Main Article Content

Abstract

The rapid development of Artificial Intelligence (AI) technology in mathematics learning has made AI a topic of interest for educational researchers and practitioners. This study aims to identify trends in the use of AI in mathematics education in Indonesia at various levels during the period 2020 to 2024. This research uses a qualitative approach with the Systematic Literature Review (SLR) method to analyse 500 articles indexed in Scopus and Google Scholar. Some of the aspects reviewed include: 1) Year of publication, 2) Author, 3) Methodology, 4) Type of publication, 5) Object of research, and 6) Place of publication. The results showed that 2022-2023 recorded 10 articles, making it the year with the most publications out of a total of 32 articles. Hwang authors accounted for 10% of the total publications, while 75% of the articles used qualitative methodology and 75% were in journal form. Students were the object of most research (53%), followed by teachers (19%). Google Scholar dominated the place of publication (69%). The implications of the study show that the application of AI can improve the personalisation of learning, while emphasising the importance of teacher training and equal access to prevent educational disparities.

Keywords

adaptive technology artificial intelligence digital education mathematics learning

Article Details

How to Cite
Utami, R. D., Hidayat, M., & Umam, K. (2025). Tren Penelitian Penggunaan Artificial Intelligence (AI) dalam Pembelajaran Matematika (Studi Kasus Tahun 2020-2024). Jurnal Ilmiah Pendidikan Matematika Al Qalasadi, 9(1), 1-14. https://doi.org/10.32505/qalasadi.v9i1.9540

