Implementation of Science Module Based on Microcontroller to Improve Students’ Computational Thinking Skills in Earth Science Course
DOI:
10.29303/jppipa.v11i2.10348Published:
2025-02-28Issue:
Vol. 11 No. 2 (2025): FebruaryKeywords:
Computational thinking, Microcontroller, Science moduleResearch Articles
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Abstract
The aim of this research is to explore the computational thinking skills using Microcontroller under implementation of science module. Computational thinking is not only an investment in computer science, but can be applied across disciplines as a step towards solving higher-order thinking problems. Improving computational thinking skills helps students to adapt to the digital age of the 21st century. To improve these skills, a tool or media is needed, such as a learning module, that can guide students in performing activities in this area. This module contains student activity using microcontrollers as a tool for collecting data. The analysis data include practicality and effectiveness of the science module. The method used was a group pre-post test as learning assessment and use practicality observation sheet, student pretest - posttest and student response questionnaire. The results of this study are the practicality of 92% which is declared very practical, and the effectiveness of 0.78 obtained from the n-gain analysis which means it is quite effective, the p-value of paired sample t-test is less than the threshold of 0.05 which indicates a significant increase in students' computational thinking skills and direct student experience in connecting sensors related to technological applications applied in the world of agriculture and get a positive response with a score of 72% with a good category. From the results of the analysis obtained, it can be concluded that the implementation of the module can improve students' computational thinking skills
References
Akbar, R. B. W., Fadhilah, R., & Hadiarti, D. (2024). Development of Augmented Reality-Based Modules for Chemistry Bonding Materials at Taman Mulia Pontianak High School. Jurnal Penelitian Pendidikan IPA, 10(12), 10109-10115. https://doi.org/10.29303/jppipa.v10i12.8507
Anazifa, R. D., & Djukri, D. (2017). Project-Based Learning and Problem-Based Learning: Are They Effective to Improve Student’s Thinking Skills? Jurnal Pendidikan IPA Indonesia, 6(2), 346. https://doi.org/10.15294/jpii.v6i2.1110
Angeli, C., & Giannakos, M. (2020). Computational Thinking Education: Issues and Challenges. Computers in Human Behavior, 105, 106185. https://doi.org/10.1016/j.chb.2019.106185
Angraini, L. M., Arcat, A., & Sohibun, S. (2022). Pengaruh Bahan Ajar Berbasis Multimedia Interaktif Terhadap Kemampuan Computational Thinking Matematis Mahasiswa. JNPM (Jurnal Nasional Pendidikan Matematika), 6(2), 370-383. https://doi.org/10.33603/jnpm.v6i2.6937
Anistyasari,Y. (2020). Strategi Pembelajaran untuk Meningkatkan Keterampilan Pemrograman dan Berpikir Komputasi. JVTE: Journal of Vocational and Technical Education, 2(8), 37-44. http://dx.doi.org/10.26740/jvte.v2n2.p37-44
Asbell-Clarke, J., Rowe, E., Almeda, V., Edwards, T., Bardar, E., Gasca, S., Baker, R. S., & Scruggs, R. (2021). The Development of Students’ Computational Thinking Practices in Elementary- and Middle-School Classes Using the Learning Game, Zoombinis. Computers in Human Behavior, 115, 1–14. https://doi.org/10.1016/j.chb.2020.106587
Barr, D., Harrison, J., & Conery, L. (2011). Computational Thinking: A Digital Age Skill for Everyone. Learning & Leading with Technology, 38(6), 20-23. https://doi.org/10.5220/0006367001660170
Basu, S., Rutstein, D., Shear, L., & Xu, Y. (2020). A Principled Approach to Designing a Computational Thinking Practices Assessment for Early Grades. Proceedings of the 51st ACM Technical Symposium on Computer Science Education (pp. 912- 918). Association for Computing Machinery. https://doi.org/10.1145/3328778.3366849
Bocconi, S., Chioccariello, A., Kampylis, P., Dagienė, V., Wastiau, P., Engelhardt, K., Earp, J., Horvath, M. A., Jasutė, E., Malagoli, C., Masiulionytė-Dagienė, V., & Stupurienė, G. (2022). Reviewing Computational Thinking in Compulsory Education. Publications Office of the European Union. https://doi.org/10.2760/126955
