Eksistensi AI Generatif (GenAI) dalam Pendidikan Matematika: Tantangan Asesmen dan Risiko Miskonsepsi bagi Guru di Sekolah
Keywords:
Mathematics Education, Generative Artificial Intelligence, Learning Assessment, Misconception Risk, Teacher ChallengesAbstract
The rapid development of Artificial Intelligence (AI), especially Generative AI (GenAI), is reshaping educational practices, including mathematics education in schools. This study examines key issues and challenges arising from the presence of GenAI for mathematics teachers, with particular attention to assessment practices and the risk of misconceptions. Using a qualitative literature review approach, relevant studies, reports, and scholarly discussions on GenAI in learning are analyzed to map emerging classroom dynamics and pedagogical implications. The findings indicate four major concerns: first, students may develop increased dependency on GenAI, reducing persistence in problem-solving; second, teachers face growing difficulty in assessing authentic mathematical understanding because AI-generated outputs can obscure students’ reasoning processes; third, there is a potential decline in critical and creative thinking when GenAI is used as a shortcut rather than as support for exploration; and fourth, misconceptions may occur when AI-generated answers oversimplify concepts, omit assumptions, or present incorrect reasoning in a persuasive form. These challenges highlight the need for adaptive assessment strategies and stronger digital-ethical literacy to ensure that mathematics education remains meaningful and reliable in the GenAI era.
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References
Buchanan, B. G. (2005). A (very) brief history of artificial intelligence. AI Magazine, 26(4), 53–53. https://doi.org/10.1609/aimag.v26i4.1848
Creswell, J. W., & Poth, C. N. (2023). Qualitative inquiry and research design: Choosing among five approaches (5th ed.). SAGE Publications.
Delipetrev, B., Tsinaraki, C., & Kostić, U. (2020). Historical evolution of artificial intelligence (pp. 1–36). Publications Office of the European Union. https://doi.org/10.2760/801580
Dolapcioglu, S., & Doğanay, A. (2022). Development of critical thinking in mathematics classes via authentic learning: An action research. International Journal of Mathematical Education in Science and Technology, 53(6), 1363–1386. https://doi.org/10.1080/0020739X.2020.1819573
Georgieva, M., Webb, J., & Stuart, J. (2025). AI ethical guidelines. EDUCAUSE. https://library.educause.edu/resources/2025/6/ai-ethical-guidelines
Idris, N., & Nor, N. M. (2010). Mathematical creativity: Usage of technology. Procedia - Social and Behavioral Sciences, 2(2), 1963–1967. https://doi.org/10.1016/j.sbspro.2010.03.264
Indrawati, F., & Hartati, L. (2024). Penguatan pendidikan karakter melalui penggunaan artificial intelligence (AI) di era 6.0. Diskusi Panel Nasional Pendidikan Matematika, 10. https://proceeding.unindra.ac.id/index.php/DPNPMunindra/article/view/7366
Kasneci, E., Sessler, K., Küchemann, S., Bannert, M., Dementieva, D., Fischer, F., Gasser, U., Groh, G., Günnemann, S., Hüllermeier, E., Krusche, S., Kutyniok, G., Michaeli, T., Nerdel, C., Pfeffer, J., Poquet, O., Sailer, M., Schmidt, A., Seidel, T., & Kasneci, G. (2023). ChatGPT for good? On opportunities and challenges of large language models for education. Learning and Individual Differences, 103, 102274. https://doi.org/10.1016/j.lindif.2023.102274
Nadjafikhah, M., Yaftian, N., & Bakhshalizadeh, S. (2012). Mathematical creativity: Some definitions and characteristics. Procedia - Social and Behavioral Sciences, 31, 285–291. https://doi.org/10.1016/j.sbspro.2011.12.056
Negnevitsky, M. (1997). The history of artificial intelligence or from the “dark ages” to the knowledge-based systems. WIT Transactions on Information and Communication Technologies, 19, 166. https://doi.org/10.2495/AI970381
OECD. (2025). Education for human flourishing: A conceptual framework. https://doi.org/10.1787/73d7cb96-en
Opesemowo, O. A. G. (2025). Artificial intelligence in mathematics education: The pros and cons. In Advances in educational technologies and instructional design (pp. 1–18). IGI Global. https://doi.org/10.4018/978-1-6684-7366-5.ch084
Rochim, A. A. (2024). Kecerdasan buatan: Risiko, tantangan, dan penggunaan bijak pada dunia pendidikan. Antroposen: Journal of Social Studies and Humaniora, 3(1), 13–25. https://doi.org/10.33830/antroposen.v3i1.6780
Sanders, S. (2016). Critical and creative thinkers in mathematics classrooms. https://ro.uow.edu.au/jseem/vol6/iss1/4/
Setiawan, J., Sari, N. D., & Istiyawati, Y. (2024). Pemanfaatan artificial intelligence dalam pembelajaran matematika untuk siswa di SMP Insan Rabbany. ASPIRASI: Publikasi Hasil Pengabdian dan Kegiatan Masyarakat, 2(4), 114–127. https://doi.org/10.61132/aspirasi.v2i4.882
Setiawan, W., Juniati, D., & Khabibah, S. (2024). Studi literatur: Berpikir kreatif dalam pemecahan masalah matematika. Jurnal Ilmiah Soulmath: Jurnal Edukasi Pendidikan Matematika, 12(1), 43–54. https://doi.org/10.25139/smj.v12i1.7548
Simonton, D. K. (2000). Creativity: Cognitive, personal, developmental, and social aspects. American Psychologist, 55(1), 151–158. https://doi.org/10.1037/0003-066X.55.1.151
Sinaga, M. (2024). Peran dan tantangan penggunaan AI (artificial intelligence) dalam pembelajaran matematika. Prosiding Seminar Nasional Keguruan dan Pendidikan, 2(1), 115–121. https://ejournal.ummuba.ac.id/index.php/SNKP/article/view/2147
Švecová, V., Rumanová, L., & Pavlovičová, G. (2014). Support of pupil’s creative thinking in mathematical education. Procedia - Social and Behavioral Sciences, 116, 1715–1719. https://doi.org/10.1016/j.sbspro.2014.01.461
Tahiru, F. (2021). AI in education: A systematic literature review. Journal of Cases on Information Technology, 23(1), 1–20. https://doi.org/10.4018/JCIT.2021010101
Utama, M. N. (2025). Polemik penggunaan artificial intelligence (AI) di lingkungan akademisi. https://pertiba.ac.id/2025/10/13/polemik-penggunaan-artificial-intelligence-ai-di-lingkungan-akademisi
Zed, M. (2014). Metode penelitian kepustakaan. Yayasan Pustaka Obor Indonesia. https://books.google.co.id/books?id=zG9sDAAAQBAJ
