Interactive mobile learning to improve computational thinking and achievement in digital systems courses
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The digital era has fundamentally transformed classroom instructional approaches, shifting the focus from completing subject matter to meaningful student engagement and active knowledge construction. Grounded in constructivist learning theory and principles of computational thinking, this study aims to examine the effectiveness of interactive mobile learning as a technology-enhanced instructional innovation in digital systems education. The innovation integrates multimedia, interactivity, and problem-based activities to support students’ analytical and algorithmic reasoning. A quasi-experimental method was employed, involving 112 students enrolled in a digital systems course, with a nonequivalent control group pretest–posttest design. Data were analysed through multivariate analysis of covariance, independent T-tests, and N-gain analysis to evaluate learning effectiveness. The results revealed significant effects, both partial and simultaneous, with the experimental group consistently outperforming the control group. T-test findings indicated statistically significant differences between students using interactive mobile learning and those receiving conventional instruction. Furthermore, N-gain analysis showed improvements of 0.65 in computational thinking skills and 0.70 in learning achievement, categorised as medium to high gains. These findings confirm that interactive mobile learning effectively enhances learning outcomes. Therefore, it is recommended that educators integrate interactive mobile learning into digital systems instruction to foster students’ computational thinking and academic achievement.
Angraini, L. M., Susilawati, A., Noto, M. S., Wahyuni, R., & Andrian, D. (2024). Augmented reality for cultivating computational thinking skills in mathematics was completed with a literature review, bibliometrics, and experiments for students. Indonesian Journal of Science & Technology, 9(1), 225–260. https://doi.org/10.17509/ijost.v9i1.67258
Anwar, M., Hendriyani, Y., Zulwisli, Hidayat, H., & Sabrina, E. (2024). Analyzing the impact of augmented reality on trait thinking for electronics science learning in engineering education. International Journal of Information and Education Technology, 14(11), 1624–1637. https://doi.org/10.18178/ijiet.2024.14.11.2193
Ardiansyah, R., Atmojo, I. R. W., & Widianto, J. T. (2024). Literature review: Computational thinking dalam pembelajaran IPAS Sekolah Dasar. Jurnal Pendidikan Dasar, 12(1), 77-83. https://doi.org/10.20961/jpd.v12i1.92929
Ariza, J. (2023). Bringing active learning, experimentation, and student-created videos in engineering: A study about teaching electronics and physical computing integrating online and mobile learning. Computer Applications in Engineering Education, 31(6), 1723–1749. https://doi.org/10.1002/cae.22673
Behar, P. A., Grande, T. P. F., Sonego, A. H. S., & Loss, S. P. (2020). M-Learning: Focus on digital fluency. International Journal of Advanced Corporate Learning (IJAC), 13(2), 5-17. https://doi.org/10.3991/ijac.v13i2.17195
Budyastuti, Y., & Fauziati, E. (2021). Penerapan teori konstruktivisme pada pembelajaran daring interaktif. Jurnal Papeda: Jurnal Publikasi Pendidikan Dasar, 3(2), 112–119. https://doi.org/10.36232/jurnalpendidikandasar.v3i2.1126
Bunyakul, N. (2022). Effects of a mobile game on students’ learning achievements and motivations in a clinical chemistry course: Learning style differences. International Journal of Mobile Learning and Organisation, 16(2), 221–244. https://doi.org/10.1504/IJMLO.2022.121886
Connolly, C., Hijón-Neira, R., & Grádaigh, S. (2021). Mobile learning to support computational thinking in initial teacher education: A case study. International Journal of Mobile and Blended Learning, 13(1), 49–62. https://doi.org/10.4018/IJMBL.2021010104
Criollo-C, S., Guerrero-Arias, A., Guaña-Moya, J., Samala, A. D., & Luján-Mora, S. (2024). Towards sustainable education with the use of mobile augmented reality in early childhood and primary education: A systematic mapping. Sustainability (Switzerland), 16, 1-14. https://doi.org/10.3390/su16031192
Ekayana, A. A. G., Parwati, N. N., Agustini, K., & Ratnaya, I. G. (2024). Analyzing the impact of project-based learning STEAM flipped classroom on computer architecture and organization courses in higher education. International Journal on Informatics Visualization, 8(3), 1436–1444. https://doi.org/10.62527/joiv.8.3.2540
Ekayana, A. A. G., Parwati, N. N., Agustini, K., & Ratnaya, I. G. (2025). Project based learning framework with steam methodology assessed based on self-efficacy: Does it affect creative thinking skills and learning achievement in studying fundamental computers?. Journal of Technology and Science Education, 15(1), 107–128. https://doi.org/10.3926/JOTSE.2751
Fernández, E. A., & Roa Martín, N. C. (2022). Educational policy framework to promote computational thinking towards STEAM in public schools in Boyacá-colombia. Proceedings of the LACCEI International Multi-Conference for Engineering, Education and Technology, 2022-July, 1-6. https://laccei.org/LACCEI2022-BocaRaton/work_in_progress/WP367.pdf
