Main Article Content
Abstract
The purpose of this study was to examine the interaction between students and an Artificial Intelligence tutor, specifically through the use of ChatGPT in Calculus learning. The implementation of Artificial Intelligence (AI) in calculus learning has the potential to enhance students’ learning experiences both inside and outside the classroom. In this context, AI can be utilized to support better problem-solving skills and strengthen students’ understanding of fundamental mathematical concepts. The use of ChatGPT in learning was intended to maximize the knowledge transfer process beyond regular classroom hours. The learning process was conducted through the integration of AI as a virtual tutor in Integral Calculus courses. Students used AI collaboratively and independently to solve problems through structured prompts designed in accordance with the course learning outcomes. The evaluation was conducted qualitatively through observations and student satisfaction questionnaires, and quantitatively through the measurement of Course Learning Outcome (CPMK) achievement. Based on the observations and assessments, the findings indicate that the implementation of ChatGPT can effectively support the knowledge transfer process outside classroom sessions, with a course completion rate of 88%. Furthermore, sentiment analysis of student comments revealed that 50% of students expressed positive responses, and five main topics were identified from the comments related to the implementation of the learning process.
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References
- Alvarez, J. I. (2024). Evaluating the impact of AI–powered tutors Mathgpt and Flexi 2.0 in enhancing calculus learning. Jurnal Ilmiah Ilmu Terapan Universitas Jambi, 8(2), 495–508. https://doi.org/10.22437/jiituj.v8i2.34809
- Cendekia, J., Jurnal, :, Matematika, P., Ramadanti, F., & Pujiastuti, H. (2020). Analisis kesulitan mahasiswa pendidikan matematika menyelesaikan soal pada mata kuliah kalkulus I. Jurnal Cendekia: Jurnal Pendidikan Matematika, 4(2), 487–494.
- Choustoulakis, E., Athanasopoulou, P., Pollalis, Y., & Nikoloudakis, D. (2025). Integrating artificial intelligence with gamification techniques to enhance student motivation and engagement. Springer Proceedings in Business and Economics, 533–541. https://doi.org/10.1007/978-3-031-81962-9_58
- Eduardo, S. J., & Exaudi Sirait, D. (2020). Pemanfaatan aplikasi Geogebra dalam pembelajaran kalkulus i pada mahasiswa program studi pendidikan matematika, Universitas Timor. In Journal of Mathematics Education and Science (Vol. 6, Number 1).
- Edwards, M. T., Yang, Z., & Lopez-Gonzalez, C. A. (n.d.). Fostering culturally-responsive calculus instruction: Enhancing global learning experiences through AI integration.
- Ekawati, M., & Nurafni, N. (2025). Pengembangan video pembelajaran berbasis artificial intelligence untuk meningkatkan literasi spasial materi kubus dan balok. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 14(4), 1612. https://doi.org/10.24127/ajpm.v14i4.13015
- Hwang, S., Flavin, E., & Lee, J.-E. (2023). Exploring research trends of technology use in mathematics education: A scoping review using topic modeling. Education and Information Technologies, 28(8), 10753–10780. https://doi.org/10.1007/s10639-023-11603-0
- KP Mredula, Roman Jonita, & Priti Sajja. (2024). AI-based tools in mathematics education: A systematic review of characteristics, applications, and evaluation methods. International Research Journal on Advanced Engineering Hub (IRJAEH), 2(07), 1958–1967. https://doi.org/10.47392/IRJAEH.2024.0268
- Rusdial, M., Fadhilaturrahmi, F., & Zulfah. (2025). Artificial Intelligence (AI) dalam pembelajaran matematika: Kajian bibliometrik. Jurnal Pengabdian Masyarakat Dan Riset Pendidikan, 3(4), 3236–3245. https://doi.org/10.31004/jerkin.v3i4.1044
- Sufri, S., & Pasaribu, F. T. (2023). Implementasi pembelajaran berbasis masalah dan dampaknya terhadap kemampuan kognitif mahasiswa pada mata kuliah kalkulus. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 12(2), 1669. https://doi.org/10.24127/ajpm.v12i2.7256
- Sulistyaningsih, D., Budi Waluya, S., Isnarto, I., & Sugiman, S. (2025). Students’ problem-solving behavior in differential calculus based on mathematical prior knowledge. Educational Process International Journal, 19(1). https://doi.org/10.22521/edupij.2025.19.565
- Sumardi, D. G. F. A., Nurmalasari, Y., Kurnianto, B. D., & Kesumawati, A. (2019). Sentiment analysis of hoax news toward the election 2019 based on student perspective. Journal of Physics: Conference Series, 1217(1). https://doi.org/10.1088/1742-6596/1217/1/012125
- Torres-Peña, R. C., Peña-González, D., Chacuto-López, E., Ariza, E. A., & Vergara, D. (2024). Updating calculus teaching with AI: A classroom experience. Education Sciences, 14(9), 1019. https://doi.org/10.3390/educsci14091019
- Viorentina, S. M., Dewi Hidayani, S., & Lestari, L. (2022). Penerapan model pembelajaran berbasis masalah untuk meningkatkan hasil belajar mahasiswa pada topik integral. Jurnal Pendidikan Teknologi Informasi Dan Komputer, 1(2). https://journal.grahamitra.id/index.php/petik
References
Alvarez, J. I. (2024). Evaluating the impact of AI–powered tutors Mathgpt and Flexi 2.0 in enhancing calculus learning. Jurnal Ilmiah Ilmu Terapan Universitas Jambi, 8(2), 495–508. https://doi.org/10.22437/jiituj.v8i2.34809
Cendekia, J., Jurnal, :, Matematika, P., Ramadanti, F., & Pujiastuti, H. (2020). Analisis kesulitan mahasiswa pendidikan matematika menyelesaikan soal pada mata kuliah kalkulus I. Jurnal Cendekia: Jurnal Pendidikan Matematika, 4(2), 487–494.