Caeli, E. N., & Yadav, A. (2020). Unplugged Approaches to Computational Thinking: A Historical Perspective. TechTrends, 64(1), 29–36. https://doi.org/10.1007/s11528-019-00410-5
Cahdriyana, R. A., & Richardo, R. (2020). Berpikir Komputasi dalam Pembelajaran Matematika. Literasi: Jurnal Ilmu Pendidikan, 11(1), 50-56. https://doi.org/10.21927/literasi.2020.11(1).50-56
Cateté, V., Alvarez, L., Isvik, A., Milliken, A., Hill, M., & Barnes, T. (2020). Aligning Theory and Practice in Teacher Professional Development for Computer Science. Proceedings of the 20th Koli Calling International Conference on Computing Education Research, 1–11. Association for Computing Machinery. https://doi.org/10.1145/3428029.3428560
Csizmadia, A., Curzon, P., Dorling, M., Humphreys, S., Ng, T., Selby, C., & Woollard, J. (2015). Computational Thinking a Guide for Teachers. Computing at School, 1-18. Retrieved from http://eprints.soton.ac.uk/id/eprint/424545
Dilber, R., Ibrahim, K., & Bahattin, D. (2009). High School Students' Understanding of Projectile Motion Concepts. Educational Research and Evaluation, 15(3), 203-222. https://doi.org/10.1080/13803610902899101
Fitriani, W., Suwarjo, S., & Wangid, M. N. (2021). Berpikir Kritis dan Komputasi: Analisis Kebutuhan Media Pembelajaran di SekolahDasar. Jurnal Pendidikan Sains Indonesia, 9(2), 234-242. https://doi.org/10.24815/jpsi.v9i2.19040
Fülöp, M. T., Udvaros, J., Gubán, Á., & Sándor, Á. (2022). Development of Computational Thinking Using Microcontrollers Integrated into OOP (Object-Oriented Programming). Sustainability, 14(12), 7218. https://doi.org/10.3390/su14127218
Hake, R. R. (1998). Interactive-Engagement Versus Traditional Methods: A Six-Thousand-Student Survey of Mechanics Test Data for Introductory Physics Courses. American Journal of Physics, 66(1), 64–74. https://doi.org/10.1119/1.18809
Husada, S. P., Taufina, T., & Zikri, A. (2020). Pengembangan Bahan Ajar Pembelajaran Tematik dengan Menggunakan Metode Visual Storytelling di Sekolah Dasar. Jurnal Basicedu, 4(2), 419–425. https://doi.org/10.31004/basicedu.v4i2.373
Kampylis, P., Dagienė, V., Bocconi, S., Chioccariello, A., Engelhardt, K., Stupurienė, G., Masiulionytė-Dagienė, V., Jasutė, E., Malagoli, C., Horvath, M., & Earp, J. (2023). Integrating Computational Thinking into Primary and Lower Secondary Education. Educational Technology & Society, 26(2), 99-117. https://doi.org/10.30191/ETS.202304_26(2).0008
Litia, N., Sinaga, B., & Mulyono, M. (2023). Profil Berpikir Komputasi Siswa dengan Menggunakan Model Pembelajaran Problem Based Learning (PBL) Ditinjau dari Gaya Belajar di SMA N 1 Langsa. Jurnal Cendekia: Jurnal Pendidikan Matematika, 7(2), 1508–1518. https://doi.org/10.31004/cendekia.v7i2.2270
Masruhah, G. D., Rusdianto, R., & Wahyuni, S. (2022). Pengembangan e-LKPD Berbasis Inkuiri Terbimbing untuk Meningkatkan Keterampilan Proses Sains Siswa SMP. SAP (Susunan Artikel Pendidikan), 7(1), 169-177. https://doi.org/10.30998/sap.v7i1.12935
Mensan, T., Osman, K., & Majid, N. A. A. (2020). Development and Validation of Unplugged Activity of Computational Thinking in Science Module to Integrate Computational Thinking in Primary Science Education. Science Education International, 31(2), 142-149. https://doi.org/10.33828/sei.v31.i2.2
Murniati, M. E., Alex, H., & Maryani, M. (2023). Respon Siswa Terhadap Media Pembelajaran Articulate Storyline 3 dengan Pendekatan STEM pada Materi Gerak Parabola. Compton: Jurnal Ilmiah Pendidikan Fisika, 9(2), 152–160. https://doi.org/10.30738/cjipf.v9i2.14440
Mustofa, M., Putra, P. D. A., & Ridlo, Z. R. (2023). Pengembangan Flipbook Modul Berbasis Engineering Design Process (EDP) untuk Meningkatkan Literasi Sains Siswa SMP dalam Pembelajaran IPA. Tarbiyah Wa Ta'lim: Jurnal Penelitian Pendidikan dan Pembelajaran, 10(2), 81-91. https://doi.org/10.21093/twt.v10i2.5841
Nesri, F. D. P., & Kristanto, Y. D. (2020). Pengembangan Modul Ajar Berbantuan Teknologi untuk Mengembangkan Kecakapan Abad 21 Siswa. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 9(3), 480-492. https://doi.org/10.24127/ajpm.v9i3.2925
Nuraini, F., Agustiani, N., & Mulyanti, Y. (2023). Analisis Kemampuan Berpikir Komputasi Ditinjau dari Kemandirian Belajar Siswa Kelas X SMK. Jurnal Cendekia: Jurnal Pendidikan Matematika, 7(3), 3067-3082. https://doi.org/10.31004/cendekia.v7i3.262
