Impact of Artificial Intelligence on the Roles of Mathematics Teachers: A Systematic Literature Review

Authors

  • Vaijayanti Aphale Phd scholar at School of Education, Faculty of Education and Humanities JSPM University, Pune Visiting teacher trainer at Hashu Advani School, Mumbai Author
  • Ketki Kher Phd scholar at School of Education, Faculty of Education and Humanities, JSPM University, Pune; Retd. Assoc. Professor, Department of Statistics and Computer Applications, Symbiosis College of Arts and Commerce, Pune Author
  • Dr. Vijayanta Bhurale Asst. Professor and Program Coordinator School of Education, Faculty of Education and Humanities, JSPM University, Pune Author
  • Dr. Anjali Upadhye Professor and Director, Research Innovation, Incubation and international Linkages, JSPM University, Pune Author

DOI:

https://doi.org/10.66635/qnstmf75

Keywords:

AI, Mathematics Education, Mathematics Teachers, Human-AI Collaboration, AI Literacy, Generative AI, Education Technology

Abstract

Artificial Intelligence (AI) is rapidly transforming educational practices and redefining the professional responsibilities of teachers across diverse learning environments. While substantial research has examined AI adoption, learning outcomes, intelligent tutoring systems, and generative AI applications, limited attention has been devoted to understanding how AI is reshaping the roles of mathematics teachers. This systematic literature review aims to synthesize existing evidence on the evolving roles of mathematics teachers within AI-enhanced educational contexts and to develop a comprehensive framework explaining role transformation. Following the PRISMA 2020 guidelines, a systematic search was conducted across major academic databases, including Scopus, Web of Science, ERIC, ScienceDirect, SpringerLink, Taylor & Francis Online, Wiley Online Library, IEEE Xplore, and Google Scholar. Studies published between 2022 and 2026 were screened using predefined inclusion and exclusion criteria. A total of 41 empirical studies met the eligibility requirements and were subjected to thematic synthesis. The findings reveal that AI-driven transformation of mathematics teachers’ roles occurs across seven interconnected domains: (1) traditional roles retained due to inequitable access to AI, (2) human-centred roles that remain uniquely human, (3) existing roles enhanced through AI, (4) emerging AI-related roles, (5) corrective roles necessitated by limitations of AI-generated content, (6) protective roles addressing challenges arising from AI use, and (7) professional partnership roles extending beyond classroom boundaries. Based on these findings, an AI-Driven Mathematics Teacher Role Transformation Framework is proposed. The review contributes a holistic conceptualization of teacher role transformation and provides implications for teacher education, educational policy, school leadership, and future human–AI collaboration in mathematics education.

 

 

References

1.X. Zhai, "Transforming teachers’ roles and agencies in the era of generative AI: Perceptions, acceptance, knowledge, and practices," Journal of Science Education and Technology, vol. 34, no. 6, pp. 1323-1333, 2025.

2.Y. Zou, F. Kuek, W. Feng, and X. Cheng, "Digital learning in the 21st century: trends, challenges, and innovations in technology integration," in Frontiers in Education, 2025, vol. 10: Frontiers Media SA, p. 1562391.

3.L. Mingfeng and Y. Wang, "Artificial intelligence in the classroom: Implications for pedagogical design and student agency in secondary education," 2026.

4.S. Papadakis, AI in early education: Integrating artificial intelligence for inclusive and effective learning. John Wiley & Sons, 2025.

5.V. Vinci, L. Agrati, P. Berardi, and A. Beri, "Artificial intelligence as a catalyst for transformative assessment: designing teacher literacy at the crossroads of ethics, pedagogy, and human relationships," Frontiers in Education, 2026, doi: 10.3389/feduc.2026.1760626.

6.M. P. Babanoğlu, T. Ö. Karataş, and E. Dündar, "Envisioning the future of AI-assisted EFL teaching and learning: Conceptual representations of prospective teachers," SAGE Open, vol. 15, no. 2, p. 21582440251341590, 2025.

7.C. J. L. Soledispa, P. N. M. Carrera, A. M. D. Macías, L. F. J. Crespo, and D. O. A. Solano, "English teachers' perspective on the impact of artificial intelligence in high-education level language courses," Ciencia Latina Revista Científica Multidisciplinar, vol. 7, no. 4, pp. 8278-8295, 2023.

