratory medicine: Principles, processes and practical considerations. Clinica Chimica Acta, 342(1–2), 23–39.
Ibrahim, S. M., Al Shraideh, M. A., Leiner, M., AlDajani, I. M., & Ouarda, B. (2024). Artificial intelligence ethics: Ethical consideration and regulations from theory to practice. IAES International Journal of Artificial Intelligence, 13(3), 3703–3714. Scopus. https://doi.org/10.11591/ijai.v13.i3.pp3703-3714
Ijaiya, H. (2024). Harnessing AI for data privacy: Examining risks, opportunities and strategic future directions. Int. J. Sci. Res. Arch, 13, 2878–2892.
Kemendikbudristek. (2024). PANDUAN PENGGUNAAN GENERATIVE ARTIFICIAL IN℡LIGENCE (GenAI) PADA PEMBELAJARAN DI PERGURUAN TINGGI. https://repositori.kemendikdasmen.go.id/32289/1/Buku%20Panduan%20Penggunaan%20Generative%20AI%20pada%20Pembelajaran%20di%20Perguruan%20Tinggi%20ver1.1.pdf
Kettemann, D. M. C. (2022). UNESCO Recommendation on the Ethics of Artificial Intelligence. Conditions for the Implementation in Germany.
Kitsara, I. (2022). Artificial Intelligence and the Digital Divide: From an Innovation Perspective. In A. Bounfour (Ed.), Platforms and Artificial Intelligence (pp. 245–265). Springer International Publishing. https://doi.org/10.1007/978-3-030-90192-9_12
Lainjo, B. (2024). The role of artificial intelligence in achieving the United Nations sustainable development goals. Journal of Sustainable Development, 17(5), 1–30.
Lescrauwaet, L., Wagner, H., Yoon, C., & Shukla, S. (2022). Adaptive legal frameworks and economic dynamics in emerging tech-nologies: Navigating the intersection for responsible innovation. Law and Economics, 16(3), 202–220.
Lew, H. (2024). Artificial Intelligence (AI) Teacher Education in Korea. https://tsukuba.repo.nii.ac.jp/record/2013463/files/JSAE_2020-2-119.pdf
Liang, J., Stephens, J. M., & Brown, G. T. (2025). A systematic review of the early impact of artificial intelligence on higher education curriculum, instruction, and assessment. Frontiers in Education, 10, 1522841. https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2025.1522841/full
Lu, Q., Zhu, L., Xu, X., Whittle, J., Zowghi, D., & Jacquet, A. (2024). Responsible AI Pattern Catalogue: A Collection of Best Practices for AI Governance and Engineering. ACM Computing Surveys, 56(7), 1–35. https://doi.org/10.1145/3626234
Maas, M. M. (2023). Concepts in advanced AI governance: A literature review of key terms and definitions. AI Foundations Report, 3. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4612473
Mahrishi, M., Abbas, A., & Siddiqui, M. K. (2025). Global Initiatives Towards Regulatory Frameworks for Artificial Intelligence (AI) in Higher Education. Digital Government: Research and Practice, 6(2). Scopus. https://doi.org/10.1145/3672462
Manda, M. I., & Ben Dhaou, S. (2019). Responding to the challenges and opportunities in the 4th Industrial revolution in developing countries. Proceedings of the 12th International Conference on Theory and Practice of Electronic Governance, 244–253. https://doi.org/10.1145/3326365.3326398
Mariyono, D., & Hidayatullah, A. N. (2025). Navigating the Moral Maze: Ethical Challenges and Opportunities of Generative Chatbots in Global Higher Education. Applied Computational Intelligence and Soft Computing, 2025(1). Scopus. https://doi.org/10.1155/acis/8584141
Mirishli, S. (2025). The Role of Legal Frameworks in Shaping Ethical Artificial Intelligence Use in Corporate Governance (arXiv:2503.14540). arXiv. https://doi.org/10.48550/arXiv.2503.14540
Muringa, T. P. (2025). Exploring ethical dilemmas and institutional challenges in AI adoption: A study of South African universities. Frontiers in Education, 10, 1628019. https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2025.1628019/abstract
Nedungadi, P., Tang, K.-Y., & Raman, R. (2024). The transformative power of generative artificial intelligence for achieving the sustainable development goal of quality education. Sustainability, 16(22), 9779.
OECD. (2023). Scoping the OECD AI principles. https://www.oecd.org/content/dam/oecd/en/publications/reports/2023/02/advancing-accountability-in-ai_753bf8c8/2448f04b-en.pdf?utm_source=chatgpt.com
Oncioiu, I., & Bularca, A. R. (2025). Artificial Intelligence Governance in Higher Education: The Role of Knowledge-Based Strategies in Fostering Legal Awareness and Ethical Artificial Intelligence Literacy. Societies, 15(6). Scopus. https://doi.org/10.3390/soc15060144
Opesemowo, O. A. G., & Adekomaya, V. (2024). Harnessing artificial intelligence for advancing sustainable development goals in South Africa’s higher education system: A qualitative study. International Journal of Learning, Teaching and Educational Research, 23(3), 67–86.
Page, A., Charteris, J., Anderson, J., & Boyle, C. (2021). Fostering school connectedness online for students with diverse learning needs: Inclusive education in Australia during the COVID-19 pandemic. European Journal of Special Needs Education, 36(1), 142–156.
