ARTIFICIAL INTELLIGENCE IN HIGHER EDUCATION MATHEMATICS: A SYSTEMATIC REVIEW OF AI-BASED PLATFORMS, CHALLENGES, AND TEACHING TRANSFORMATION
DOI:
https://doi.org/10.24191/VoA.v22i2.13413Keywords:
Artificial Intelligence, Mathematics, Higher Education, LearningAbstract
This study presents a systematic review of artificial intelligence (AI) applications in higher education mathematics, focusing on AI tools, associated challenges, and their implications for teaching transformation. Guided by PRISMA methodology, 16 studies published between 2021 and 2025 were selected from Scopus and Google Scholar. This review identifies generative AI tools, particularly ChatGPT, along with adaptive learning platforms such as ALEKS and KnowRe Math, as the most widely examined technologies. These tools support personalised and self-paced learning, enhance conceptual understanding through interactive features, and provide timely feedback. However, their key challenges include over-reliance on AI, data privacy concerns, and the need to preserve the critical role of educators in fostering deep and meaningful learning. Findings suggest that AI has the potential to transform teaching practices by enabling more adaptive, student-centred learning environments. However, its effectiveness depends on responsible and pedagogically informed integration. This review contributes to the field by synthesising current evidence and highlighting key considerations for effective implementation of AI in higher education mathematics.
References
Alrakhawi, H. A., Jamiat, N., & Abu-Naser, S. S. (2023). Intelligent tutoring systems in education: a systematic review of usage, tools, effects and evaluation. Journal of Theoretical and Applied Information Technology, 101(4), 1205–1226.
Awang, L. A., Yusop, F. D., & Danaee, M. (2025). Current practices and future direction of artificial intelligence in mathematics education: A systematic review. International Electronic Journal of Mathematics Education, 20(2), em0823.
Azevedo, B. F., Pacheco, M. F., Fernandes, F. P., & Pereira, A. I. (2024). Dataset of mathematics learning and assessment of higher education students using the MathE platform. Data in Brief, 53, 110236.
Borah, P., & Borah, A. C. (2024). A Review of use of Artificial Intelligence in Teaching and Learning of Mathematics. IJSAT-International Journal on Science and Technology, 15(4).
Cho, M. K., & Kim, S. (2025). Analyzing AI-based educational platforms for supporting personalized mathematics learning. International Electronic Journal of Mathematics Education, 20(4), 1–13.
Delima, N., Kusuma, D. A., & Paulus, E. (2024). The students’ mathematics self-regulated learning and mathematics anxiety based on the use of Chat GPT, music, study program, and academic achievement. Infinity Journal of Mathematics Education, 13(2), 349–362.
Engelbrecht, J., & Borba, M. C. (2024). Recent developments in using digital technology in mathematics education. ZDM–Mathematics Education, 56(2), 281–292.
Filiz, A. (2025). The use of digital tools in mathematics teaching: Bibliometric approach. International Electronic Journal of Mathematics Education, 20(4), 1–12.
Gouia-Zarrad, R., & Gunn, C. (2024). Enhancing students’ learning experience in mathematics class through ChatGPT. International Electronic Journal of Mathematics Education, 19(3), 1–9.
Govender, R. (2024). A reflection on the use of artificial intelligence tools for the meaningful learning of mathematics. Pythagoras-Journal of the Association for Mathematics Education of South Africa, 45(1), 831–834.
Hossein Mohand, H., Hossein Mohand, H., Albanese, V., & Olmos Gómez, M. D. C. (2025). AI in mathematics education: A bibliometric analysis of global trends and collaborations (2020-2024).
Inoferio, H. V., Espartero, M. M., & Asiri, M. S. (2024). Coping with math anxiety and lack of confidence through AI-assisted learning. Environment and Social Psychology, 9(5), 2228.
Jafari, F., & Keykha, A. (2024). Identifying the opportunities and challenges of artificial intelligence in higher education: a qualitative study. Journal of Applied Research in Higher Education, 16(4), 1228–1245.
Khairy, D., Abougalala, R. A., Areed, M. F., Atawy, S. M., Alkhalaf, S., & Amasha, M. A. (2020). Educational robotics based on artificial intelligence and context-awareness technology: A framework. Journal of Theoretical and Applied Information Technology, 98(13), 2227–2239.
Lee, D., & Yeo, S. (2022). Developing an AI-based chatbot for practicing responsive teaching in mathematics. Computers & Education, 191, 104646.
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009). The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. Journal of Clinical Epidemiology, 62(10), e1–e34.
O’Dea, X., & O’Dea, M. (2023). Is artificial intelligence really the next big thing in learning and teaching in higher education? A conceptual paper. Journal of University Teaching & Learning Practice, 20(5), 1–17.
Otero, N., Druga, S., & Lan, A. (2025). A Benchmark for math misconceptions: Bridging gaps in middle school algebra with AI-supported instruction. Discover Education, 4(1), 1–31.
Son, T. (2024). Intelligent tutoring systems in mathematics education: A systematic literature review using the substitution, augmentation, modification, redefinition model. Computers, 13(10), 270.
Udias, A., Alonso-Ayuso, A., Alfaro, C., Algar, M. J., Cuesta, M., Fernández-Isabel, A., ... & Ortega, F. (2024). ChatGPT’s performance in university admissions tests in mathematics. International Electronic Journal of Mathematics Education, 19(4), 1–14.
Walkington, C. (2025). The implications of generative artificial intelligence for mathematics education. School Science and Mathematics.
Wang, S., Wang, F., Zhu, Z., Wang, J., Tran, T., & Du, Z. (2024). Artificial intelligence in education: A systematic literature review. Expert Systems with Applications, 252, 124167.
Wardat, Y., Tashtoush, M. A., AlAli, R., & Jarrah, A. M. (2023). ChatGPT: A revolutionary tool for teaching and learning mathematics. Eurasia Journal of Mathematics, Science and Technology Education, 19(7), 1–18.
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