8.N. Satvati, J. Kamali, F. S. Boldaji, M. Khodadadi, and S. Akhondi, "AI Integration into Language Education and Teacher Identity: An Ecological Perspective," Language Teaching Research Quarterly, vol. 47, pp. 1-19, 2025.

9.M. Li, "Integrating artificial intelligence in primary mathematics education: Investigating internal and external influences on teacher adoption," International Journal of Science and Mathematics Education, vol. 23, no. 5, pp. 1283-1308, 2025.

10.T. Jita, L. C. Jita, and A. A. Omoniyi, "Mathematics education in the AI era: Preparing teachers for evolving classroom demands," International Journal of Learning, Teaching and Educational Research, vol. 24, no. 10, pp. 417-434, 2025.

11.J. A. Shahbari, "ChatGPT Bot–Mediated Modeling: Tracing Prospective Teachers’ Modeling Processes through an Instrumental Genesis Lens," International Journal of Science and Mathematics Education, vol. 24, no. 5, p. 43, 2026.

12.W. Zhu, G. Chen, Y. Zhu, L. Cai, and X. Hu, "Investigating Students' Preferences for AI Roles in Mathematical Modelling: Evidence from a Randomized Controlled Trial," arXiv preprint arXiv:2510.06617, 2025.

13.C. Walkington, T. Beauchamp, T. Pruitt-Britton, and M. Feng, "Mathematics teachers using generative AI to pose math problems related to students’ interests," Journal of Mathematics Teacher Education, pp. 1-27, 2026.

14.N. M. Duc, V. T. Trang, T. T. Tuoi, P. T. H. Hanh, and N. M. Tuan, "The impact of pressure from being replaced by artificial intelligence on the career activities of pre–service teachers," Journal of Technology and Science Education, vol. 15, no. 3, pp. 662-678, 2025.

15.W. Okulicz-Kozaryn, A. Artyukhov, and N. Artyukhova, "Will AI Replace Us? Changing the University Teacher Role," Societies, vol. 16, no. 1, p. 32, 2026.

16.Ç. İnci Kuzu, "Mathematics teachers’ AI literacy, anxiety, and perceptions of AI integration in mathematics education: a mixed-methods study," BMC psychology, vol. 14, no. 1, p. 42, 2026.

17.G. Zhao, M. Li, Z. Long, and H. Fan, Unlocking AI potential in primary mathematics: Teachers' technological pedagogical readiness in China (Acta Psychologica). Elsevier, 2025.

18.M. Ayanwale, K. Idowu, O. Adelana, and ... "Quantifying teachers' readiness for artificial intelligence adoption in education: a mathematical modeling perspective," Scientific Reports, 2025. [Online]. Available: https://www.nature.com/articles/s41598-025-08018-x.

19.M. Li, "Exploring the digital divide in primary education: A comparative study of urban and rural mathematics teachers' TPACK and attitudes towards technology integration in …," Education and Information Technologies, 2025, doi: 10.1007/s10639-024-12890-x.

20.M. Li, "Integrating artificial intelligence in primary mathematics education: Investigating internal and external influences on teacher adoption," International Journal of Science and Mathematics …, 2025, doi: 10.1007/s10763-024-10515-w.

21.T. Chiu, B. Moorhouse, C. Chai, and ... "Teacher support and student motivation to learn with Artificial Intelligence (AI) based chatbot," Interactive Learning …, 2024, doi: 10.1080/10494820.2023.2172044.

22.Y. Li, Y. Wu, and T. Chiu, "How teacher presence affects student engagement with a generative artificial intelligence chatbot in learning designed with first principles of instruction," Journal of Research on Technology in …, 2025, doi: 10.1080/15391523.2025.2493942.

23.C. S. Reddy and R. Leelavathi, "Reimagining classroom dynamics: the impact of AI-teacher collaboration on student engagement in higher education," International Journal of …, 2026. [Online]. Available: https://www.emerald.com/ijem/article-abstract/40/1-2/158/1297053.

24.J. Jia, T. Wang, Y. Zhang, and G. Wang, "The comparison of general tips for mathematical problem solving generated by generative AI with those generated by human teachers," Asia Pacific Journal of Education, 2024, doi: 10.1080/02188791.2023.2286920.

