Integrating AI in STEM Education in Africa: A Systematic Review of Best Practices and Perspectives
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Abanga, E. A., & Dotse, S. (2024). AI and digital economies: A comparative analysis of South and Southeast Asia and Africa. Asian Journal of Research in Computer Science, 17(10), 12–25. https://doi.org/10.9734/ajrcos/2024/v17i10506
Abdullah, Q., Rehman, H., Shehzad, M., Attique, H., & Zaki, S. (2025). Relationship between cognitive load and AI dependence among university teachers: Moderating role of decision-making styles. Research Journal of Psychology, 3(3), 26–35. https://doi.org/10.59075/rjs.v3i3.166
Adeniyi, I. S., Al Hamad, N. M., Adewusi, O. E., Unachukwu, C. C., Osawaru, B., Onyebuchi, C. N., & David, I. O. (2024). E-learning platforms in higher education: A comparative review of the USA and Africa. International Journal of Science and Research Archive, 11(1), 1686–1697. https://doi.org/10.30574/ijsra.2024.11.1.0283
Afzaal, M., Shanshan, X., Yan, D., & Younas, M. (2024). Mapping artificial intelligence integration in education: a decade of innovation and impact (2013-2023)-a bibliometric analysis. IEEE Access. https://doi.org/10.1109/ACCESS.2024.3443313
AlSagri, H. S., & Sohail, S. S. (2024). Evaluating the role of artificial intelligence in sustainable development goals with an emphasis on "quality education". Discover Sustainability, 5(1), 458. https://doi.org/10.1007/s43621-024-00682-9
Amer, A. M., & El-Hadi, M. M. (2019). Tableau big data visualization tool in the higher education institutions for sustainable development goals. International Journal of Computer Science and Mobile Computing (IJCSMC).
Ansori, A., Damyati, F., & Dhestyani, S. A. (2024). Assessing AI integration in Islamic higher education: A mixed-methods fishbone diagram analysis. International Journal on Informatics for Development, Article 4862.
Arakpogun, E. O., Elsahn, Z., Olan, F., & Elsahn, F. (2021). Artificial intelligence in Africa: Challenges and opportunities. In The fourth industrial revolution: Implementation of artificial intelligence for growing business success (pp. 375-388). https://doi.org/10.1007/978-3-030-62796-6_22
Asy'ari, M., & Sharov, S. (2024). Transforming education with ChatGPT: Advancing personalized learning, accessibility, and ethical AI integration. International Journal of Essential Competencies in Education, 3(2), 119–157. https://doi.org/10.36312/ijece.v3i2.2424
Ayandibu, E. O. (2024). Artificial intelligence and ethical implications in South African higher education: A policy framework perspective. International Journal of Innovative Technologies in Economy, (3), Article 47.
Ayanwale, M. A., & Molefi, R. R. (2024). Exploring intention of undergraduate students to embrace chatbots: from the vantage point of Lesotho. International Journal of Educational Technology in Higher Education, 21(1), 20. https://doi.org/10.1186/s41239-024-00451-8
Ayanwale, M. A., & Ndlovu, M. (2024). Investigating factors of students' behavioral intentions to adopt chatbot technologies in higher education: Perspective from expanded diffusion theory of innovation. Computers in Human Behavior Reports, 14, 100396. https://doi.org/10.1016/j.chbr.2024.100396
Baba, K., Faddouli, E., & Cheimanoff, N. (2024). Mobile-optimized AI-driven personalized learning: A case study at Mohammed VI Polytechnic University. International Journal of Interactive Mobile Technologies, 18(4). https://doi.org/10.3991/ijim.v18i04.46547
Babington‐Ashaye, A., de Moerloose, P., Diop, S., & Geissbuhler, A. (2023). Design, development and usability of an educational AI chatbot for People with Haemophilia in Senegal. Haemophilia, 29(4), 1063–1073. https://doi.org/10.1111/hae.14815
Basitere, M., & Ivala, E. (2017). Evaluation of an adaptive learning technology in a first-year extended curriculum programme physics course. South African Computer Journal, 29(3), 1–15. https://doi.org/10.18489/sacj.v29i3.476
Becker, G. S. (1964). Human capital. National Bureau of Economic Research.
