STEM education: Impact on mathematics learning outcomes

Authors

  • Ardi Dwi Susandi Universitas Terbuka
  • Santi Widyawati Universitas Nahdatul Ulama Metro Lampung

DOI:

https://doi.org/10.64268/inspire.v1i1.11

Keywords:

STEM education, Mathematics, Learning outcome

Abstract

Background: The integration of STEM education in mathematics learning aims to enhance students' understanding and application of mathematical concepts in real-world contexts. However, its effectiveness in improving mathematics learning outcomes requires further empirical investigation.
Aim: This study examines the impact of STEM education on students' mathematics learning outcomes by comparing STEM-integrated instruction with conventional teaching methods.
Method: A quasi-experimental design was employed, involving 52 students divided into an experimental group (STEM-based learning) and a control group (traditional learning). Pre-test and post-test assessments were conducted, and the data were analyzed using statistical tests.
Results: The results showed that students in the experimental group had a significantly higher improvement in mathematics learning outcomes compared to the control group. The post-test scores increased by an average of 6.1 in the experimental group, while the control group showed an improvement of only 1.8, t (50) = 4.53, p < 0.05).
Conclusion: The findings indicate that STEM education positively influences mathematics learning outcomes by enhancing students’ engagement, problem-solving skills, and conceptual understanding. This study highlights the importance of incorporating STEM-based approaches in mathematics education to optimize student learning outcomes.

References

Andaru, A., Abdul Muiz Lidinillah, D., & Rijal Wahid Muharram, M. (2022). Pengembangan Soal Tes Computational Thinking Pada Materi Pecahan Di Sekolah Dasar Menggunakan Rasch Model. Journal of Elementary Education, 5(6), 1076–1089. https://doi.org/10.22460/collase.v5i6.12280

Anwar, H. (2017). Hasil belajar barisan dan deret aritmatika melalui pembelajaran skrip kooperatif. Jurnal Penelitian Tindakan Dan Pendidikan, 3(2). https://rumahjurnal.net/ptp/article/download/106/68

Bayaga, A. (2024). Enhancing M Enhancing mathematics problem-solving skills in AI-driven environment: Integrated SEM-neural network approach. Computers in Human Behavior Reports, 16, 100491. https://doi.org/10.1016/j.chbr.2024.100491

Birofik, A. A., Linillah, D. A. M., & Nuryadin, A. (2023). Pengembangan Bahan Ajar Bebras Pada Materi Bangun Datar Fase C Model Unplugged. Pendas: Jurnal Ilmiah Pendidikan Dasar, 08(September), 1265–1279. https://doi.org/10.23969/jp.v8i2.9518

Dolgopolovas, V., & Dagiene, V. (2024). Competency‐based TPACK approaches to computational thinking and integrated STEM: A conceptual exploration. Computer Applications in Engineering Education, 32(6), e22788. https://doi.org/10.1002/cae.22788

Fitrisyah, Muhammad Aidil, H., & Mulyono, B. (2024). Analisis Kemampuan Computational Thinking Peserta Didik Materi Persamaan Eksponensial Melalui Video Pembelajaran Analysis of Computational Thinking Skills of Students on Exponential Equation Materials through Learning Videos. JPMI - Jurnal Pendidikan Matematika Indonesia, Volum 9(Nomor 2), 215–225. https://dx.doi.org/10.26737/jpmi.v9i2.5948

Hapizah, H., Mulyono, B., Aisyah, N., Pratiwi, D. W., Sukma, Y., & Ramadhan, M. H. (2024). Pendampingan Pengmbangan LKPD Berbasisi Computational Thinking Untuk Pembelajaran Berdiferensiasi bagi Guru-Guru MGMP SMA Kabupaten Musi Banyuasin. Journal of Sriwijaya Comunity Services on Education (JSCSE), 3(1), 37–46. https://doi.org/10.36706/jscse.v3i1.1225

Hauda, N., Mulyono, B., & Hapizah. (2024). Kemampuan Computational Thinking Materi Fungsi Eksponensial Menggunakan Problem Based Learning. Jurnal Derivat: Jurnal Matematika Dan Pendidikan Matematika, 11(1), 44–53. https://doi.org/10.31316/jderivat.v11i1.6129

Istiqomah, A., & Suparman. (2020). Design Of E-Student Worksheet For Linier Equation Based On Discovery Learning To Improve Creative Thinking. https://www.semanticscholar.org/paper/Design-Of-E-Student-Worksheet-For-Linier-Equation-Istiqomah-Suparman/cfb28d78870b6aec6298909d2a5a741cfd55c553

Jannah, L. C. (2023). Profil Kemampuan Computational Thinking Peserta Didik Kelas X TKJ SMKN 5 Jember Dalam Memecahkan Masalah Barisan dan Deret Aritmatika Berbasis STEM … (Issue April 2023).

