Development of STEM–based Arduino MQ-2 worksheet to improve students’ critical thinking
Journal of Educational and Learning Studies August 26, 2026 Volume 9, Number 1 6 authors
Abstract
This study aimed to develop and evaluate the validity, practicality, and effectiveness of a STEM-based Student Worksheet integrating Arduino MQ-2 to enhance students’ critical thinking skills in investigating air pollution. This Research and Development study employed the Four-D model with 38 Biology Education students selected through purposive sampling. Data were collected using validation sheets, response questionnaires, implementation observations, and pretest-posttest instruments covering six critical thinking indicators. Descriptive analysis and N-Gain were used to evaluate the worksheet. Results showed a validity score of 93.50% (very valid), 100% implementation across STEM components, and student responses ranging from 94.73% to 100% (very practical). The mean score increased from 70.16 on the pretest to 95.76 on the posttest, with an N-Gain of 0.85 (high). Therefore, the developed worksheet is valid, practical, and effective in enhancing students’ critical thinking skills.
Amaditha, Fitri, F. F., Syauqiyah, S. G., Ekanara, & Bambang. (2024). Students’ Communication Skills and Scientific Literacy Ability in Biology through Guided Inquiry Learning. International Journal of Biology Education Towards Sustainable Development, 4(1), 21–31. https://doi.org/10.53889/ijbetsd.v4i1.435
Amrianto, Rohman, F., Dharmawan, A., & Sari, M. S. (2024). Development of a 4C skills evaluation instrument for biology: A validity and reliability study on Indonesian high school students learning. International Journal of Innovative Research and Scientific Studies, 7(2), 701–717. https://doi.org/10.53894/ijirss.v7i2.2873
Annisa, D. P., Kaniawati, I., & Eliyawati, E. (2024). STEM ESD-Based Learning with " Arduino Uno-Based Trash Can " to Improve Students ’ Critical Thinking Skills and Sustainable Awareness in Learning Environmental Pollution. Jurnal Penelitian Dan Pembelajaran IPA, 10(1), 115–145. https://doi.org/10.30870/jppi.v10i1.24008
Arjunaidi, A. J., & Azid, N. (2022). The Implementation of an Inductive Model on Science Students’ Critical Thinking Skills during Online Learning. International Journal of Information and Education Technology, 12(9), 858–865. https://doi.org/10.18178/ijiet.2022.12.9.1694
Bahtiar, Ernita, N., Mustofa, H. A., & Faresta, R. A. (2024). Online Self-Regulated Learning Assisted by Virtual Labs to Train STEM Student ’ s Critical Thinking Skills. International Journal of Essential Competencies in Education, 3(1), 28–46. https://journal-center.litpam.com/index.php/ijece/index
Dat, N. D., Bien, N. Van, Khuyen, N. T. T., Ha, N. T. V., An, H. T. T., & Anh, N. T. P. (2024). Arduino-Based Experiments: Leveraging Engineering Design and Scientific Inquiry in STEM Lessons. International Journal of STEM Education for Sustainability, 4(1), 38–53. https://doi.org/10.53889/ijses.v4i1.317
Dika, R. W., Yusri, M. A. K., Novrianti, N., & Masnur, A. (2025). Pengembangan Media Video Animasi Motion Graphic pada Materi Sistem Komputer Kelas X SMA/Sederajat. Afeksi: Jurnal Penelitian Dan Evaluasi Pendidikan, 6(5), 1165–1175. https://doi.org/10.59698/afeksi.v6i5.606
Facione. (2015). Permission to Reprint for Non-Commercial Uses Critical Thinking: What It Is and Why It Counts. Insight Assessment, 5(1), 1–30. https://doi.org/https://www.researchgate.net/publication/251303244_Critical_Thinking_What_It_Is_and_Why_It_Counts
Gusman, T. A., Listanty, R. V, & Azizah, D. (2023). The Influence of Science, Technology, Engineering, and Mathematics (STEM) Learning Models to Improve Students’ Critical Thinking Skills. Journal of Educational Chemistry (JEC), 5(2), 69–76.
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
Hikmah, S. I., Tukiran, & Nasrudin, H. (2023). Validity of Student Worksheets Based on Model Argument Driven Inquiry Integrated by STEM to Train Students’ Argumentation Ability and Self-Efficacy in Chemical Equilibrium Material. IJORER : International Journal of Recent Educational Research, 4(4), 416–433. https://doi.org/10.46245/ijorer.v4i4.300
Khalil, R. Y., Tairab, H., Qablan, A., Alarabi, K., & Mansour, Y. (2023). STEM-Based Curriculum and Creative Thinking in High School Students. Education Sciences, 13(12). https://doi.org/10.3390/educsci13121195
Khotimah, R. P., Adnan, M., Ahmad, C. N. C., & Murtiyasa, B. (2023). The effectiveness of the STEMDISLEARN module in improving students ’ critical thinking skills in the differential equations course The effectiveness of the STEMDISLEARN module in improving students ’ critical thinking skills in the differential equations . Cogent Education, 10(2). https://doi.org/10.1080/2331186X.2023.2220233
Lubna, Suhirman, & Prayogi, S. (2023). Evaluation of STEM students’ critical thinking in terms of cognitive style through problem-based distance learning. Journal of Education and E-Learning Research, 10(3), 557–568. https://doi.org/10.20448/jeelr.v10i3.4972
Mahmudi, I., Susantini, E., & Yakub, P. (2020). The Development of Student Worksheet Integrated by Stem Approach in Plant Growth and Development Material to Train Bio-Entrepreneurship Skills. Berkala Ilmiah Pendidikan Biologi (BioEdu), 10(1), 150–157. https://doi.org/10.26740/bioedu.v10n1.p150-157
Nugraha, M. G., Kidman, G., & Tan, H. (2024). Interdisciplinary STEM education foundational concepts: Implementation for knowledge creation. Eurasia Journal of Mathematics, Science and Technology Education, 20(10). https://doi.org/10.29333/ejmste/15471
Nurhidayah, N., Syahri, M., & Agus Tinus. (2025). Effectiveness of Digital Learning Media on Students’ Achievement in Science Education: A Quasi-Experimental Study in Islamic Junior Secondary School. Jurnal Pendidikan Fisika, 13(3), 400–415. https://doi.org/10.26618/654nz478
OECD. (2023). PISA 2022 Results,Factsheets,. Factsheets, I, 29.