Begamudra Rangavittal, P. (2024). Transforming higher education with artificial intelligence-benefits, challenges, and future directions. International Journal of Science and Research (IJSR). https://doi.org/10.21275/SR24525214415
Bekdemir, Y. (2024). The urgency of AI integration in teacher training: Shaping the future of education. Journal of Research in Didactical Sciences, 3(1), 37–41. https://doi.org/10.51853/jorids/15485
Boateng, G. (2024). Leveraging AI to advance science and computing education across Africa: Challenges, progress and opportunities. In Artificial Intelligence in Education: The Intersection of Technology and Pedagogy (pp. 205–222). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-71232-6_10
Bosch, T., Jordaan, M., Mwaura, J., Nkoala, S., Schoon, A., Smit, A., & Mare, A. (2023). South African university students' use of AI-powered tools for engaged learning. Available at SSRN 4595655. https://doi.org/10.2139/ssrn.4595655
Boubker, O. (2024). From chatting to self-educating: Can AI tools boost student learning outcomes? Expert Systems with Applications, 238, 121820. https://doi.org/10.1016/j.eswa.2023.121820
Budu, K. W. A., Yinping, M., & Mireku, K. K. (2018). Investigating the effect of behavioral intention on e-learning systems usage: Empirical study on tertiary education institutions in Ghana. Mediterranean Journal of Social Sciences, 9(3), Article 123. https://doi.org/10.2478/mjss-2018-0062
Censrehurd, Z. Y. T., & Nyugha, P. G. (n.d.). The importance of artificial intelligence to Africa's development process: Prospects and challenges on tertiary education institutions in Ghana. Mediterranean Journal of Social Sciences, 9(3).
Chaaban, Y., Sellami, A., & Michaleczek, I. (Eds.). (2024). Understanding wellbeing in higher education of the Global South: Contextually sensitive and culturally responsive perspectives. Taylor & Francis. https://doi.org/10.4324/9781003491613
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
Chasokela, D. (2025). Integrating artificial intelligence in STEM education: Enhancing 21st century skills in Zimbabwean universities. Journal of Research in Environmental and Science Education, 2(2), 68–80. https://doi.org/10.70232/jrese.v2i2.16
Chen, S., Cheng, H., & Huang, Y. (2024). Emotion recognition in self-regulated learning: Advancing metacognition through AI-assisted reflections. In Y. Chaaban, A. Sellami, & I. Michaleczek (Eds.), Trust and inclusion in AI-mediated education: Where human learning meets learning machines (pp. 185–212). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-64487-0_9
Chisom, O. N., Unachukwu, C. C., & Osawaru, B. (2023). Review of AI in education: transforming learning environments in Africa. International Journal of Applied Research in Social Sciences, 5(10), 637–654. https://doi.org/10.51594/ijarss.v5i10.725
Chisom, O. N., Unachukwu, C. C., & Osawaru, B. (2024). STEM education advancements in African contexts: A comprehensive review. World Journal of Advanced Research and Reviews, 21(1), 145–160. https://doi.org/10.30574/wjarr.2024.21.1.2719
Crompton, H., & Burke, D. (2023). Artificial intelligence in higher education: the state of the field. International Journal of Educational Technology in Higher Education, 20(1), 22. https://doi.org/10.1186/s41239-023-00392-8
da Silva, A. F. A. (2024). Critical thinking and artificial intelligence in education [Master's thesis, Universidade NOVA de Lisboa].
