AI-Assisted Computational Thinking-Based Digital Worksheet in the Context of Deforestation to Improve Students’ Mathematical Problem-Solving Skills
DOI:
https://doi.org/10.33394/j-ps.v14i3.21744Keywords:
Digital worksheet, Computational thinking, Artificial intelligence, Deforestation, Mathematical problem-solvingAbstract
This development research aimed to design an Artificial Intelligence (AI)-assisted, Computational Thinking (CT)-based digital worksheet on the Two-Variable Linear Equation System (SPLDV) topic within a deforestation context, and to examine its validity, practicality, and effectiveness in supporting students' mathematical problem-solving skills. Although CT-based worksheets, AI-assisted learning, and environmental contexts have been studied separately, few studies have integrated these three components simultaneously in SPLDV learning; this study addresses that gap. Using the Design Research–Development Studies approach (preliminary research, prototyping, and assessment phases), the study involved grade VIII students of SMP IT Indo Global Mandiri Palembang, selected through purposive sampling (3 students in the one-to-one trial, 6 in the small-group trial, and 20 in the field test). Data were collected through observation, interviews, questionnaires, and tests, then analyzed descriptively and using the Normalized Gain (N-Gain) test and a paired-sample t-test. The digital worksheet was categorized as very valid (95.55%) and very practical (89.7%). Students' average problem-solving score increased from 42.44 to 76.06 (N-Gain = 0.60, medium category; t = 11.13, p < 0.001). Within the scope of this single-school trial, the AI-assisted CT-based digital worksheet shows promise as a contextual mathematics teaching material.
References
Abidi, M., Cahyono, H., & Susanti, R. D. (2023). Analysis of students’ computational thinking ability in solving contextual problems. Mathematics Education Journal, 7(2), 216–224. https://doi.org/10.22219/mej.v7i1.25041
Agustina, R., Kinanti, T., Bunganingrum, T. T., & Rifah, T. (2022). Analysis of students’ learning difficulties in class X mathematics learning in SPLDV material using the PMRI approach. EMTEKA: Jurnal Pendidikan Matematika, 3(1), 44–53. https://doi.org/10.24127/emteka.v3i1.1168
Agustinawati, P. L., Ramalisa, Y., & Pasaribu, F. T. (2024). The development of concept-rich instruction (CRI)-based E-LKPD assisted by animated videos to improve creative thinking skills in linear equation materials. Numeracy, 11(1), 14–29. https://doi.org/10.46244/numeracy.v11i1.2575
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), Article em0823. https://doi.org/10.29333/iejme/16006
Azizah, N. N., Niam, F., & Prastowo, A. Y. (2022). Development of material booklet learning media around Grade 3. Patria Educational Journal, 2(1), 60-69. https://doi.org/10.28926/pej.v2i1.96
Azma, T. R., Hapizah, & Darmawijoyo. (2024). Innovative electronic worksheets to foster computational thinking in arithmetic sequences and series. Al-Jabar: Jurnal Pendidikan Matematika, 15(2), 623–643. https://doi.org/10.24042/ajpm.v15i2.24603
Bakker, A., & Korthagen, F. A. J. (2019). Practitioner research in education: Theoretical backgrounds and reflections on its scientific nature. Educational Action Research, 27(2), 284–298.