25.Y. Song, J. Kim, W. Xing, Z. Liu, C. Li, and ... "Elementary school students' and teachers' perceptions toward creative mathematical writing with Generative AI," Journal of Research on …, 2026, doi: 10.1080/15391523.2025.2455057.

26.B. Kuo, Z. Bai, and C. Lin, "Developing an AI learning companion for mathematics problem solving in elementary schools," Computers &Education, 2025. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0360131525002313.

27.J. Liu, D. Sun, J. Sun, J. Wang, and P. Yu, Designing a generative AI enabled learning environment for mathematics word problem solving in primary schools: Learning performance, attitudes and … (… and Education: Artificial Intelligence). Elsevier, 2025.

28.Y. Kim, M. Park, and E. Joung, "Exploring the integration of artificial intelligence in math education: Preservice Teachers' experiences and reflections on problem‐posing activities with ChatGPT," School Science and Mathematics, 2026, doi: 10.1111/ssm.18336.

29.K. Sarıkaya and Ç. İ. Kuzu, "The Evolution of Artificial Intelligence in Mathematical Problem-Solving Processes: A Mathematics Education Perspective," Sage Open, 2026, doi: 10.1177/21582440261426456.

30.W. Zheng and A. Tse, "The impact of generative artificial intelligence-based formative feedback on the mathematical motivation of Chinese grade 4 students: A case study," … on teaching, assessment and learning for …, 2023. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/10398319/.

31.T. Wijaya, Q. Yu, Y. Cao, Y. He, and F. Leung, Latent profile analysis of AI literacy and trust in mathematics teachers and their relations with AI dependency and 21st-century skills (Behavioral Sciences). mdpi.com, 2024.

32.T. Chiu, Z. Ahmad, M. Ismailov, and I. Sanusi, What are artificial intelligence literacy and competency? A comprehensive framework to support them (Computers and Education …). Elsevier, 2024.

33.M. Dilek, E. Baran, and E. Aleman, "AI literacy in teacher education: Empowering educators through critical co-discovery," Journal of Teacher Education, 2025, doi: 10.1177/00224871251325083.

34.A. Ding, L. Shi, H. Yang, and I. Choi, Enhancing teacher AI literacy and integration through different types of cases in teacher professional development (Computers and Education open). Elsevier, 2024.

35.M. Broutın, "Exploring mathematics teacher candidates' instrumentation process of generative artificial intelligence for developing lesson plans," Yükseköğretim Dergisi, 2024. [Online]. Available: https://dergipark.org.tr/en/pub/yuksekogretim/article/1347061?issue_id=84260.

36.N. Nguyen and W. Barbieri, Mentorship in the age of generative AI: ChatGPT to support self-regulated learning of pre-service teachers before and during placements (Education Sciences). mdpi.com, 2025.

37.X. Zhou, Y. Li, C. Chai, and T. Chiu, "Defining, enhancing, and assessing artificial intelligence literacy and competency in K-12 education from a systematic review," Interactive Learning …, 2025, doi: 10.1080/10494820.2025.2487538.

38.T. Chiu, A classification tool to foster self-regulated learning with generative artificial intelligence by applying self-determination theory: A case of ChatGPT (Educational technology research and …). selfdeterminationtheory.org, 2024.

39.L. Yan, S. Greiff, Z. Teuber, and D. Gašević, "Promises and challenges of generative artificial intelligence for human learning," Nature human behaviour, 2024. [Online]. Available: https://www.nature.com/articles/s41562-024-02004-5.

40.J. Mao, B. Chen, and J. Liu, "Generative artificial intelligence in education and its implications for assessment," TechTrends, 2024, doi: 10.1007/s11528-023-00911-4.

41.Ç. Arslan and H. Selek, "Artificial Intelligence in Mathematics Education: ChatGPT's Capabilities and Limitations in Problem Posing," International Journal of Education in Mathematics …, 2025. [Online]. Available: https://eric.ed.gov/?id=EJ1486852.

42.D. Kaya and S. Yavuz, Can generative aI and ChatGPT break human supremacy in mathematics and reshape competence in cognitive-demanding problem-solving tasks? (Journal of Intelligence). mdpi.com, 2025.