Kholil, M., & Safianti, O. (2019). Efektivitas Pembelajaran Penemuan Terbimbing Terhadap Hasil Belajar Matematika Siswa Materi Barisan dan Deret. Laplace : Jurnal Pendidikan Matematika, 2(2), 89–98. https://doi.org/10.31537/laplace.v2i2.246

Luo, F., Israel, M., & Gane, B. (2022). Elementary Computational Thinking Instruction and Assessment: A Learning Trajectory Perspective. ACM Trans. Comput. Educ., 22(2), 19:1-19:26. https://doi.org/10.1145/3494579

Maharani, A. (2020). Computational Thinking dalam Pembelajaran Matematika Menghadapi Era Society 5.0. Euclid, 7(2), 86. https://doi.org/10.33603/e.v7i2.3364

Maharani, S., Romandoni, H. R., Majid, Ismail, S., Oroh, F. A., & Kholid, M. N. (2024). Ethnomathematics and computational thinking in mathematics learning: Bibliometric review. AIP Conference Proceedings, 3148(1), 040047. https://doi.org/10.1063/5.0242373

Malik, S., Prabawa, H. W., & Rusnayati, H. (2019). Peningkatan Kemampuan Berpikir Komputasi Siswa melalui Multimedia Interaktif Berbasis Model Quantum Teaching and Learning. International Journal of Computer Science Education in Schools, 8(November), 41. https://doi.org/10.13140/RG.2.2.34438.83526

Martín-Núñez, J. L., Ar, A. Y., Fernández, R. P., Abbas, A., & Radovanović, D. (2023). Does intrinsic motivation mediate perceived artificial intelligence (AI) learning and computational thinking of students during the COVID-19 pandemic? Computers and Education: Artificial Intelligence, 4(June 2022). https://doi.org/10.1016/j.caeai.2023.100128

Melia, A. S. (2024). Pengembangan Lembar Kerja Peserta Didik Elektronik (E-LKPD) Terintegrasi Computational Thinking Pada Materi Larutan Elektrolit Dan Nonelektrolit. In Paper Knowledge. Toward a Media History of Documents.

Mohamed, Z., Ubaidullah, N. H., Junus, N. W. M., Angamuthu, K. D., & Ahmad, A. (2024). Modelling computational thinking with game-based learning among primary school students’. International Journal of Evaluation and Research in Education (IJERE), 13(6), Article 6. https://doi.org/10.11591/ijere.v13i6.28395

Montuori, C., Gambarota, F., Altoé, G., & Arfé, B. (2024). The cognitive effects of computational thinking: A systematic review and meta-analytic study. Computers and Education, 210(November 2023). https://doi.org/10.1016/j.compedu.2023.104961

Nenggala, M. P., Razi, P., Hidayati, & Sari, S. Y. (2024). Electronic Student Worksheet for Solving Problems in Physics Material Based on Problem-Based Learning. International Journal of Information and Education Technology, 14(7), 945–954. https://doi.org/10.18178/ijiet.2024.14.7.2121

Ng, O.-L., Leung, A., & Ye, H. (2023). Exploring computational thinking as a boundary object between mathematics and computer programming for STEM teaching and learning. ZDM – Mathematics Education, 55(7), 1315–1329. https://doi.org/10.1007/s11858-023-01509-z

Noviyanti, N., Yuniarti, Y., & Lestari, T. (2023). Pengaruh Pembelajaran Berdiferensiasi Terhadap Kemampuan Computational Thinking Siswa Sekolah Dasar. Prima Magistra: Jurnal Ilmiah Kependidikan, 4(3), 283–293. https://doi.org/10.37478/jpm.v4i3.2806

Nurhandayani, E. F., Mulyono, D., & Yanto, Y. (2022). Pengembangan E-Modul Matematika Materi Barisan dan Deret dengan Pendekatan Problem Based Learning (PBL) Kelas XI SMA. Jurnal Pendidikan Matematika: Judika Education, 5(2), 126–137.

Nurlaelah, E., Pebrianti, A., Taqiyuddin, M., Dahlan, J. A., & Usdiyana, D. (2025). Improving mathematical proof based on computational thinking components for prospective teachers in abstract algebra courses. Infinity Journal, 14(1), 85–108. https://doi.org/10.22460/infinity.v14i1.p85-108

Oyelere, A. S., Agbo, F. J., & Oyelere, S. S. (2023). Formative evaluation of immersive virtual reality expedition mini-games to facilitate computational thinking. Computers & Education: X Reality, 2(March), 100016. https://doi.org/10.1016/j.cexr.2023.100016

Purwasih, R., Turmudi, & Dahlan, J. A. (2024). How do you solve number pattern problems through mathematical semiotics analysis and computational thinking? Journal on Mathematics Education, 15(2), 403–430. https://doi.org/10.22342/jme.v15i2.pp403-430

Rahayu, K. N. S. (2021). Sinergi pendidikan menyongsong masa depan indonesia di era society 5.0. Edukasi: Jurnal Pendidikan Dasar, 2(1), 87–100. https://doi.org/10.55115/edukasi.v2i1.1395

Ratna, M. T., Mei, A., & Meke, K. D. P. (2023). Analisis Kesalahan Siswa Dalam Menyelesaikan Soal Kontekstual Materi Barisan Aritmetika Ditinjau Dari Kemampuan Matematis. JUPIKA: JURNAL PENDIDIKAN MATEMATIKA, 6(1), 75–85. https://doi.org/10.37478/jupika.v6i1.2036