Dada, S., Flores, C., Bastable, K., Tönsing, K., Samuels, A., Mukhopadhyay, S., & Moore, R. (2024). Use of an intelligent tutoring system for a curriculum on augmentative and alternative communication: Feasibility for implementation. International Journal of Language & Communication Disorders, 59(6), 2279–2293. https://doi.org/10.1111/1460-6984.13084
Davis, F. D. (1989). Technology acceptance model: TAM. Al-Suqri, MN, Al-Aufi, AS: Information Seeking Behavior and Technology Adoption, 205(219), 5.
Deci, E. L., & Ryan, R. M. (2012). Self-determination theory. In P. A. M. Van Lange, A. W. Kruglanski, & E. T. Higgins (Eds.), Handbook of theories of social psychology (Vol. 1, pp. 416–436). Sage. https://doi.org/10.4135/9781446249215.n21
DeVries, R. (2000). Vygotsky, Piaget, and education: A reciprocal assimilation of theories and educational practices. New Ideas in Psychology, 18(2-3), 187–213. https://doi.org/10.1016/S0732-118X(00)00008-8
El Hammoumi, S., Zerhane, R., & Idrissi, R. J. (2022). The impact of using interactive animation in biology education at Moroccan Universities and students' attitudes towards animation and ICT in general. Social Sciences & Humanities Open, 6(1), 100293. https://doi.org/10.1016/j.ssaho.2022.100293
Elkhateeb, M., Shehab, A., & El-Bakry, H. (2019). Mobile learning system for Egyptian higher education using agile‐based approach. Education Research International, 2019(1), 7531980. https://doi.org/10.1155/2019/7531980
Essel, H. B., Vlachopoulos, D., Tachie-Menson, A., Johnson, E. E., & Baah, P. K. (2022). The impact of a virtual teaching assistant (chatbot) on students' learning in Ghanaian higher education. International Journal of Educational Technology in Higher Education, 19(1), 57. https://doi.org/10.1186/s41239-022-00362-6
Essien, A., Bukoye, O. T., O'Dea, X., & Kremantzis, M. (2024). The influence of AI text generators on critical thinking skills in UK business schools. Studies in Higher Education, 1–18. https://doi.org/10.1080/03075079.2024.2316881
Farooqi, M. T. K., Amanat, I., & Awan, S. M. (2024). Ethical considerations and challenges in the integration of artificial intelligence in education: A systematic review. Journal of Excellence in Management Sciences, 3(4), 35–50. https://doi.org/10.69565/jems.v3i4.314
Fomunyam, K. G. (2021). Agenda 2063: Science, Technology, Engineering, and Mathematics (STEM) education to the rescue. International Journal of Engineering Research and Technology, 13(7), 1603–1609.
Funda, V., & Mbangeleli, N. B. A. (2024). Artificial Intelligence (AI) as a tool to address academic challenges in South African higher education. International Journal of Learning, Teaching and Educational Research, 23, 520–537. https://doi.org/10.26803/ijlter.23.11.27
Garud, R., Gehman, J., & Giuliani, A. P. (2016). Technological exaptation: A narrative approach. Industrial and Corporate Change, 25(1), 149–166. https://doi.org/10.1093/icc/dtv050
Gikunda, K. (2023). Empowering Africa: An in-depth exploration of the adoption of artificial intelligence across the continent. arXiv preprint arXiv:2401.09457.
Guerra-López, I., & El Dallal, S. (2021). A content analysis of change management strategies used in technological transitions in higher education institutions from the lens of a strategic alignment framework. Online Learning, 25(3), 191–207. https://doi.org/10.24059/olj.v25i3.2395
Guettala, M., Bourekkache, S., Kazar, O., & Harous, S. (2024). Generative artificial intelligence in education: Advancing adaptive and personalized learning. Acta Informatica Pragensia, 13(3), 460–489. https://doi.org/10.18267/j.aip.235
Hamiza, O., Sambo, M., & Tsuma, C. (2014). Students' adoption of E-learning platforms: a comparative study in Uganda and Nigeria. International Journal of Educational Research and Development, 2, 5–13.
