STEM-Driven Project Worksheets for Teaching Mathematical Concepts in Differential Equations: Development and Impact through the Aquaponics Context
Abstract
This study aimed to develop and evaluate the effectiveness of student worksheets based on Project-Based Learning (PjBL) integrated with the STEM approach in the context of mathematical aquaponics for an Ordinary Differential Equations course. The research employed a mixed-methods design using the ADDIE development model, with a quantitative approach through pretest and posttest evaluations and a qualitative approach through observations and a student response questionnaire. Expert validation results indicate that the developed worksheets achieved a high level of validity in terms of content, structure, and language. The implementation of the worksheets involved 10 fourth-semester students of the Mathematics Education program at Hasyim Asy’ari University. Statistical test results show a significant improvement in student learning outcomes after using the STEM-PjBL-based worksheets, with a significance value more than 0.05. Additionally, 88.89% of students gave positive responses to the worksheets, particularly in the aspects of learning motivation, active engagement, and contextual understanding of concepts. These findings indicate that the integration of STEM with PjBL in worksheets within the aquaponic context is effective in improving learning outcomes, critical thinking skills, and student engagement in meaningful mathematics learning.
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Agnafia, D. N. (2019). Analisis kemampuan berpikir kritis siswa dalam pembelajaran biologi. Florea: Jurnal Biologi dan Pembelajaran, 6(1), 45–53. https://doi.org/10.25273/florea.v6i1.4369
Agusti, N. M., & Aslam. (2022). Efektivitas media pembelajaran aplikasi Wordwall terhadap hasil belajar IPA siswa sekolah dasar. Jurnal Basicedu, 6(4), 5794–5800. https://doi.org/10.31004/basicedu.v6i4.3053
Agustin, Y., Lufri, Amran, A., & Ellizar. (2022). Meta-analysis of the influence of the STEM-based project-based learning (PjBL) model on science learning. International Journal of Humanities Education and Social Sciences, 2(3). https://doi.org/10.55227/ijhess.v2i3.331
Amir, F., Firdaus, F. M., & Pada, A. (2023). How does realistic mathematics learning shape learners’ problem solving and critical thinking skills? Al-Ishlah: Jurnal Pendidikan, 16(3), 3588–3602. https://doi.org/10.35445/alishlah.v16i3
Antika, H. N., Rusmana, E. E., Salsabila, A., & Kohar, A. W. (2024). Pengembangan media pembelajaran STEM-PjBL untuk meningkatkan kemampuan berpikir kritis siswa pada bilangan bulat dan pecahan. Inomatika, 6(2), 120–141. https://doi.org/10.35438/inomatika.v6i2.463
Afifah, A. N., Ilmiyati, N., & Toto. (2019). Model project based learning (PjBL) berbasis STEM untuk meningkatkan penguasaan konsep dan keterampilan berpikir kritis siswa. Quagga: Jurnal Pendidikan dan Biologi, 11(2), 73–78. https://doi.org/10.25134/quagga.v11i2.1910
Auliyani, C. N., Arianto, F., & Kholidya, C. F. (2024). A systematic literature review of project-based learning integrated with STEM education: Examining implementation strategies, outcomes, and challenges. Jurnal Visi Ilmu Pendidikan, 17(1). https://doi.org/10.26418/jvip.v17i1.85610
Becker, K. H., & Park, K. (2011). Integrative approaches among science, technology, engineering, and mathematics (STEM) subjects on students’ learning: A meta-analysis. Journal of STEM Education: Innovations and Research, 12(5). https://www.jstem.org/jstem/index.php/JSTEM/article/view/1509
Bell, S. (2010). Project-based learning for the 21st century: Skills for the future. The Clearing House, 83(2), 39–43. https://doi.org/10.1080/00098650903505415
Bulu, V. R., & Tanggur, F. (2021). The effectiveness of STEM-based PjBL on students’ critical thinking skills and collaborative attitude. Al-Jabar: Jurnal Pendidikan Matematika, 12(1), 97–106. https://doi.org/10.24042/ajpm.v12i1.8831
Capraro, R. M., & Slough, S. W. (Eds.). (2013). Project-based learning: An integrated science, technology, engineering, and mathematics (STEM) approach. Springer.