Park, S.-C. (2018). The Fourth Industrial Revolution and implications for innovative cluster policies. AI & SOCIETY, 33(3), 433–445. https://doi.org/10.1007/s00146-017-0777-5
Paul, J. (2024). Privacy and data security concerns in AI. ResearchGate, November. https://www.researchgate.net/profile/Joel-Paul-10/publication/385781993_Privacy_and_data_security_concerns_in_AI/links/6734ffe2f255d5728669d3a3/Privacy-and-data-security-concerns-in-AI.pdf
Pedro, F., Subosa, M., Rivas, A., & Valverde, P. (2019). Artificial intelligence in education: Challenges and opportunities for sustainable development. https://repositorio.minedu.gob.pe/handle/20.500.12799/6533
Petticrew, M. (2001). Systematic reviews from astronomy to zoology: Myths and misconceptions. Bmj, 322(7278), 98–101.
Putra, B. A. (2024). Governing AI in Southeast Asia: ASEAN’s way forward. Frontiers in Artificial Intelligence, 7. Scopus. https://doi.org/10.3389/frai.2024.1411838
Raza, F. A., Singh, A. D., Kovilpillai, J. J. S., Hamdan, A., & Rajaratnam, V. (2025). Safeguarding Integrity in AI-Enhanced Education: Stakeholder Perspectives on Accuracy, Validity, and Ethics in ASEAN. European Journal of STEM Education, 10(1), 22.
Sahai, A. K., & Rath, N. (2021). Artificial intelligence and the 4th industrial revolution. In Artificial intelligence and machine learning in business management (pp. 127–143). CRC Press. https://www.taylorfrancis.com/chapters/edit/10.1201/9781003125129-8/artificial-intelligence-4th-industrial-revolution-alok-kumar-sahai-namita-rath
Sawyer, K. (2015). A call to action: The challenges of creative teaching and learning. In Teachers College Record (Vol. 117, Issue 10).
Schiff, D. (2022). Education for AI, not AI for Education: The Role of Education and Ethics in National AI Policy Strategies. International Journal of Artificial Intelligence in Education, 32(3), 527–563. https://doi.org/10.1007/s40593-021-00270-2
Shams, R. A., Zowghi, D., & Bano, M. (2025). AI and the quest for diversity and inclusion: A systematic literature review. AI and Ethics, 5(1), 411–438. https://doi.org/10.1007/s43681-023-00362-w
Sharma, R., Haralayya, D. B., Maria H, H., Murthy, B. S. R., & Vadisetty, R. (2025). Corporate Governance and AI Ethics: A Strategic Framework for Ethical Decision-Making in Business. Corporate Governance and AI Ethics: A Strategic Framework for Ethical Decision-Making in Business (February 27, 2025). https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5270919
Slimi, Z., & Carballido, B. V. (2023). Navigating the Ethical Challenges of Artificial Intelligence in Higher Education: An Analysis of Seven Global AI Ethics Policies. TEM Journal, 12(2). https://www.ceeol.com/search/article-detail?id=1122977
Swist, T., Buckingham Shum, S., & Gulson, K. N. (2024). Co-producing AIED Ethics Under Lockdown: An Empirical Study of Deliberative Democracy in Action. International Journal of Artificial Intelligence in Education, 34(3), 670–705. Scopus. https://doi.org/10.1007/s40593-023-00380-z
TEQSA. (2025). Gen AI strategies for research training: Emerging practice. Australian Government - Tertiary Education and Standard Agency.
Torres-Rivera, A. D., Rendón Peña, A. A., Díaz-Torres, S. T., & Díaz-Torres, L. A. (2025). Ethical integration of AI and STEAM pedagogies in higher education: A sustainable learning model for society 5.0. Sustainability, 17(19), 8525.
Twabu, K. (2025). Investigating schumpeter’s innovation theory in the context of AI in higher education research. Discover Education, 4(1), 389. https://doi.org/10.1007/s44217-025-00855-2
Ukeje, I. O., Elom, C. O., Ayanwale, M. A., Umoke, C. C., & Nwangbo, S. O. (2024). Exploring an Innovative Educational Governance Framework: Leveraging Artificial Intelligence in a Stakeholder-Driven “Open Campus Model” in South East Nigerian Universities. International Journal of Learning, Teaching and Educational Research, 23(6), 416–440. Scopus. https://doi.org/10.26803/ijlter.23.6.19
Ulnicane, I., Eke, D., Knight, W., Ogoh, G., & Stahl, B. C. (2021). Good governance as a response to discontents? Déjà vu, or lessons for AI from other emerging technologies. Interdisciplinary Science Reviews, 46(1–2), 71–93. Scopus. https://doi.org/10.1080/03080188.2020.1840220
Wakunuma-Zojer, K., & Eke, D. (2024). Africa, ChatGPT, and Generative AI Systems: Ethical Benefits, Concerns, and the Need for Governance. Philosophies, 9(3). Scopus. https://doi.org/10.3390/philosophies9030080
Walter, Y. (2024). Managing the race to the moon: Global policy and governance in Artificial Intelligence regulation—A contemporary overview and an analysis of socioeconomic consequences. Discover Artificial Intelligence, 4(1), 14. https://doi.org/10.1007/s44163-024-00109-4
Wiboolyasarin, W., Wiboolyasarin, K., Tiranant, P., Jinowat, N., & Boonyakitanont, P. (2025). AI-driven chatbots in second language education: A systematic review of their efficacy and pedagogical implications. Ampersand, 14, 100224.
Wongmahesak, K., Karim, F., & Wongchestha, N. (2025). Artificial Intelligence: A Catalyst for Sustainable Effectiveness in Compulsory Education Management. Asian Education and Learning Review, 3(1), 4–4.
Wu, C., Zhang, H., & Carroll, J. M. (2024). AI Governance in Higher Education: Case Studies of Guidance at Big Ten Universities. Future Internet, 16(10). Scopus. https://doi.org/10.3390/fi16100354
DOI: https://doi.org/10.18860/jmpi.v10i2.37545
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