Hashiyana, V., & Kamati, W. (2025). An artificial intelligence-powered chatbot-integrated web-based application: A case study of the University of Namibia. In Cutting-Edge Technologies for Business Sectors (pp. 205–244). IGI Global. https://doi.org/10.4018/979-8-3693-9586-8.ch008
Hlatshwayo, M. N. (2023). Academic development in the period of disruption: A decolonial insight. In Academic staff development: Disruptions, complexities, and change (p. 91).
Hlatshwayo, M. N., Khumalo, S. D., & Nzimande, N. (2021). The pandemic is our portal: Re-imagining teaching and learning in the time of Covid-19. African Perspectives of Research in Teaching and Learning, 5, 59–77.
Hlongwane, J., Shava, G. N., Mangena, A., & Muzari, T. (2024). Towards the integration of artificial intelligence in higher education, challenges and opportunities: The African context, a case of Zimbabwe. International Journal of Research and Innovation in Social Science, 8(3S), 417–435. https://doi.org/10.47772/IJRISS.2024.803028S
Jantjies, M., Moodley, T., & Maart, R. (2018, December). Experiential learning through virtual and augmented reality in higher education. In Proceedings of the 2018 international conference on education technology management (pp. 42–45). https://doi.org/10.1145/3300942.3300956
Joseph, O. B., & Uzondu, N. C. (2024). Integrating AI and machine learning in STEM education: Challenges and opportunities. Computer Science & IT Research Journal, 5(8), 1732–1750. https://doi.org/10.51594/csitrj.v5i8.1379
Juma, L., Chavula, P., Kayusi, F., Omwenga, M. K., Mishra, R., & Mwewa, T. (2025). AI in dissertation examination: Opportunities for undergraduates and postgraduates in Zambia, Rwanda, and Kenya. LatIA, (3), 329. https://doi.org/10.62486/latia2025329
Kacha, K. T., Charles, T., Alemnge Fedelis, L., & Célestin, N. (2024). Learning management systems and self-directed learning in higher education institutions in Cameroon. Learning, 8(4).
Kanyemba, K., Phiri, F., Munsanje, V. M., & Mwaanga, O. (2023). Exploring the use of artificial intelligence in higher learning institutions: a case of David Livingstone College of education. MULUNGUSHI UNIVERSITY MULTIDISCIPLINARY JOURNAL, 4(2), 59–72.
Kazimova, D., Tazhigulova, G., Shraimanova, G., Zatyneyko, A., & Sharzadin, A. (2025). Transforming university education with AI: A systematic review of technologies, applications, and implications. International Journal of Engineering Pedagogy, 15(1). https://doi.org/10.3991/ijep.v15i1.50773
Kim, N. J., & Kim, M. K. (2022, March). Teacher's perceptions of using an artificial intelligence-based educational tool for scientific writing. In Frontiers in Education (Vol. 7, p. 755914). Frontiers Media SA. https://doi.org/10.3389/feduc.2022.755914
Kolb, D. A. (2014). Experiential learning: Experience as the source of learning and development. FT press.
Kondo, T. S., & Diwani, S. A. (2023). Artificial intelligence in Africa: a bibliometric analysis from 2013 to 2022. Discover Artificial Intelligence, 3(1), 34. https://doi.org/10.1007/s44163-023-00084-2
Kundu, A., & Bej, T. (2025). Psychological impacts of AI use on school students: A systematic scoping review of the empirical literature. SSRN. https://doi.org/10.2139/ssrn.5239192
Lampou, R. (2023). The integration of artificial intelligence in education: Opportunities and challenges. Review of Artificial Intelligence in Education, 4, e15. https://doi.org/10.37497/rev.artif.intell.educ.v4i00.15
Laseinde, O. T., Adejuyigbe, S. B., Mpofu, K., & Campbell, H. M. (2015, December). Educating tomorrows engineers: Reinforcing engineering concepts through Virtual Reality (VR) teaching aid. In 2015 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) (pp. 1485–1489). IEEE. https://doi.org/10.1109/IEEM.2015.7385894
Madahana, M., Khoza-Shangase, K., Moroe, N., Mayombo, D., Nyandoro, O., & Ekoru, J. (2022). A proposed artificial intelligence-based real-time speech-to-text to sign language translator for South African official languages for the COVID-19 era and beyond: In pursuit of solutions for the hearing impaired. South African Journal of Communication Disorders, 69(2), 915. https://doi.org/10.4102/sajcd.v69i2.915
Mahendra, S. B., Saputra, A., & Nugroho, W. R. (2022). ICT and artificial intelligence integration in classroom practice: A case study in STEM instruction. Indonesian Journal of Informatics Education, 8(2), 130–138.