Dewi, N. N. S. K., Arnyana, I. B. P., & Margunayasa, I. G. (2023). Project based learning berbasis STEM: Meningkatkan kemampuan berpikir kritis dan hasil belajar siswa. Jurnal Ilmiah Pendidikan Profesi Guru, 6(1), 133–143. https://doi.org/10.23887/jippg.v6i1.59857
Gulo, A. (2022). Penerapan model discovery learning terhadap hasil belajar peserta didik pada materi ekosistem. Educativo: Jurnal Pendidikan, 1(1), 307–313. https://doi.org/10.56248/educativo.v1i1.54
Herlina, L., Remana, M. T., Nurcahya, M. A., & Prihantini. (2022). Pembelajaran project-based learning dalam meningkatkan berpikir kritis siswa. Bidayatuna, 5(2), 162–172. https://doi.org/10.54471/bidayatuna.v5i2.1660
Justan, J., Margiono, M., Aziz, M., & Sumiati, S. (2024). Penelitian kombinasi (mixed methods). Ulil Albab: Jurnal Ilmiah Multidisiplin, 3(2), 253–263. https://doi.org/10.56799/jim.v3i2.2772
Kahar, L., & Ili, L. (2022). Implementasi project based learning untuk meningkatkan aktivitas belajar siswa. Cakrawala Ilmiah Mahasiswa, 2(2), 127–134. https://doi.org/10.30998/ocim.v2i2.8129
Khan, B. S. B., & Salman, R. (2020). Influence of mathematics in our daily lives. Art Human Open Access Journal, 4(2), 50–52. https://doi.org/10.15406/ahoaj.2020.04.00152
Khoiriyyah, N., Qomaria, N., Ahied, M., Putera, D. B. R. A., & Sutarja, M. C. (2022). Pengaruh model project based learning dengan pendekatan STEAM terhadap kemampuan berpikir kritis siswa. Vektor: Jurnal Pendidikan IPA, 3(2), 55–66. https://doi.org/10.35719/vektor.v3i2.61
Kokotsaki, D., Menzies, V., & Wiggins, A. (2016). Project-based learning: A review of the literature. Improving Schools, 19(3), 267–277. https://doi.org/10.1177/1365480216659733
Kurniahtunnisa, A., Anggraito, Y. U., Ridlo, S., & Harahap, F. (2023). STEM-PjBL learning: The impacts on students’ critical thinking, creative thinking, communication, and collaboration skills. Jurnal Penelitian Pendidikan IPA, 9(3), 1512–1520. https://doi.org/10.29303/jppipa.v9i3.2985
Lestari, S. (2021). Pengembangan orientasi keterampilan abad 21 pada pembelajaran fisika melalui pembelajaran PjBL-STEAM berbantuan Spectra-Plus. Ideguru: Jurnal Karya Ilmiah Guru, 6(3), 272–279. https://doi.org/10.51169/ideguru.v6i3.243
López Pedersen, A., Mononen, R., Aunio, P., Scherer, R., & Melby Lervåg, M. (2023). Improving numeracy skills in first graders with low performance in early numeracy: A randomized controlled trial. Learning Disabilities Research & Practice. https://doi.org/10.1177/07419325221102537
Lou, S. J., Chou, Y. C., Shih, R. C., & Chung, C. C. (2017). A study of creativity in STEM project-based learning. EURASIA Journal of Mathematics, Science and Technology Education, 13(6), 2387–2404. https://doi.org/10.12973/eurasia.2017.01231a
Loughlin, C., & Lindberg-Sand, A. (2022). The use of lectures: Effective pedagogy or seeds scattered on the wind? Higher Education, 85, 283–299. https://doi.org/10.1007/s10734-022-00833-9
Marudut, M. R. H., Bachtiar, I. G., Kadir, & Iasha, V. (2020). Peningkatan kemampuan berpikir kritis dalam pembelajaran IPA melalui pendekatan keterampilan proses. Jurnal Basicedu, 4(3), 577–585. https://doi.org/10.31004/basicedu.v4i3.401
Maryanti, R. D., Kusumaningrum, S. R., & Mardhatillah, M. (2025). Student responses and learning outcomes in STEM learning based on Project Based Learning (PjBL). JP (Jurnal Pendidikan): Teori dan Praktik, 10(2), 211–218. https://doi.org/10.26740/jp.v10n2.p211-218
Monika, P. S., Suharno, S., & Rahmasari, L. (2023). Effectiveness of Science Technology Engineering Mathematics Problem Based Learning (STEM PBL) and Science Technology Engineering Mathematics Project Based Learning (STEM PjBL) to improve critical thinking ability. Jurnal Penelitian Pendidikan IPA, 9(11), 9593–9599. https://doi.org/10.29303/jppipa.v9i11.4910