Palts, T., & Pedaste, M. (2020). A Model for Developing Computational Thinking Skills. Informatics in Education, 19(1), 113–128. https://doi.org/10.15388/infedu.2020.06
Pradhana, C. (2020). Efek Percepatan Gravitasi pada Gerak Parabola. Jurnal Teknologi Terapan: G-Tech, 2(2), 140–144. https://doi.org/10.33379/gtech.v2i2.334
Qibtiyah, M., & Sukarmin, S. (2022). Development of Augmented Reality-Based Interactive “Element Card” Media on Electron Configuration Submaterial According to Niels Bohr. Prisma Sains: Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram, 10(2), 252-261. https://doi.org/10.33394/j-ps.v10i2.4916
Ramadhani, S. H., & Yahfizham, Y. (2024). Systematic Literature Review: Analisis Pemecahan Masalah Matematika Mahasiswa dan Siswa dengan Berpikir Komputasional. Pendekar: Jurnal Pendidikan Berkarakter, 2(3), 75-81. https://doi.org/10.51903/pendekar.v2i3.730
Ridlo, Z. R., Afafa, L., Bahri, S., & Kamila, I. S. (2021). The Effectiveness of Research-Based Learning Model of Teaching Integrated with Computer Simulation in Astronomy Course in Improving Student Computational Thinking Skills. Journal of Physics: Conference Series, 1839(1), 012027. https://doi.org/10.1088/17426596/1839/1/012027
Sa’adah, U., Faridah, S. N., Ichwan, M., Nurwiani, N., & Tristanti, L. B. (2023). Pengaruh Model Pembelajaran Discovery Learning Menggunakan Pendekatan STEAM (Science, Technology, Enginering, Art, Mathematic) Terhadap Kemampuan Berpikir Komputasi Siswa. Jurnal Math Educator Nusantara: Wahana Publikasi Karya Tulis Ilmiah di Bidang Pendidikan Matematika, 9(1), 62–75. https://doi.org/10.29407/jmen.v9i1.19391
Saad, A. (2020). Students’ Computational Thinking Skill Through Cooperative Learning Based on Hands-on, Inquiry-Based, and Student-Centric Learning Approaches. Universal Journal of Educational Research, 8(1), 290–296. https://doi.org/10.13189/ujer.2020.080135
Selby, C. C. (2014). How Can the Teaching of Programming be Used to Enhance Computational Thinking Skills? (Doctoral Dissertation). University of Southampton Southampton UK. Retrieved from http://eprints.soton.ac.uk/id/eprint/366256
Tabesh, Y. (2017). Computational Thinking: A 21st Century Skill. Olympiads in Informatics, 11(Special Issue), 65–70. https://doi.org/10.15388/ioi.2017.special.10
Tukan, M. B., Komisia, F., Leba, M. A. U., & Amtonis, J. S. (2020). Pengembangan Lembar Kerja Peserta Didik (LKPD) Praktikum Kimia Berbasis Lingkungan pada Materi Laju Reaksi. Jurnal Koulutus, 3(1), 108-119. Retrieved from https://ejournal.kahuripan.ac.id/index.php/koulutus/article/view/324
Wahab, N. A., Talib, O., Razali, F., & Kamarudin, N. (2021). The Big Why of Implementing Computational Thinking in STEM Education: A Systematic Literature Review. Malaysian Journal of Social Sciences and Humanities (MJSSH), 6(3), 272-289. https://doi.org/10.47405/mjssh.v6i3.706
Waterman, K. P., Goldsmith, L., & Pasquale, M. (2020). Integrating Computational Thinking into Elementary Science Curriculum: An Examination of Activities that Support Students’ Computational Thinking in the Service of Disciplinary Learning. Journal of Science Education and Technology, 29(1), 53-64. https://doi.org/10.1007/s10956-019-09801-y
Wing, J. (2006). Computational Thinking. Communications of the ACM, 49(3), 33-35. https://doi.org/10.1145/1118178.1118215
Yadav, A., Stephenson, C., & Hong, H. (2017). Computational Thinking for Teacher Education. Communications of the ACM, 60(4), 55–62. https://doi.org/10.1145/2994591
Yayuk, E. (2019). Pengembangan Bahan Ajar Pembelajaran Matematika untuk Mahasiswa PGSD Semester 6. Scholaria: Jurnal Pendidikan dan Kebudayaan, 9(2), 172-182. https://doi.org/10.24246/j.js.2019.v9.i2.p172-182
Zulfaniar, Z., Arsyad, M., & Palloan, P. (2024). Development of Physics Teaching Materials Based on SETS (Science, Environment, Technology, and Society) to Improve Student Creativity. Jurnal Penelitian Pendidikan IPA, 10(12), 10102–10108. https://doi.org/10.29303/jppipa.v10i12.8774
Author Biographies
Mustofa, Universitas Jember
Joko Waluyo, University of Jember
Yushardi, University of Jember
Zainur Rasyid Ridlo, University of Jember
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