Maina, A. M., & Kuria, J. (2024, May). Building an AI future: research and policy directions for Africa's higher education. In 2024 IST-Africa Conference (IST-Africa) (pp. 1–9). IEEE. https://doi.org/10.23919/IST-Africa63983.2024.10569692
Maluleke, A. F. (2024). Enhancing learning analytics through learning management systems engagement in African higher education. Journal of Education, Learning and Technology, 5, 130–149. https://doi.org/10.38159/jelt.2024565
Mariyono, D., & Alif 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), 8584141. https://doi.org/10.1155/acis/8584141
Mashilo, M., & Shekgola, M. (2024). Utilising artificial intelligence chatbots for student support at comprehensive open distance e-learning higher learning institutions in the fifth industrial revolution. Journal of Education, Society & Multiculturalism, 5(1), 26–48. https://doi.org/10.2478/jesm-2024-0003
Massaty, M. H., Fahrurozi, S. K., & Budiyanto, C. W. (2024). The role of AI in fostering computational thinking and self-efficacy in educational settings: A systematic review. Indonesian Journal of Informatics Education, 8(1). https://doi.org/10.20961/ijie.v8i1.89596
Mathebula, S., Ramaila, S., & Mavuru, L. (2024). Utilizing robotics to foster twenty-first century skills and competencies in grade 5 natural sciences classrooms. International Journal of Technology, Knowledge and Society, 20(2), 85. https://doi.org/10.18848/1832-3669/CGP/v20i02/85-107
Matome, T. J., & Jantjies, M. (2021). Student perceptions of virtual reality in higher education. Balancing the tension between digital technologies and learning sciences, 167–181. https://doi.org/10.1007/978-3-030-65657-7_10
Mhlanga, D. (2025). Enhancing and sustaining digital transformation in education post-COVID-19: Strategies for success in the fourth industrial revolution. SSRN. https://doi.org/10.2139/ssrn.5222640
Mhlanga, D., & Moloi, T. (2020). COVID-19 and the digital transformation of education: What are we learning on 4IR in South Africa? Education Sciences, 10(7), 180. https://doi.org/10.3390/educsci10070180
Mishara, P. (2024). The ethical implications of AI in education: privacy, bias, and accountability. Journal of Information and Education Research, 4, 3550. https://doi.org/10.52783/jier.v4i2.1827
Mission, R., Fio, R. J., & Mission, A. R. (2024). AI-powered pedagogy: Integrating artificial intelligence in information technology education for future workforce readiness. Journal of Innovative Technology Convergence, 6(4). https://doi.org/10.69478/JITC2024v6n4a06
Mtebe, J., & Raisamo, R. (2014). Investigating students' behavioural intention to adopt and use mobile learning in higher education in East Africa. International Journal of Education and Development using ICT, 10(3).