Mustaqim, M. (2021). Metode penelitian gabungan kuantitatif kualitatif (mixed methods): Suatu pendekatan alternatif. Intelegensia: Jurnal Pendidikan Islam, 4(1), 1–9. https://doi.org/10.34001/intelegensia.v6i1.1351
Narut, Y. F., Wahyu, Y., & Herlinda, S. M. (2022). Implementasi pendekatan STEM dan dampaknya terhadap proses dan hasil belajar IPA bagi siswa SD. Jurnal Literasi Pendidikan, 3(2), 103–110. https://doi.org/10.36928/jlpd.v3i2.1787
Ningsih, M. Y., Efendi, N., & Sartika, S. B. (2021). Pengaruh model project based learning terhadap berpikir kreatif peserta didik dalam pembelajaran IPA. Jurnal Inovasi Pendidikan Sains, 2(2), 42–51. https://doi.org/10.37729/jips.v2i2.1403
Niswara, R., Muhajir, & Untari, M. F. A. (2019). Pengaruh model project based learning terhadap higher order thinking skill. MIMBAR PGSD Undiksha, 7(2), 85–90. https://doi.org/10.23887/jjpgsd.v7i2.17493
Novalia, R., Marini, A., Bintoro, T., & Muawanah, U. (2025). Project-based learning: For higher education students’ learning independence. Social Sciences & Humanities Open, 11, 1–15. https://doi.org/10.1016/j.ssaho.2025.101530
Nova, B., Suwarma, I. R., Winarno, N., & Simanjuntak, M. P. (2024). STEM-PjBL model on development of technology engineering literacy and student learning motivation. Jurnal Pendidikan Fisika Indonesia, 20(2). https://doi.org/10.15294/jpfi.v20i2.5953
Novitasari, R., Febriyanti, & Wulandari, I. A. (2022). Students’ worksheet effectivity ethnomathematics-based with STEM approach to critical thinking ability. Vygotsky: Jurnal Pendidikan Matematika dan Matematika, 4(1), 57–66. https://doi.org/10.30736/voj.v4i1.521
Nouri, V. (2025). Redefining learning outcomes in higher education through centers for teaching and learning. Adult Education Critical Issues, 4(2), 93–106. https://doi.org/10.12681/haea.39856
Nugraha, D. M. D. P. (2022). Hubungan kemampuan literasi sains dengan hasil belajar IPA siswa sekolah dasar. Jurnal Elementary, 5(2), 153–158. https://doi.org/10.31764/elementary.51i2.8874
Nurhayati, B., Jamaluddin, F. J., Daud, F., Saenab, S., Hadis, A., Nurul, I., Hadis, R., & Remiza. (2023). An extraordinary duet: Integration of PjBL and STEM to promote students’ motivation, scientific literacy skills, and learning outcomes. European Journal of Education and Pedagogy, 4(3), 42–47. https://doi.org/10.24018/ejedu.2023.4.3.639
Pertiwi, T. U., Oetomo, D., & Sugiharto, B. (2024). The effectiveness of STEM project-based learning in improving students’ environmental literacy abilities. JPBI (Jurnal Pendidikan Biologi Indonesia), 10(2), 476–485. https://doi.org/10.22219/jpbi.v10i2.33562
Priantari, I., Prafitasari, A. N., Kusumawardhani, D. R., & Susanti, S. (2020). Improving students’ critical thinking through STEAM-PjBL learning. Bioeducation Journal, 4(2), 94–102. https://doi.org/10.24036/bioedu.v4i2.283
Qadafi, M., Hastuti, A., & Jamaluddin. (2022). Pengaruh model pembelajaran Project Based Learning (PjBL) terintegrasi STEM pada mata pelajaran fisika untuk meningkatkan kemampuan berpikir kreatif peserta didik SMA TGH Umar Kelayu tahun ajaran 2021/2022. Jurnal Pengabdian Magister Pendidikan IPA, 5(2), 223–228. https://doi.org/10.29303/jpmpi.v5i2.1604
Rachamatika, T., Sumantri, M. S., Purwanto, A., Wicaksono, J. W., Arif, A., & Iasha, V. (2021). Pengaruh model pembelajaran dan kemandirian belajar terhadap kemampuan berpikir kritis IPA siswa kelas V SDN di Jakarta Timur. Buana Pendidikan, 17(1), 59–69. https://doi.org/10.36456/bp.vol17.no1.a3162
Rezkilaturahmi, H., Retnawati, H., & Setiawan, R. (2025). Empowering students’ skills and motivation through project based learning: A meta-analysis. International Journal of Education, 18(2), 237–246. https://doi.org/10.17509/ije.v18i2.71069
Rodliyah, I. (2021). Pengantar dasar statistika. LPPM UNHASY.