References

  1. Abad-Segura, E., González-Zamar, M. D., Infante-Moro, J. C., & García, G. R. (2020). Sustainable management of digital transformation in higher education: Global research trends. Sustainability (Switzerland), 12(5). https://doi.org/10.3390/su12052107
  2. Abid, A., & Noori, A. S. (2023). Exploring the Influential Factors on Students’ Mathematical Interest in Schools. Journal for Research in Applied Sciences and Biotechnology, 2(3), 72–76. https://doi.org/10.55544/jrasb.2.3.10
  3. Adha, A., & Wardi, Y. (2023). Literature Review: Model Kepemimpinan Terhadap Kinerja Karyawan. CAKRAWALA, 6(4), 600–614.
  4. Agbo, F. J., Sanusi, I. T., Oyelere, S. S., & Suhonen, J. (2021). Application of virtual reality in computer science education: A systemic review based on bibliometric and content analysis methods. Education Sciences, 11(3). https://doi.org/10.3390/educsci11030142
  5. Ahmad, K., Qadir, J., Al-Fuqaha, A., Iqbal, W., El-Hassan, A., Benhaddou, D., & Ayyash, M. (2020). Artificial Intelligence in Education: A Panoramic Review. 62, 1–51.
  6. Akundi, A., Euresti, D., Luna, S., Ankobiah, W., Lopes, A., & Edinbarough, I. (2022). State of Industry 5.0—Analysis and Identification of Current Research Trends. Applied System Innovation, 5(1), 1–14. https://doi.org/10.3390/asi5010027
  7. Aljedaani, W., Saad, E., Rustam, F., de la Torre Díez, I., & Ashraf, I. (2022). Role of Artificial Intelligence for Analysis of COVID-19 Vaccination-Related Tweets: Opportunities, Challenges, and Future Trends. Mathematics, 10(17), 1–33. https://doi.org/10.3390/math10173199
  8. Anas, I., & Zakir, S. (2024). Artificial Intelligence: Solusi Pembelajaran Era Digital 5.0. Jurnal Sains Komputer & Informatika, 8(1), 35–46.
  9. Anggreini, D., & Priyojadmiko, E. (2022). Peran Guru dalam Menghadapi Tantangan Implementasi Merdeka Belajar untuk Meningkatkan Pembelajaran Matematika pada Era Omricon dan Era Society 5.0. Prosiding Seminar Nasional Pendidikan Guru Sekolah Dasar 2022, 1(1), 82.
  10. Asmara, A. S., & Junaedi, I. (2018). Trend Penelitian Dalam Pembelajaran Matematika. BUANA ILMU, 2(2). https://doi.org/10.36805/bi.v2i2.341
  11. Bringula, R., Reguyal, J. J., Tan, D. D., & Ulfa, S. (2021). Mathematics self-concept and challenges of learners in an online learning environment during COVID-19 pandemic. Smart Learning Environments, 8(1). https://doi.org/10.1186/s40561-021-00168-5
  12. Cevikbas, M., Greefrath, G., & Siller, H. S. (2023). Advantages and challenges of using digital technologies in mathematical modelling education – a descriptive systematic literature review. Frontiers in Education, 8(April), 1–17. https://doi.org/10.3389/feduc.2023.1142556
  13. Cunska, A. (2020). Effective Learning Strategies And Artificial Intelligence (Ai) Support For Accelerated Math Acquisition. European Proceedings of International Conference on Education & Educational Sciences EpICEEPSY, 118–129. https://doi.org/10.15405/epiceepsy.20111.11
  14. Davies, A., Veli?kovi?, P., Buesing, L., Blackwell, S., Zheng, D., Tomašev, N., Tanburn, R., Battaglia, P., Blundell, C., Juhász, A., Lackenby, M., Williamson, G., Hassabis, D., & Kohli, P. (2021). Advancing mathematics by guiding human intuition with AI. Nature, 600(7887), 70–74. https://doi.org/10.1038/s41586-021-04086-x
  15. Djumingin, S., Weda, S., & Maman, M. (2021). The Relationship Between the Use of Gadgets and Students’ Interest in Learning Literature at Higher Education in Indonesia. Turkish Journal of Computer and Mathematics Education, 12(14), 5896–5912.
  16. Fauzan Zannurrain, M., Herdiyanti, A., Mega, D., & Hasibuan, U. (2023). Studi literatur: Analisis Kesulitan Belajar Siswa SMA pada Materi Matriks. Jurnal Pendidikan Matematika, 4(1), 32–40.
  17. Greenwald, E., Leitner, M., & Wang, N. (2021). Learning Artificial Intelligence: Insights into How Youth Encounter and Build Understanding of AI Concepts. 35th AAAI Conference on Artificial Intelligence, AAAI 2021, 17B, 15526–15533. https://doi.org/10.1609/aaai.v35i17.17828
  18. Hadi, S., Heru Kumianto Tjahjono, & Palupi, M. (2017). Systematic Review: Meta Sintesis untuk Riset Perilaku Organisasional. In Journal of Psychiatric Research (Vol. 94, Issue 3).
  19. Hadi, S., Tjahjono, H. K., & Palupi, M. (2020). Systematic Review?: Meta Sintesis Untuk Riset Perilaku Organisasional (1st ed., Issue March). Vivavictory Abadi.
  20. Haryanti, W., & Wijaya, A. (2023). Tren Penelitian Disposisi Matematis Di Seluruh Indonesia. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 12(1), 1167. https://doi.org/10.24127/ajpm.v12i1.6736