Bakti, I. K., Zulkarnain, Yarun, A., Rusdi, Syaifudin, M., & Syafaq, H. (2023). The role of artificial intelligence in education: A systematic literature review. Jurnal Iqra’: Kajian Ilmu Pendidikan, 8(2), 182–197. https://doi.org/10.25217/ji.v8i2.3194
Batjoli, M. F., Lihawa, F., & Lahay, R. J. (2025). Prediksi spasial deforestasi kawasan hutan Taman Nasional Bogani Nani Wartabone menggunakan cellular automata–artificial neural network. Jurnal Ilmu Lingkungan, 23(2), 443–451. https://doi.org/10.14710/jil.23.2.443-451
Cahdriyana, R. A., & Richardo, R. (2020). Computational thinking in mathematics learning. LITERASI (Jurnal Ilmu Pendidikan), 11(1), 50–56. https://doi.org/10.21927/literasi.2020.11(1).50-56
Evendi, E. (2022). Intervention of problem-solving models in mathematics learning on the improvement of students’ creative thinking. Jurnal Pemikiran dan Penelitian Pendidikan Matematika (JP3M), 5(2), 93–102. https://doi.org/10.36765/jp3m.v5i2.579
Fahrudin, R., Sollikhin, R., & Masruroh, A. (2024). Islamic religious education learning innovation through artificial intelligence technology to improve student interaction. Mauriduna: Journal of Islamic Studies. https://doi.org/10.37274/mauriduna.v5i1.1298
Filjinan, S. K., Supeno, S., & Rusdianto, R. (2022). Development of interactive e-comics to improve the science literacy of junior high school students in science learning. Pendekar: Jurnal Pendidikan Berkarakter, 5(2), 125-129. https://doi.org/10.31764/pendekar.v5i2.9003
Giljum, S., Maus, V., Kuschnig, N., Luckeneder, S., Tost, M., Sonter, L. J., & Bebbington, A. J. (2022). A pantropical assessment of deforestation caused by industrial mining. Proceedings of the National Academy of Sciences, 119(38), Article e2118273119. https://doi.org/10.1073/pnas.2118273119
Gustin, L., Sari, M., Putri, R., & Putra, A. (2020). Development of student worksheets (LKPD) based on realistic mathematics education (RME) on linear equations and inequalities in one variable. Mathline: Jurnal Matematika dan Pendidikan Matematika, 5(2), 111–127. https://doi.org/10.31943/mathline.v5i2.154
Handayani, R., & Rahmat, A. (2023). The use of artificial intelligence in the development of adaptive learning systems. Journal of Educational Technology, 25(1), 12–21. https://doi.org/10.21009/jtp.v25i1.32817
Handika, H., Widiawati, W., Widyaningrum, I., & Indrayati, H. (2025). Pengembangan media pembelajaran interaktif dengan software Articulate Storyline 3 pada materi luas lingkaran. Jurnal Pendidikan Matematika dan Sains, 13(2). https://doi.org/10.21831/jpms.v13i2.85370
Herdakospian, H., Hamid, S., & Safira, I. (2024). Mathematical problem-solving skills in Grade V students of SDN 4 Kontunaga, Muna Regency, using the creative problem-solving learning model. Bosowa Journal of Education, 5(1), 77-80. https://doi.org/10.35965/bje.v5i1.5367
Husna, N. H., Marzal, J., & Yantoro, Y. (2022). Development of problem-based learning-based E-LKPD to improve students’ mathematical problem-solving skills. AKSIOMA: Jurnal Program Studi Pendidikan Matematika. https://doi.org/10.24127/ajpm.v11i3.4914
Husnani, T. M., Mahfudy, S., & Tamur, M. (2025). Analysis of students’ computational thinking skills in solving mathematical problems of SPLDV material. Jurnal Pemikiran dan Penelitian Pendidikan Matematika (JP3M), 7(2), 121–134. https://doi.org/10.36765/jp3m.v7i2.732
Husniati, K., Hariyani, S., & Fayeldi, T. (2022). Development of web-based e-learning model mathematics learning media. JP2M: Jurnal Pendidikan dan Pembelajaran Matematika. https://doi.org/10.29100/jp2m.v8i1.2505
Istiqomah, N., Arigiyati, T. A., Wijayanti, A., & Widodo, S. A. (2021). The validity of the electronic worksheets of students based on Tri-N on the subject of algebraic forms. Wacana Akademika: Majalah Ilmiah Kependidikan, 5(2), 113–120. https://doi.org/10.26499/wacana.v5i2.11334