Mubangizi, J. C. (2024). Artificial intelligence, human rights and sustainable development: An African perspective. Perspectives of Law and Public Administration, 13(3), 374–389. https://doi.org/10.62768/PLPA/2024/13/3/04
Muchabaiwa, W., & Gondo, R. (2022). COVID-19 and the virtual classroom conundrum in Zimbabwean universities. Journal of Education (University of KwaZulu-Natal), (86), 107–125. https://doi.org/10.17159/2520-9868/i86a06
Mumbi, M., & Nyirenda, M. (2024). Towards automated assessment of learning management systems in higher education institutions in Zambia. Open Journal of Applied Sciences, 14(5), 1279–1294. https://doi.org/10.4236/ojapps.2024.145083
Muthmainnah, M., Seraj, I., & Oteir, I. (2022). Playing with AI to investigate human‐computer interaction technology and improving critical thinking skills to pursue 21st century age. Education Research International, 2022(1), 6468995. https://doi.org/10.1155/2022/6468995
Mutsvangwa, A., & Zezekwa, N. (2021). STEM education: A ray of hope for African countries. Unnes Science Education Journal, 10(2), 79–89. https://doi.org/10.15294/usej.v10i2.45746
Mwalumbwe, I., & Mtebe, J. S. (2017). Using learning analytics to predict students' performance in Moodle learning management system: A case of Mbeya University of Science and Technology. The Electronic Journal of Information Systems in Developing Countries, 79(1), 1–13. https://doi.org/10.1002/j.1681-4835.2017.tb00577.x
Ndlovu, B., Ndlovu, S., Dube, S., & Maguraushe, K. (2025). Artificial intelligence chatbots in education: Academics' beliefs, concerns, and pathways for integration. Indonesian Journal of Information Systems, 7(2), 109–122. https://doi.org/10.24002/ijis.v7i2.10805
Nsabimana, A., Nganga, M., & Niyizamwiyitira, C. (2024). Smart classrooms and education outcomes.
Numviyumukiza, E., Niyonsenga, J., Niyibizi, J. B., et al. (2024). Are low and middle-income country universities "AI resilient": Exploring the use of ChatGPT among medicine and health sciences students in Rwanda [Preprint]. Research Square. https://doi.org/10.21203/rs.3.rs-5150455/v1
Nurmuhammedovna, F. N. (2025). Integration of artificial intelligence in the higher education institutions. Current Research Journal of Pedagogics, 6(1), 50–52. https://doi.org/10.37547/pedagogics-crjp-06-01-12
Nyathi, V. S., & Sisimayi, T. P. (2024). Adaptive learning technologies for higher education: Exploring the use of interactive online learning platforms for higher education. In Adaptive Learning Technologies for Higher Education (pp. 91–124). IGI Global. https://doi.org/10.4018/979-8-3693-3641-0.ch005
Nyeko, J. S., & Ogenmungu, C. (2017). Determinants of electronic learning adoption in higher institutions of learning in Uganda: A learners' perspective. Global Journal of Computer Science and Technology, 17(1), 1–15.
Oladele, J. I., Ndlovu, M., & Ayanwale, M. A. (2022). Computer adaptive-based learning and assessment for enhancing STEM education in Africa: a fourth industrial revolution possibility. In Mathematics Education in Africa: The Fourth Industrial Revolution (pp. 131–144). Springer International Publishing. https://doi.org/10.1007/978-3-031-13927-7_8
Onyesolu, M. O., Oladipo, O. F., & Ezeani, I. M. (2012). Simulating desktop virtual reality for higher education. International Journal of Ubiquitous Sciences, 1(1), 1–6.
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. https://doi.org/10.26803/ijlter.23.3.4
Owusu-Fordjour, C., Koomson, C. K., & Hanson, D. (2020). The impact of COVID-19 on learning: The perspective of the Ghanaian student. European Journal of Education Studies, 7(3), 43–56.
Patel, S., & Ragolane, M. (2024). The implementation of artificial intelligence in South African higher education institutions: Opportunities and challenges. Technium Education and Humanities, 9, 51–65. https://doi.org/10.47577/teh.v9i.11452
Rangavittal, P. B. (2024). Transforming higher education with artificial intelligence: Benefits, challenges, and future directions. International Journal of Science and Research (IJSR), 13(5). https://doi.org/10.21275/SR24525214415
Ray, R. K., Singh, N. K., Gupta, S., Singh, A., & Dash, D. P. (2025). Beyond technology: A multi-theoretical examination of immersive technology adoption in Indian healthcare. Communications of the Association for Information Systems, 57(1), 12.
