Systematic Literature Review: Peran Artificial Intelligence sebagai Media Pembelajaran terhadap Kemampuan Penalaran Matematis Siswa

Authors

  • Nafitriani Isriyah Universitas Sultan Ageng Tirtayasa
  • Isna Rafianti Universitas Sultan Ageng Tirtayasa

DOI:

https://doi.org/10.23969/jp.v11i02.46722

Keywords:

kecerdasan buatan; penalaran matematis; pembelajaran matematika

Abstract

Penelitian ini bertujuan untuk mengidentifikasi jenis Artificial Intelligence (AI) yang digunakan sebagai media pembelajaran matematika, menganalisis peran AI dalam mendukung kemampuan penalaran matematis peserta didik, serta mengkaji tren dan implikasi pedagogis penggunaannya. Penelitian ini menggunakan pendekatan Systematic Literature Review (SLR) dengan protokol PRISMA 2020. Artikel ditelusuri melalui basis data Scopus, ERIC, dan Google Scholar pada rentang tahun 2019–2025. Dari 120 artikel yang teridentifikasi, diperoleh 20 artikel final setelah melalui tahapan eliminasi duplikasi, penyaringan judul dan abstrak, serta uji kelayakan full-text. Penilaian kualitas menggunakan kriteria CASP dengan kesepakatan antarpenilai 87,5%, dan analisis data dilakukan secara tematik. Hasil kajian mengidentifikasi tujuh kategori jenis AI, dengan Generative AI berbasis Large Language Model seperti ChatGPT sebagai yang paling dominan (8 artikel), diikuti Intelligent Tutoring System (5 artikel), chatbot berbasis NLP (4 artikel), dan platform adaptif (4 artikel). AI memberikan kontribusi positif paling konsisten pada dimensi pemecahan masalah (16 artikel), pemahaman konsep (14 artikel), dan keterlibatan kognitif (13 artikel), diikuti berpikir kritis (9 artikel) dan personalisasi motivasi belajar. Efektivitas tertinggi ditemukan ketika AI diintegrasikan dengan model Problem Based Learning di bawah fasilitasi guru. Analisis temporal mengungkap tiga tren: dominasi ITS (2019–2021), transisi menuju Generative AI (2022–2023), dan eksplorasi AI spesifik untuk metode mengajar (2024–2025). AI berpotensi menjadi media pembelajaran efektif dalam mengembangkan penalaran matematis apabila diterapkan melalui desain pedagogis yang tepat dan fasilitasi guru yang kompeten.

 

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References

Ashshiddiqi, M. H., Mayesti, N., Irawati, I., & Rahmi, R. (2024). Pemanfaatan AI dalam era Kurikulum Merdeka: Perspektif siswa dan guru sekolah menengah. Jurnal Dimensi Pendidikan dan Pembelajaran, 12(Special Issue 1), 267–278.

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. https://doi.org/10.29333/iejme/16006

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

CASP. (2018). CASP checklists. Critical Appraisal Skills Programme.

Chau, D. B., Luong, V. T., Long, T. T., & Thi Thao Linh, N. (2025). Personalized mathematics teaching with the support of AI chatbots to improve mathematical problem-solving competence for high school students in Vietnam. European Journal of Educational Research, 14(1), 323–333. https://doi.org/10.12973/eu-jer.14.1.323

Chen, X., Zou, D., Xie, H., Cheng, G., & Liu, C. (2022). Two decades of artificial intelligence in education. Educational Technology & Society, 25(1), 28–47.

Chou, P. N., Hsiao, C. Y., & Chen, Y. T. (2022). The effect of AI-based metacognitive tutoring on secondary students' mathematical reasoning. Computers & Education, 182, 104463. https://doi.org/10.1016/j.compedu.2022.104463

Elsayed, S. A. M. (2023). Applications of artificial intelligence and their relationship to spatial thinking and academic emotions towards mathematics. Eurasian Journal of Educational Research, 107, 321–342.