  21. Hussein, H. (2023a). Global Trends in Mathematics Education Research. International Journal of Research in Educational Sciences, 6(2), 309–319. https://doi.org/10.29009/ijres.6.2.9
  22. Hussein, H. (2023b). Trends of Mathematics Education Research Studies Published in Journal of Mathematics Education from 2017 to 2021. The International Journal for Research in Education, 47(1), 49–91. https://doi.org/10.36771/ijre.47.1.23-pp49-91
  23. Hutasuhut, S. H. (2022). Peranan Statistika Dalam Penelitian Pendidikan Matematika. MES: Journal of Mathematics Education and Science, 7(2), 60–69. https://doi.org/10.30743/mes.v7i2.5186
  24. 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
  25. Jesson, J., Matheson, L., & Lacey, F. M. (2011). Doing your systematic review - Taditional and systematic techniques. In International Journal of STEM Education (Vol. 3, Issue 2). http://dx.doi.org/10.1186/s40594-016-0036-1
  26. Junaedi Abdilah, A., & Al Farisi, M. Z. (2023). Systematic Literature Review: Problematika Pembelajaran Bahasa Arab di Sekolah. Ukazh: Journal of Arabic Studies, 4(1), 39–51. https://doi.org/10.37274/ukazh.v4i1.744
  27. Ledger, S., Mailizar, M., Gregory, S., Tanti, M., Gibson, D., & Kruse, S. (2024). Learning to teach with simulation: historical insights. Journal of Computers in Education, 0123456789. https://doi.org/10.1007/s40692-024-00313-2
  28. Manawis, R. (2023). A Short Guide to Data Collection Techniques. Safetyculture.Com. https://safetyculture.com/topics/data-collection/data-collection-techniques/
  29. Marín-Marín, J. A., Moreno-Guerrero, A. J., Dúo-Terrón, P., & López-Belmonte, J. (2021). STEAM in education: a bibliometric analysis of performance and co-words in Web of Science. International Journal of STEM Education, 8(1). https://doi.org/10.1186/s40594-021-00296-x
  30. Mere, K. (2023). Systematic Literature Review: Efektivitas Pemecahan Masalah melalui Model Pembelajaran Inovatif. Journal on Education, 06(01), 3066–3071.
  31. Miao, X., Kumar Mishra, P., & Nadaf, A. (2021). Evidence and Promises of AI Predictions to Understand Student Approaches to Math Learning in Abu Dhabi K12 Public Schools. Gulf Education and Social Policy Review (GESPR), 1(2), 109–134. https://doi.org/10.18502/gespr.v1i2.8458
  32. Montoya-Roncancio, V., & Merlo-Vega, J. A. (2023). Methodological Approach to the Evaluation of Scientific Journals. In Lecture Notes in Educational Technology (pp. 1296–1303). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-99-0942-1_137
  33. Muhammad, I., Mukhibin, A., Naser, A. D. muhamad, & Dasari, D. (2022). Bibliometric Analysis: Research Trend of Interactive Learning Media in Mathematics Learning in Indonesia. Prisma Sains?: Jurnal Pengkajian Ilmu Dan Pembelajaran Matematika Dan IPA IKIP Mataram, 11(1), 10. https://doi.org/10.33394/j-ps.v11i1.6595
  34. Murtiyasa, B. (2016). Isu-Isu Kunci dan Trenpenelitian Pendidikan Matematika. Konferensi Nasional Penelitian Matematika Dan Pembelajarannya (KNPMP I), 1–10.
  35. Naz, F., Kumar, A., Majumdar, A., & Agrawal, R. (2022). Is artificial intelligence an enabler of supply chain resiliency post COVID-19? An exploratory state-of-the-art review for future research. Operations Management Research, 15(1–2), 378–398. https://doi.org/10.1007/s12063-021-00208-w
  36. Nikhil, C. D. S., Rao, C. U. S., Brumancia, E., Indira, K., Anandhi, T., & Ajitha, P. (2020). Finger recognition and Gesture based virtual keyboard. Proceedings of the 5th International Conference on Communication and Electronics Systems, ICCES 2020, 11(03), 1321–1324. https://doi.org/10.1109/ICCES48766.2020.09137889
  37. Novelza, I. D., Sari, N. M., & Putra, A. (2023). Tren Penelitian Pendidikan Matematika di Jurnal Mosharafa: Jurnal Pendidikan Matematika Tahun 2021-2022. MATHEdunesa, 12(2), 624–634. https://doi.org/10.26740/mathedunesa.v12n2.p624-634
  38. Nuryati, H., & Deda, Y. N. (2024). Hubungan Kecerdasan Emosional, Motivasi Belajar, dan Interaksi Sosial terhadap Prestasi Belajar Matematika: Studi Literature. ProSANDIKA UNIKAL (Prosiding …, 5(Sandika V). https://proceeding.unikal.ac.id/index.php/sandika/article/view/1789%0Ahttps://proceeding.unikal.ac.id/index.php/sandika/article/download/1789/1307
  39. Otte, M., & Radu, M. (2022). Mathematics Education in the Context of certain classical Debates in Philosophy and Mathematics. Educação Matemática Pesquisa?: Revista Do Programa de Estudos Pós-Graduados Em Educação Matemática, 24(2), 041–062. https://doi.org/10.23925/1983-3156.2022v24i2p041-062
  40. Paek, S., & Kim, N. (2021). Analysis of worldwide research trends on the impact of artificial intelligence in education. Sustainability (Switzerland), 13(14). https://doi.org/10.3390/su13147941