Reeves, H., Grandjean Lapierre, S., Razafindrina, K., Andriamiadanarivo, A., Rakotosamimanana, N., Razafindranaivo, T., & Fair, E. (2020). Evaluating the use of educational videos to support the tuberculosis care cascade in remote Madagascar. The International Journal of Tuberculosis and Lung Disease, 24(1), 28–35. https://doi.org/10.5588/ijtld.19.0161
Reina-Parrado, M., Román-Graván, P., & Hervás-Gómez, C. (2025). Integration of artificial intelligence and machine learning in education: A systematic review. International Journal of Educational Methodology, 11(2), 203–216. https://doi.org/10.12973/ijem.11.2.203
Revesai, Z., Mutanga, B., Chisosa, T., & Meki, V. (2024). Digital empowerment in social work: Leveraging AI to enhance educational access in developing nations. Indonesian Journal of Informatics Education. https://doi.org/10.20961/ijie.v8i2.92951
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2014). Diffusion of innovations. In An integrated approach to communication theory and research (pp. 432–448). Routledge.
Rop, F. K. (2017). Application of plagiarism detection software to enhance research: A case of University of Nairobi post graduate students and lecturers [Doctoral dissertation].
Roshan, M., Olivares, H., & Lopez, R. R. (2023). Harnessing AI to foster equity in education: Opportunities, challenges, and emerging strategies. Journal of Intelligent Learning Systems and Applications, 15(4), 123–143. https://doi.org/10.4236/jilsa.2023.154009
Roshan, S., Iqbal, S. Z., & Qing, Z. (2024). Teacher training and professional development for implementing AI-based educational tools. Journal of Asian Development Studies, 13(2), 1972–1987. https://doi.org/10.62345/jads.2024.13.2.154
Saifullah, S., Yawan, H., Syafitri, N., & Nurhaliza, S. (2024). Integrating AI chatbot into learning management system: Enhancing student engagement and learning outcomes. Dharmas Education Journal (DE_Journal), 5(2), 1346–1359. https://doi.org/10.56667/dejournal.v5i2.1605
Santos, S. M. A. V., da Silva, C. G., de Carvalho, I. E., de Castilho, L. P., das Neves Meroto, M. B., Tavares, P. R., & Moniz, S. S. D. O. R. (2024). The art of personalization of education: Artificial intelligence on the stages of special education. Contribuciones a las Ciencias Sociales, 17(2), e4971. https://doi.org/10.55905/revconv.17n.2-008
Saputro, T. M. E., & Fitriawan, M. (2023). The role of artificial intelligence in Indonesian science education: Teacher readiness and ethical considerations. Indonesian Journal of Informatics Education, 9(1), 1–10.
Sardi, J., Candra, O., Yuliana, D. F., Yanto, D. T. P., & Eliza, F. (2025). How generative AI influences students' self-regulated learning and critical thinking skills? A systematic review. International Journal of Engineering Pedagogy, 15(1). https://doi.org/10.3991/ijep.v15i1.53379
Selwyn, N., Henderson, M., & Chao, S. H. (2017). The possibilities and limitations of applying 'open data' principles in schools. Cambridge Journal of Education, 47(2), 167–187. https://doi.org/10.1080/0305764X.2016.1143449
Shonhe, L., Jain, P., & Akakandelwa, A. (2023). Students' experiences with the utilisation of the 4IR technologies in online learning: a case study of institutions of higher learning in Botswana and Zambia. https://doi.org/10.70759/a4zmzy13
Shumiye, Y. D. (2024). Artificial intelligence program implementation in STEM education: Cases of Ethiopia STEM Center. European Journal of Health and Biology Education, 11(1), 7–12. https://doi.org/10.29333/ejhbe/14344
Sidorkin, A. M. (2025). AI integration blueprint: Transforming higher education for the age of intelligence. AI-EDU Arxiv. https://doi.org/10.36851/ai-edu.vi.5126
Singh, A. S., Doifode, A., Pillai, D., & Bhosale, T. (2024, August). Role of artificial intelligence in promoting sustainable development goals with a focus on inclusive education. In 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC) (pp. 1475–1479). IEEE. https://doi.org/10.1109/ICESC60852.2024.10690140
Skhephe, M. (2022). The virtual classroom: Challenges of COVID-19 pandemic in accounting subject classrooms in the eastern cape province, South Africa. African Perspectives of Research in Teaching and Learning, 6(2), 112–124.