Roslina, R., Liliawati, W., & Hasanah, L. (2024). Integration of project based learning with STEM approach to alternative energy material as effective learning to improve problem solving skills. Journal of Teaching and Learning Physics, 9(2). https://doi.org/10.15575/jotalp.v9i2.26650
Rusli, R., Liliawati, W., & Hasanah, L. (2024). Integration of project based learning with STEM approach to alternative energy material as effective learning to improve problem solving skills. Journal of Teaching and Learning Physics, 9(2), 93–100. https://doi.org/10.15575/jotalp.v9i2.26650
Saputro, V. C. E., Wasis, & Prastowo, T. (2023). The effectiveness of STEM-based guided inquiry learning to train science literacy of physics. Studies in Learning and Teaching, 3(3), 141–148. https://doi.org/10.46627/silet.v3i3.179
Sari, R. M. M., & Sopiany, H. (2023). The effect of STEM-based project-based learning in improving high school students’ visual mathematical ability. SJME (Supremum Journal of Mathematics Education), 7(2), 223–231. https://doi.org/10.35706/sjme.v7i2.8934
Septia, N. S. I. G., Firdaus, F. M., & Budiawan. (2023). The influence of Indonesian realistic mathematics approach to improve concept understanding and critical thinking skills of fourth grade elementary school students. International Journal of Elementary Education, 7(2), 273–281. https://doi.org/10.23887/ijee.v7i2.60530
Septiviana, E., & Abdurrahman. (2024). The effect of Project-Based Learning model and learning motivation on writing anecdotal text skills of grade X students. Studies in Learning and Teaching, 5(1), 187–201. https://doi.org/10.46627/silet.v5i1.293
Siskawati, F. S., Alayubi, S., & Wahyuni, E. S. (2025). Masih relevankah konsep matematika dikolaborasikan dengan aquaponik hingga menjadi mathematic aquaponik. Discovery: Jurnal Ilmu Pengetahuan, 10(1), 36–45. https://doi.org/10.33752/jd.v10i1.8787
Sugiyono. (2013). Metode penelitian pendidikan (pendekatan kuantitatif, kualitatif, dan R&D). Alfabeta.
Surti, G. A., Sudira, P., Mutohhari, F., Suyitno, & Nurtanto, M. (2022). Project-based learning with STEM approach in automotive engineering: A study of increasing students’ 21st century skills. Jurnal Pendidikan dan Pengajaran, 55(2), 299–312. https://doi.org/10.23887/jpp.v55i2.44725
Sutarni, S., & Gatiningsih, R. (2022). Improving mathematical critical thinking ability through realistic mathematics learning in JHS students. Jurnal Riset Pendidikan Matematika, 9(1), 46–56. https://doi.org/10.21831/jrpm.v9i1.48750
Wandani, S., Setyansah, R. K., & Masfingatin, T. (2024). Development of mathematics e-modules based on PjBL STEM on materials constructing flat side spaces to improve mathematical communication ability of junior high school students. Al Ishlah: Jurnal Pendidikan, 15(1), 533–548. https://doi.org/10.35445/alishlah.v15i1.2497
Wang, L. H., Chen, B., Hwang, G. J., Guan, J. Q., & Wang, Y. Q. (2022). Effects of digital game-based STEM education on students’ learning achievement: A meta-analysis. International Journal of STEM Education, 9, Article 26. https://doi.org/10.1186/s40594-022-00344-0
Widodo, B. S., Utaya, S., Sholeh, M., & Nugraheni, L. (2023). The effectiveness of integrating learning management to online project-based learning on students’ metacognitive abilities. Studies in Learning and Teaching, 4(1), 183–194. https://doi.org/10.46627/silet.v4i1.221
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