  41. PeranginAngin, R. B., Panjaitan, S., Hutauruk, A., Manik, E., & Tambunan, H. (2021). Arah dan Trend Penelitian Pendidikan Matematika di Jurnal Riset Pendidikan Matematika (JRPM). VYGOTSKY: Jurnal Pendidikan Matematika Dan Matematika, 3(1), 49. https://doi.org/10.30736/voj.v3i1.340
  42. Poornima, M. K. A., & Dheepa, G. (2022). An efficient feature selection and classification for the crop field identification: A hybridized wrapper based approach. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 13(1), 241–254.
  43. Pulungan, A. R., & Rakhmawati, F. (2022). Tren Media Pembelajaran Matematika dalam Jurnal Pendidikan Matematika di Seluruh Indonesia. Jurnal Cendekia?: Jurnal Pendidikan Matematika, 6(3), 3443–3458. https://doi.org/10.31004/cendekia.v6i3.1776
  44. Putri Awaliah, N., Lilis Marina Angraini, & Ilham Muhammad. (2023). Tren Penelitian Kreativitas Guru Dalam Pembelajaran Matematika: a Bibliometric Review. FIBONACCI?: Jurnal Pendidikan Matematika Dan Matematika, 9(1), 43–62. https://dx.doi.org/10.24853/fbc.9.1.43-62
  45. Rane, N. (2023). Enhancing Mathematical Capabilities through ChatGPT and Similar Generative Artificial Intelligence: Roles and Challenges in Solving Mathematical Problems. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4603237
  46. Raschka, S., Patterson, J., & Nolet, C. (2020). Machine learning in python: Main developments and technology trends in data science, machine learning, and artificial intelligence. Information (Switzerland), 11(4). https://doi.org/10.3390/info11040193
  47. Ridley, D. (2012). The Literature Review A Step-by-Step Guide for Students (2nd ed.). Sage publications.
  48. Rukmana, A. Y., Supriandi, & Wirawan, R. (2023). Penggunaan Teknologi dalam Pendidikan: Analisis Literatur Mengenai Efektivitas dan Implementasi. Jurnal Pendidikan West Science, 1(07), 460–472. https://doi.org/10.58812/jpdws.v1i07.541
  49. Sanjaya, A. D., & Surtiningtyas, S. R. (2024). Systematic Literature Review (SLR) oleh Xiao Dan Watson: Pendekatan Sifat Terhadap Kepemimpinan Dalam Penerbangan. Mitta Jurnal Penelitian, 1(3), 1–14.
  50. Sary, R. F., Juandi, D., & Jupri, A. (2022). Model Pembelajaran Discovery Learning Dan Kemampuan Penalaran Matematis. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(2), 1028. https://doi.org/10.24127/ajpm.v11i2.4765
  51. Sepúlveda-Vildósola, A. C., Abdo-Francis, J. M., Clark, P., Montalvo-Javé, E. E., & Carrillo-Esper, R. (2023). Good editorial practices. In Gaceta Medica de Mexico (Vol. 159, Issue 2, pp. 87–90). Academia Nacional de Medicina. https://doi.org/10.24875/GMM.23000073
  52. Siswanto, D. H., & Nofikusumawati, N. R. (2023). Publication Trend on the Plomp Development Model in Mathematics Education. Asian Pendidikan, 3(2), 71–80.
  53. Smith, B. C. (2019). The promise of artificial intelligence: reckoning and judgment. Mit Press.
  54. Sohilait, E. (2020). Metodologi Penelitian Pendidikan Matematika (1st ed., Vol. 1). Penerbit CAKRA.
  55. Supriyadi, E., & Kuncoro, K. S. (2023). Exploring the future of mathematics teaching: Insight with ChatGPT. Union: Jurnal Ilmiah Pendidikan Matematika, 11(2), 305–316. https://doi.org/10.30738/union.v11i2.14898
  56. Thomas, G. N., & Handoko, B. L. (2021). How Audit Firm Size Moderate Effect of TOE Context toward Auditor Adoption of Technology. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 12(6), 1518–1526. https://doi.org/10.17762/turcomat.v12i6.2690
  57. Ulimaz, A., Cahyono, D., Dhaniswara, E., Arifudin, O., & Rukiyanto, B. A. (2024). Analisis Dampak Kolaborasi Pemanfaatan Artificial Intelligences (AI) Dan Kecerdasan Manusia Terhadap Dunia Pendidikan Di Indonesia. Innovative: Journal Of Social Science Research, 4(3), 9312–9319. http://j-innovative.org/index.php/Innovative/article/view/11544
  58. Widodo, T., Muhammad, I., Darmayanti, R., Nursaid, N., & Amany, D. A. L. (2023). Manajemen keuangan pendidikan berbasis digital: Sebuah kajian pustaka. Indonesian Journal of Educational Management and Leadership, 1(2), 146–167. https://doi.org/10.51214/ijemal.v1i2.548
  59. Xu, W., & Ouyang, F. (2022). The application of AI technologies in STEM education: a systematic review from 2011 to 2021. International Journal of STEM Education, 9(1). https://doi.org/10.1186/s40594-022-00377-5
  60. Zafrullah, Hakim, M. L., & Angga, M. (2023). ChatGPT Open AI: Analysis of Mathematics Education Students Learning Interest. Journal of Technology Global, 1(01), 1–10.
  61. Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education – where are the educators? International Journal of Educational Technology in Higher Education, 16(1). https://doi.org/10.1186/s41239-019-0171-0

DB Error: Unknown column 'Array' in 'WHERE'