43.R. Williams, "The ethical implications of using generative chatbots in higher education," Frontiers in education, 2024, doi: 10.3389/feduc.2023.1331607.

44.T. Chiu and P. Rospigliosi, "Encouraging human-AI collaboration in interactive learning environments," Interactive Learning Environments, 2025, doi: 10.1080/10494820.2025.2471199.

45.C. Chan and W. Hu, "Students' voices on generative AI: Perceptions, benefits, and challenges in higher education," … journal of educational technology in higher education, 2023, doi: 10.1186/s41239-023-00411-8.

46.M. Sharples, "Towards social generative AI for education: theory, practices and ethics," Learning: Research and Practice, 2023, doi: 10.1080/23735082.2023.2261131.

47.B. Larson, C. Moser, A. Caza, K. Muehlfeld, and ... "Critical thinking in the age of generative AI," … Learning &Education, 2024, doi: 10.5465/amle.2024.0338.

48.K. Nguyen, "The use of generative AI tools in higher education: Ethical and pedagogical principles," Journal of Academic Ethics, 2025, doi: 10.1007/s10805-025-09607-1.

49.J. Kim, "Leading teachers' perspective on teacher-AI collaboration in education," Education and information technologies, 2024, doi: 10.1007/s10639-023-12109-5.

50.L. Lawrence, V. Echeverria, K. Yang, and ... "How teachers conceptualise shared control with an AI co‐orchestration tool: A multiyear teacher‐centred design process," British Journal of …, 2024, doi: 10.1111/bjet.13372.

51.Z. Wang, L. Mingzhuo, and A. Islam, "Reimagining teacher-AI co-design in learning task design: trends and perspectives," Humanities and Social Sciences …, 2026. [Online]. Available: https://www.nature.com/articles/s41599-026-06981-y.

52.C. Cohn, C. Snyder, J. Fonteles, A. TS, and ... "A multimodal approach to support teacher, researcher and AI collaboration in STEM+ C learning environments," British Journal of …, 2025, doi: 10.1111/bjet.13518.

53.J. Gyasi, L. Zheng, S. Love, and F. Boateng, "The effects of three different approaches to human–AI collaboration on online collaborative learning," Educational Technology & …, 2025. [Online]. Available: https://www.jstor.org/stable/48827992.

54.D. Fajardo-Ramos, A. Chiappe, and ... "Human-in-the-loop assessment with AI: implications for teacher education in Ibero-American universities," Frontiers in …, 2025, doi: 10.3389/feduc.2025.1710992.

55.T. Li, J. Krajcik, and R. Spiro, "The transformative collaboration of human intelligence and artificial intelligence in designing Knowledge-in-use science assessment for learning," Journal of Science Education and Technology, 2025, doi: 10.1007/s10956-025-10275-4.

56.S. Bakar and R. Tapsoba, "Artificial Intelligence in Classroom Teaching: Prospects, Challenges and Framework for Responsibly Orchestrated Mediation," Social Science Chronicle, vol. 6, pp. 1-21, 2026.

57.Z. N. Ghafar and L. Y. H. Raouf, "Artificial Intelligence in English education: Higher education English lecturers’ perspectives on a new pedagogical approach," International Journal of Technology in Education, vol. 9, no. 2, pp. 595-616, 2026.

58.I. Qureshi, The impact of AI on teacher roles: Towards a collaborative human-AI pedagogy (AI Edify Journal). 2025.

59.A. N. JR and K. Ravishankar, "Examining the adoption of artificial intelligence in higher education using UTAUT model," 2024.

60.S. Sharma and G. Singh, "Adoption of artificial intelligence in higher education: an empirical study of the UTAUT model in Indian universities," International Journal of System Assurance Engineering and Management, pp. 1-27, 2024.

61.I. Kamsin, "Teachers’ Acceptance and Intention to Use Artificial Intelligence Technology in Teaching and Learning Based on the UTAUT Model," International Journal of Information and Education Technology, vol. 15, no. 7, p. 1428, 2025.

Downloads

Published

2026-08-08

How to Cite

Impact of Artificial Intelligence on the Roles of Mathematics Teachers: A Systematic Literature Review. (2026). Journal of Asia Entrepreneurship and Sustainability, 22(7), 126-144. https://doi.org/10.66635/qnstmf75