Oh, S. (2025a). Arduino-based fine particulate matter STEM program: enhancing problem-solving and collaboration in a post-pandemic blended high school setting. Frontiers in Psychology, 16(April). https://doi.org/10.3389/fpsyg.2025.1524777
Oh, S. (2025b). Arduino-based fine particulate matter STEM program: enhancing problem-solving and collaboration in a post-pandemic blended high school setting. Frontiers in Psychology, 16(April). https://doi.org/10.3389/fpsyg.2025.1524777
Pereles, A., Ortega-Ruipérez, B., & Lázaro, M. (2024). The Power of Metacognitive Strategies to Enhance Critical Thinking in Online Learning. Journal of Technology and Science Education, 14(3), 831–843. https://doi.org/https://doi.org/10.3926/jotse.2721
Pertiwi, N. P. (2024). Enhancing Critical Thinking Skills Through Stem Problem-Based Contextual Learning : an Integrated E-Module Education Website With Virtual Experiments. Journal of Baltic Science Education, 23(4), 739–766. https://doi.org/https://doi.org/10.33225/jbse/24.23.739
Sarıgöz, O. (2023). Teaching the 21st Century Learning Skills with the Critical Thinking Technique Based on the Argumentation Method. Educational Policy Analysis and Strategic Research, 18(1), 196–218. https://doi.org/10.29329/epasr.2023.525.9
Slamet, F. A. (2022). Model Penelitian Pengembangan (R&D). Institut Agama Islam Sunan Kalijogo Malang.
Sugiyono, S. (2022). Metode penelitian kuantitatif, kualitatif, dan R&D (Edisi 2). Penerbit Alfabeta.
Suryawati, E., Syafrinal, Rahmi, F. O., Alimin, M., & Wahono, B. (2024). First-year undergraduate biology education students’ critical thinking and self-regulation: Implementation of a metacognitive-based e-learning module. Journal of Turkish Science Education, 21(4), 688–704. https://doi.org/10.36681/tused.2024.037
Widiarti, A., Ibrahim, M., & Yuliani, Y. (2022). Development STEM-Based Biotechnology Learning Tools to Practice Critical Thinking. IJORER : International Journal of Recent Educational Research, 3(4), 489–499. https://doi.org/10.46245/ijorer.v3i4.232
Yusuf, I., & Widyaningsih, S. W. (2022). Higher Order Thinking Skills Oriented Student Worksheet of E-learning Model in Electric Circuit Topic. TEM Journal, 11(2), 564–573. https://doi.org/10.18421/TEM112-10
Citation generator
Cite this article
Diah Ayu Anjeli; Rinie Pratiwi Puspitawati; Pramita Yakub; Arini Zahrotun Nasicha; Sabarina Md Yunus; Indra Tejamukti (2026). Development of STEM–based Arduino MQ-2 worksheet to improve students’ critical thinking. Journal of Educational and Learning Studies, 9(1), 785-797. https://doi.org/10.32698/03382
Diah Ayu Anjeli; Rinie Pratiwi Puspitawati; Pramita Yakub; Arini Zahrotun Nasicha; Sabarina Md Yunus; Indra Tejamukti. "Development of STEM–based Arduino MQ-2 worksheet to improve students’ critical thinking." Journal of Educational and Learning Studies 9, no. 1 (2026): 785-797. https://doi.org/10.32698/03382
Diah Ayu Anjeli; Rinie Pratiwi Puspitawati; Pramita Yakub; Arini Zahrotun Nasicha; Sabarina Md Yunus; Indra Tejamukti (2026) 'Development of STEM–based Arduino MQ-2 worksheet to improve students’ critical thinking', Journal of Educational and Learning Studies, 9(1), pp. 785-797. https://doi.org/10.32698/03382
Diah Ayu Anjeli; Rinie Pratiwi Puspitawati; Pramita Yakub; Arini Zahrotun Nasicha; Sabarina Md Yunus; Indra Tejamukti. "Development of STEM–based Arduino MQ-2 worksheet to improve students’ critical thinking." Journal of Educational and Learning Studies, vol. 9, no. 1, 2026, pp. 785-797. https://doi.org/10.32698/03382