Gouia-Zarrad, R., & Gunn, C. (2024). Enhancing students' learning experience in mathematics class through ChatGPT. International Electronic Journal of Mathematics Education, 19(3), em0781. https://doi.org/10.29333/iejme/14614

Harahap, M. S., Fadli, V. P., Nasution, F. H., & Nasution, N. F. (2025). Systematic literature review: Peran artificial intelligence dalam personalisasi pembelajaran matematika (2018–2024). SIGMA: Jurnal Pendidikan Matematika, 17(1), 368–377. https://doi.org/10.26618/sigma.v17i1.18378

Hwang, G.-J., & Tu, Y.-F. (2021). Roles and research trends of artificial intelligence in mathematics education. Mathematics, 9(6), 584. https://doi.org/10.3390/math9060584

Hwang, S. (2022). Examining the effects of AI on elementary students' mathematics achievement: A meta-analysis. Sustainability, 14, 13185. https://doi.org/10.3390/su142013185

Inoferio, H. V., Espartero, M. M., Asiri, M. S., Damin, M. D., & Chavez, J. V. (2024). Coping with math anxiety and lack of confidence through AI-assisted learning. Environment and Social Psychology, 9(5), 2228. https://doi.org/10.54517/esp.v9i5.2228

Jancarik, A., Michal, J., & Novotna, J. (2023). Using AI chatbot for math tutoring. Journal of Education Culture and Society, 14(2), 285–296. https://doi.org/10.15503/jecs2023.2.285.296

Ma, N., & Zhong, Z. (2025). A meta-analysis of the impact of generative AI on learning outcomes. Journal of Computer Assisted Learning. https://doi.org/10.1111/jcal.70117

Maola, P. S., Karai Handak, I. S., & Herlambang, Y. T. (2024). Penerapan artificial intelligence dalam pendidikan di era Revolusi Industri 4.0. Educatio: Jurnal Ilmu Kependidikan, 19(1), 61–72. https://doi.org/10.29408/edc.v19i1.24772

Martin, F., Zhuang, M., & Schaefer, D. (2024). Systematic review of research on AI in K-12 education (2017–2022). Computers and Education: Artificial Intelligence, 6, 100195. https://doi.org/10.1016/j.caeai.2023.100195

Mohamed, M. Z. B., Hidayat, R., Suhaizi, N. N. B., Sabri, N. B. M., Mahmud, M. K. H. B., & Baharuddin, S. N. B. (2022). Artificial intelligence in mathematics education. International Electronic Journal of Mathematics Education, 17(3), em0694. https://doi.org/10.29333/iejme/12132

National Council of Teachers of Mathematics (NCTM). (2000). Principles and standards for school mathematics. NCTM.

OECD. (2023). PISA 2022 results (Volume I): The state of learning and equity in education. OECD Publishing. https://doi.org/10.1787/53f23881-en

Opesemowo, O. A. G., & Adewuyi, H. O. (2024). A systematic review of artificial intelligence in mathematics education. Eurasia Journal of Mathematics, Science and Technology Education, 20(7), em2478. https://doi.org/10.29333/ejmste/14762

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., & Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71

Ratnasari, R., Zabeta, M., & Sholeha, F. Z. (2024). Pengaruh artificial intelligence (AI) terhadap kemampuan berpikir kritis matematis siswa. Algoritma: Jurnal Matematika, Ilmu Pengetahuan Alam, Kebumian dan Angkasa, 3(1), 68–76. https://doi.org/10.62383/algoritma.v3i1.355

Son, L. N., Nguyen, T. T., Tran, T. P., & Le, H. V. (2025). Artificial intelligence in mathematics education: A bibliometric analysis. In Advances in Information and Communication Technology (pp. 453–462). Springer. https://doi.org/10.1007/978-3-031-80943-9_44

Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes. Harvard University Press.

Walkington, C. (2024). The implications of generative AI for mathematics education. School Science and Mathematics. https://doi.org/10.1111/ssm.18356

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), em2286. https://doi.org/10.29333/ejmste/13272

Yilmaz, R., & Karaoglan Yilmaz, F. G. (2023). The effect of generative AI tools on students' computational thinking and motivation. Computers and Education: Artificial Intelligence, 4, 100147. https://doi.org/10.1016/j.caeai.2023.100147

Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education. International Journal of Educational Technology in Higher Education, 16, 39. https://doi.org/10.1186/s41239-019-0171-0

Zhang, K., & Aslan, A. B. (2021). AI technologies for education: Recent research & future directions. Computers and Education: Artificial Intelligence, 2, 100025. https://doi.org/10.1016/j.caeai.2021.100025

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Published

2026-05-20