Istofany, M. A. B., Negara, H. R. P., & Santosa, F. H. (2024). Analysis of technology use in mathematics learning to improve critical thinking skills among university students. Jurnal Ulul Albab, 28(1), 1-14. https://doi.org/10.31764/jua.v28i1.23325
Itfan, I. (2023). Effects of village education and access to information on mangrove forest areas: Studies in Indonesia. Jurnal Perencanaan Pembangunan: The Indonesian Journal of Development Planning, 7(1), 122–137. https://doi.org/10.36574/jpp.v7i1.447
Jamna, N. D., Hamid, H., & Bakar, M. T. (2022). Analysis of junior high school students’ computational thinking ability on quadratic equation material. Jurnal Pendidikan Guru Matematika, 2(3), 278–288. https://doi.org/10.33387/jpgm.v2i3.5149
Koe, L. S., Kustandi, C., & Siregar, E. (2025). AI-driven feedback system: Implementing advanced NLP and OpenAI for online learning. Journal of Innovation and Learning Technology, 11(3), 137–148. https://doi.org/10.17977/um031v11i32024p137
Milenia, B. B., Suryaningrum, C. W., & Rohmadani, R. W. (2022). Using ethnomathematics from Batik Jember to create electronic modules. JUPITEK: Jurnal Pendidikan Matematika, 5(2), 132–137. https://doi.org/10.30598/jupitekvol5iss2pp132-137
Mubharokh, A. S., Hapizah, & Susanti, E. (2023). The positive impact of e-LKPD material on number patterns based on computational thinking with the Malay Islamic context on students’ mathematical reasoning. Jurnal Pendidikan dan Pengajaran, 56(2), 414–427. https://doi.org/10.23887/jpp.v56i2.65850
Nabilla, N., Edy, S., & Khikmiyah, F. (2022). Pengembangan E-LKPD matematika interaktif berbasis literasi digital. JPMI: Jurnal Pembelajaran Matematika Inovatif, 5(6), 1581–1594. https://doi.org/10.22460/jpmi.v5i6.12530
Nasution, E. Y. P. (2021). Analisis terhadap kemampuan pemahaman konsep matematis siswa pada materi sistem persamaan linear dua variabel (SPLDV). De Fermat: Jurnal Pendidikan Matematika, 4(2), 125-137 https://jurnal.pmat.uniba-bpn.ac.id/index.php/DEFERMAT/article/view/202
Nasution, E. Y. P., Erita, S., & Mandalena, H. (2023). The development of student worksheets based on the cooperative script model on the ability to understand mathematical concepts. Plusminus: Jurnal Pendidikan Matematika, 3(3), 489-502. https://doi.org/10.31980/plusminus.v3i3.1511
Nuniati, N., Prasetyo, E., & Jufriansah, A. (2021). The development of HOTS-integrated LKPD to increase students’ learning motivation. ORBITA: Jurnal Pendidikan dan Ilmu Fisika, 7(2), 366-370. https://doi.org/10.31764/orbita.v7i2.5696
Ostian, D., Hapizah, & Mulyono, B. (2023). Interactive e-student worksheet based on computational thinking with South Sumatra traditional game context. Jurnal Pendidikan Matematika RAFA, 8(2), 102–122. http://jurnal.radenfatah.ac.id/index.php/jpmrafa
Otten, M., Van den Heuvel-Panhuizen, M., Veldhuis, M., Boom, J., & Heinze, A. (2020). Are physical experiences with the balance model beneficial for students’ algebraic reasoning? An evaluation of two learning environments for linear equations. Education Sciences, 10(6), Article 163. https://doi.org/10.3390/educsci10060163
Pratiwi, I., & Silalahi, P. (2021). Development of mathematics learning media for a blended learning model based on Moodle. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 10(1), 206-218. https://doi.org/10.24127/ajpm.v10i1.3240
Pyo, J., Lee, W., Choi, E. Y., Jang, S. G., & Ock, M. (2023). Qualitative research in healthcare: Necessity and characteristics. Journal of Preventive Medicine and Public Health, 56(1), 12–20. https://doi.org/10.3961/jpmph.22.451
Qomaruzzaman, A. (2024). Artificial intelligence sebagai asisten guru pendidikan agama Islam dalam pembelajaran. Mauriduna: Journal of Islamic Studies, 5(2), 704–715. https://doi.org/10.37274/mauriduna.v5i2.1282