Sweller, J., Ayres, P., & Kalyuga, S. (2011). Altering element interactivity and intrinsic cognitive load. In Cognitive load theory (pp. 203–218). Springer. https://doi.org/10.1007/978-1-4419-8126-4_5
Thembane, N. (2023, February). Perceptions of medical laboratory science students on the implementation of information and communications technology in medical education. In The Focus Conference (TFC 2022) (pp. 196–213). Atlantis Press. https://doi.org/10.2991/978-2-38476-006-0_17
Thembane, N. (2024). Understanding student perspectives on e-assessments in a South African university of technology. African Perspectives of Research in Teaching and Learning, 8(1), 106–119.
Trist, E., Pasmore, W. A., & Sherwood, J. J. (1960). Socio-technical systems. Tavistock.
Umezuruike, C., & Ngugi, H. N. (2020). Imminent challenges of adoption of big data in educational systems in sub-saharan Africa nations. International Journal of Recent Technology and Engineering, 8(5), 4544–4550. https://doi.org/10.35940/ijrte.E6885.018520
Victor, A. (2025). Artificial intelligence in global health: An unfair future for health in Sub-Saharan Africa? Health Affairs Scholar, 3(2), qxaf023. https://doi.org/10.1093/haschl/qxaf023
Waghid, Z. (2023). Teacher educators' pedagogical practices in global citizenship education using the soft vs critical GCE framework. Cogent Education, 10(2), 2251757. https://doi.org/10.1080/2331186X.2023.2251757
Walter, Y. (2024). Embracing the future of artificial intelligence in the classroom: the relevance of AI literacy, prompt engineering, and critical thinking in modern education. International Journal of Educational Technology in Higher Education, 21(1), 15. https://doi.org/10.1186/s41239-024-00448-3
Xu, Q., Liu, Y., & Li, X. (2025). Unlocking student potential: How AI-driven personalized feedback shapes goal achievement, self-efficacy, and learning engagement through a self-determination lens. Learning and Motivation, 91, 102138. https://doi.org/10.1016/j.lmot.2025.102138
Yakubu, M. A., Sain, Z. H., Lawal, U. S., & Hakim, M. A. R. (2025). Student perceptions of artificial intelligence as a virtual tutor and its relation to self-efficacy in learning. Indonesian Journal of Progressive Pedagogy, 1(1).
Yang, C., Suleman, H., & Chavula, J. (2016, May). A topology visualisation tool for National Research and Education Networks in Africa. In 2016 IST-Africa Week Conference (pp. 1–11). IEEE. https://doi.org/10.1109/ISTAFRICA.2016.7530605
Yousif, J. H. (2025). Artificial intelligence revolution for enhancing modern education using zone of proximal development approach. Applied Computing Journal, 386–398. https://doi.org/10.52098/acj.20255239
Zembylas, M. (2023). A decolonial approach to AI in higher education teaching and learning: Strategies for undoing the ethics of digital neocolonialism. Learning, Media and Technology, 48(1), 25–37. https://doi.org/10.1080/17439884.2021.2010094
Zouhaier, S. (2023). The impact of artificial intelligence on higher education: An empirical study. European Journal of Educational Sciences, 10(1), 17–33. https://doi.org/10.19044/ejes.v10no1a17