Richardo, R., Dwiningrum, S. I. A., Murti, R. C., Wijaya, A., Adawiya, R., Ihwani, I. L., Ardiyaningrum, M., & Aryani, A. E. (2025). Computational thinking skills profile in solving mathematical problems based on computational thinking attitude. Journal of Education and Learning (EduLearn), 19(2), Article 2. https://doi.org/10.11591/edulearn.v19i2.21643

Ridwan, R., Zulkardi, Z., & Darmawijoyo, D. (2016a). Pengembangan Perangkat Pembelajaran Aritmetika Sosial Berbasis Problem Based Learning di Kelas VII SMP. Jurnal Elemen, 2(2), 92–115. https://doi.org/10.29408/jel.v2i2.180

Ridwan, R., Zulkardi, Z., & Darmawijoyo, D. (2016b). Pengembangan perangkat pembelajaran aritmetika sosial berbasis problem based learning di kelas VII SMP. Jurnal Elemen, 2(2), 92–115.

Sa’diyyah, F. N., Mania, S., & Suharti. (2021). Pengembangan instrumen tes untuk mengukur kemampuan berpikir komputasi siswa. Jurnal Pembelajaran Matematika Inovatif, 4(1), 17–26. https://doi.org/10.22460/jpmi.v4i1.17-26

Saig, R., & Hershkovitz, A. (2024). Expanding digital literacies beyond the digital: Infusing computational thinking into unplugged pedagogical tools - Two case studies from mathematics education. International Journal of Child-Computer Interaction, 42, 100703. https://doi.org/10.1016/j.ijcci.2024.100703

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, M. S., & Hapizah, H. (2019). PENGEMBANGAN BAHAN AJAR BARISAN DAN DERET ARITMETIKA BERBASIS ANDROID UNTUK PEMBELAJARAN BERBASIS MASALAH [Undergraduate, Sriwijaya University]. https://repository.unsri.ac.id/23878/

Satrio, W. A. (2020). Pengaruh Model Pembelajaran Kadir (Koneksi,Aplikasi, Diskursus, Improvisasi, Dan Refleksi) Terhadap Kemampuan Berpikir Komputasional Matematis Siswa.

Soffa, F. M., Yuginanda, A. S., Saniyati, S. L., Tobia, M. I., & Pratama, H. Y. (2023a). Implementasi Pembelajaran Bermuatan Computational Thinking Pada Materi “Kegunaan Uang” Kelas III Sekolah Dasar. Jurnal Penelitian, Pendidikan Dan Pengajaran: JPPP, 4(1), 75–84. https://doi.org/10.30596/jppp.v4i1.14697

Soffa, F. M., Yuginanda, A. S., Saniyati, S. L., Tobia, M. I., & Pratama, H. Y. (2023b). Implementasi Pembelajaran Bermuatan Computational Thinking Pada Materi “Kegunaan Uang” Kelas III Sekolah Dasar. Jurnal Penelitian, Pendidikan dan Pengajaran: JPPP, 4(1), Article 1. https://doi.org/10.30596/jppp.v4i1.14697

Sugiyono. (2017). Metodologi Penelitian Kuantitatif, Kualitatif dan R & D. Alfabeta.

Zahara, M., Abdurrahman, A., Herlina, K., Widyanti, R., & Agustiana, L. (2021). Teachers’ perceptions of 3D technology-integrated student worksheet on magnetic field material: A preliminary research on augmented reality in STEM learning. Journal of Physics: Conference Series, 1796(1), 012083. https://doi.org/10.1088/1742-6596/1796/1/012083

Zahid, M. Z. (2020). Telaah Kerangka Kerja PISA 2021: Era Integrasi Computational Thinking dalam Bidang Matematika. Prosiding Seminar Nasional Matematika, 3(2020), 706–713.

Zulfa, F. N., & Andriyani, A. (2023). Computational Thinking in Solving Arithmetic Sequences Problems for Slow Learners: Single Subject Research. Jurnal Pendidikan Matematika (Kudus), 6(1), Article 1. https://doi.org/10.21043/jpmk.v6i1.20406

Zuwandi, M. I., Prayitno, S., Hikmah, N., & Amrullah. (2022). Pengembangan Media Pembelajaran Matematika pada Materi Barisan dan Deret Aritmatika Menggunakan Articulate Storyline 3 Berbasis Website untuk Meningkatkan Minat dan Kemandirian Belajar Siswa. Journal of Classroom Action Research, 5(4).

Zuwandi, M. I., Prayitno, S., Hikmah, N., & Amrullah. (2023). Pengembangan Media Pembelajaran Matematika pada Materi Barisan dan Deret Aritmatika Menggunakan Articulate Storyline 3 Berbasis Website untuk Meningkatkan Minat dan Kemandirian Belajar Siswa Kelas X SMK Negeri 5 Mataram. Journal of Classroom Action Research, 5(4), Article 4. https://doi.org/10.29303/jcar.v5i4.5585

Downloads

Published

2025-05-13