Rahmad, E., & Wijaya, A. (2020). The effectiveness of realistic mathematics learning viewed from mathematical modeling ability and learning achievement. PYTHAGORAS: Jurnal Pendidikan Matematika, 15(1), 100–110. https://doi.org/10.21831/pg.v15i1.34593
Ramadoni, R., Aima, Z., & Mardiyah, A. (2024). Innovating electronic worksheets for students using project-based flipped classroom in mathematics learning. Mosharafa: Jurnal Pendidikan Matematika, 13(2), 531-550. https://doi.org/10.31980/mosharafa.v13i2.1946
Rokhmatillah, I. N. F., Manoy, J. T., & Fardah, D. K. (2021). Students’ mathematical problem-solving profile on PISA quantity-content problems reviewed from self-efficacy. Jurnal Penelitian Pendidikan Matematika dan Sains, 3(2), 75–88. https://doi.org/10.26740/jppms.v3n2.p75-88
Salwadila, T., & Hapizah. (2024). Computational thinking ability in mathematics learning of exponents in Grade IX. Infinity Journal, 13(2), 441–456. https://doi.org/10.22460/infinity.v13i2.p441-456
Sari, E. M., & Anggapuspa, M. L. (2021). Design of a “caring for paper, caring for trees” motion graphic video as an environmental education medium for sixth-grade students at a public elementary school in Tulungagung. Barik, 2(1), 77–90. https://doi.org/10.26740/jdkv.v2i1.37957
Sarman, A. A., Suastika, I. K., & Murniasih, T. R. (2023). The development of E-LKPD to improve students’ mathematical problem-solving skills in curved-side space material. Jurnal Tadris Matematika, 6(1), 49–66. https://doi.org/10.21274/jtm.2023.6.1.49-66
Septiana, D., Hapizah, & Mulyono, B. (2024). The development of LKPD for differentiated learning with the context of Brengkes Tempoyak, South Sumatra, which is oriented toward computational thinking. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 13(1), 34.
Sholihah, U., & Firdaus, A. I. (2023). Students’ computational thinking ability in solving trigonometry problems reviewed from self-regulated learning. Jurnal Penelitian Pendidikan IPA, 9(2), 626–633. https://doi.org/10.29303/jppipa.v9i2.2821
Sukendra, I. K., & Sumandya, I. W. (2020). Analysis of problems and alternative solutions in mathematics learning in junior high school. EMASAINS: Jurnal Edukasi Matematika dan Sains, 9(2), 177-186 https://doi.org/10.5281/zenodo.4299433
Susanto, A., Setyaningrum, W., Camellia, F., & Asriani, N. W. (2023). Trends in the use of technology to improve students’ mathematical problem-solving skills. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 12(3), 3088–3100. https://doi.org/10.24127/ajpm.v12i3.7545
Syafruddin, I. S., Khaerunnisa, E., & Rafianti, I. (2022). Development of E-LKPD to support mathematical literacy skills in social arithmetic materials. Jurnal Cendekia: Jurnal Pendidikan Matematika, 6(3), 3214–3227. https://doi.org/10.31004/cendekia.v6i3.1727
Tate, R., Beauregard, F., Peter, C., & Marotta, L. (2023). Pilot testing as a strategy to develop interview and questionnaire skills. Impacting Education.
Utami, N., Sudirman, & Sukoriyanto. (2021). Analysis of students’ understanding of mathematical concepts in function composition material. JIPM (Jurnal Ilmiah Pendidikan Matematika), 10(1), 1-13. https://doi.org/10.25273/JIPM.V10I1.8268
Wing, J. M. (2006). Computational thinking. Communications of the ACM, 49(3), 33–35. https://doi.org/10.1145/1118178.1118215
Zulkarnain, I., Hidayanto, T., & Riza, M. (2021). Development of simulative media “travel game” in the context of wetland environments for mathematics learning. EDUMAT: Jurnal Pendidikan Matematika, 9(1), 91–98. https://doi.org/10.20527/edumat.v9i1.9784
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Farah Nabilah Tampubolon, Hapizah Hapizah, Meryansumayeka Meryansumayeka

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).

This work is licensed under a Creative Commons Attribution 4.0 International License.