Choustoulakis, E., Athanasopoulou, P., Pollalis, Y., & Nikoloudakis, D. (2025). Integrating artificial intelligence with gamification techniques to enhance student motivation and engagement. Springer Proceedings in Business and Economics, 533–541. https://doi.org/10.1007/978-3-031-81962-9_58
Eduardo, S. J., & Exaudi Sirait, D. (2020). Pemanfaatan aplikasi Geogebra dalam pembelajaran kalkulus i pada mahasiswa program studi pendidikan matematika, Universitas Timor. In Journal of Mathematics Education and Science (Vol. 6, Number 1).
Edwards, M. T., Yang, Z., & Lopez-Gonzalez, C. A. (n.d.). Fostering culturally-responsive calculus instruction: Enhancing global learning experiences through AI integration.
Ekawati, M., & Nurafni, N. (2025). Pengembangan video pembelajaran berbasis artificial intelligence untuk meningkatkan literasi spasial materi kubus dan balok. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 14(4), 1612. https://doi.org/10.24127/ajpm.v14i4.13015
Hwang, S., Flavin, E., & Lee, J.-E. (2023). Exploring research trends of technology use in mathematics education: A scoping review using topic modeling. Education and Information Technologies, 28(8), 10753–10780. https://doi.org/10.1007/s10639-023-11603-0
KP Mredula, Roman Jonita, & Priti Sajja. (2024). AI-based tools in mathematics education: A systematic review of characteristics, applications, and evaluation methods. International Research Journal on Advanced Engineering Hub (IRJAEH), 2(07), 1958–1967. https://doi.org/10.47392/IRJAEH.2024.0268
Rusdial, M., Fadhilaturrahmi, F., & Zulfah. (2025). Artificial Intelligence (AI) dalam pembelajaran matematika: Kajian bibliometrik. Jurnal Pengabdian Masyarakat Dan Riset Pendidikan, 3(4), 3236–3245. https://doi.org/10.31004/jerkin.v3i4.1044
Sufri, S., & Pasaribu, F. T. (2023). Implementasi pembelajaran berbasis masalah dan dampaknya terhadap kemampuan kognitif mahasiswa pada mata kuliah kalkulus. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 12(2), 1669. https://doi.org/10.24127/ajpm.v12i2.7256
Sulistyaningsih, D., Budi Waluya, S., Isnarto, I., & Sugiman, S. (2025). Students’ problem-solving behavior in differential calculus based on mathematical prior knowledge. Educational Process International Journal, 19(1). https://doi.org/10.22521/edupij.2025.19.565
Sumardi, D. G. F. A., Nurmalasari, Y., Kurnianto, B. D., & Kesumawati, A. (2019). Sentiment analysis of hoax news toward the election 2019 based on student perspective. Journal of Physics: Conference Series, 1217(1). https://doi.org/10.1088/1742-6596/1217/1/012125
Torres-Peña, R. C., Peña-González, D., Chacuto-López, E., Ariza, E. A., & Vergara, D. (2024). Updating calculus teaching with AI: A classroom experience. Education Sciences, 14(9), 1019. https://doi.org/10.3390/educsci14091019
Viorentina, S. M., Dewi Hidayani, S., & Lestari, L. (2022). Penerapan model pembelajaran berbasis masalah untuk meningkatkan hasil belajar mahasiswa pada topik integral. Jurnal Pendidikan Teknologi Informasi Dan Komputer, 1(2). https://journal.grahamitra.id/index.php/petik