Jevanda, B.S, K., Nurmansyah, W., & Andiyanto, G. F. (2024). Media pembelajaran gerbang logika pada mata kuliah sistem digital di Universitas Katolik Musi Charitas. Majalah Ilmiah Teknologi Elektro, 23(1), 141-151. https://doi.org/10.24843/mite.2024.v23i01.p15
Juera, L. C. (2024). Digitalizing skills development using simulation-based mobile (SiM) learning application. Journal of Computers in Education, 11(1), 29–50. https://doi.org/10.1007/s40692-022-00246-8
Komalawardhana, N. (2021). A mobile game-based learning system with personalised conceptual level and mastery learning approach to promoting students’ learning perceptions and achievements. International Journal of Mobile Learning and Organisation, 15(1), 29–49. https://doi.org/10.1504/IJMLO.2021.111596
Ma, H., & Li, J. (2021). An innovative method for digital media education based on mobile internet technology. International Journal of Emerging Technologies in Learning, 16(13), 68–81. https://doi.org/10.3991/ijet.v16i13.24037
Masgumelar, N. K., & Mustafa, P. S. (2021). Teori belajar konstruktivisme dan implikasinya dalam pendidikan dan pembelajaran. GHAITSA : Islamic Education Journal, 2(1), 49–57. https://doi.org/10.62159/ghaitsa.v2i1.188
Masruroh, H., Sahrina, A., Khalidy, D. A., & Trihatmoko, E. (2024). Generating mobile virtual tour using UAV and 360 degree panorama for geography-environmental learning in higher education. International Journal of Interactive Mobile Technologies, 18(2), 118–133. https://doi.org/10.3991/ijim.v18i02.45961
Muskhir, M., Luthfi, A., Effendi, H., Jalinus, N., Samala, A. D., & Slavov, V. (2025). Can mobile-based augmented reality improve learning in electrical circuit education?. International Journal of Information and Education Technology, 15(3), 595–604. https://doi.org/10.18178/ijiet.2025.15.3.2268
Perez-Poch, A., Alcober, J., Alier, M., Prat, J. D., Llorens, A., & López, D. (2021). Analysis of the evolution of a steam lecturer-training program based on competencies in an hybrid context. Proceedings of the SEFI 49th Annual Conference: Blended Learning in Engineering Education: Challenging, Enlightening-and Lasting?, 411–419.
https://upcommons.upc.edu/entities/publication/606f1238-4a2f-4029-b54d-4543ace95448
Pramashela, A. D., Suwono, H., Sulisetijono, S., & Wulanningsih, U. A. (2023). The influence of project-based learning integrated STEAM on the creative thinking skills. Bioedukasi, 21(2), 138-143. https://doi.org/10.19184/bioedu.v21i2.39737
Pratama, Muh. P., Ruruk, S., & Karuru, P. (2023). Validity of interactive learning media in computer basics course. Jurnal Inovasi Teknologi Pendidikan, 10(4), 353–362. https://doi.org/10.21831/jitp.v10i4.60376
Pratiwi, N. W. E., & Santyasa, I. W. (2021). Project-based with flipped learning: A challenge to enhance students’ achievement on chemistry.
Proceedings of the 5th Asian Education Symposium 2020 (AES 2020), 186–190. https://doi.org/10.2991/assehr.k.210715.040
Rahman, A., Syamsuardi, & Basri, S. (2025). Bridging the gap: Student perceptions of blended learning’s promise and reality in higher education. Jurnal Inovasi Teknologi Pendidikan, 12(2), 166–178. https://doi.org/10.21831/jitp.v12i2.86101
Sari, M. R. P., & Dantes, N. (2024). Increasing Fifth grade students’ learning motivation through learning modules containing augmented reality. Jurnal Edutech Undiksha, 11(2), 307–316. https://doi.org/10.23887/jeu.v11i2.59826
Sazen, N. (2020). Richemont, the right choice: Case study for effective creation of mobile learning. International journal of advanced corporate learning (IJAC), 13(3), 35-42. https://doi.org/10.3991/ijac.v13i3.17063
Subiki, S., Elika, E. T. P., & Anggraeni, F. K. A. (2023). Effect of the project-based learning model with the STEAM approach on learning outcomes of high school students the subject of material elasticity. Jurnal Penelitian Pendidikan IPA, 9(2), 745–751. https://doi.org/10.29303/jppipa.v9i2.2926
Sudiarti, D., Ashilah, N. M., & Nurjanah, U. (2023). Implementation of flipped learning with flipbook media assistance on learning outcomes and critical thinking abilities. Jurnal Inovasi Teknologi Pendidikan, 10(4), 385–394. https://doi.org/10.21831/jitp.v10i4.58191
Suliyanthini, D., & Yulianur, F. (2023). Effect of project-based STEAM acquire on student creativity in science learning during the pandemic period. Jurnal Penelitian Pendidikan IPA, 9(5), 2423–2430. https://doi.org/10.29303/jppipa.v9i5.3746
Su’uga, H. S., Ismayati, E., Agung, A. I., & Rijanto, T. (2020). Media e-learning berbasis Google Classroom untuk meningkatkan hasil belajar siswa SMK. Jurnal Pendidikan Teknik Elektro, 9(3), 605–6010. https://doi.org/10.26740/jpte.v9n03.p605-610
Syahri, W., Yusnaidar, Y., Epinur, E., Muhaimin, M., & Habibi, A. (2021). Effectiveness of multimedia based on multiple representation of hess’ law: Concept and skills of pre-service science teachers. International Journal of Instruction, 14(3), 451–462. https://doi.org/10.29333/iji.2021.14326a
Tafakur, Retnawati, H., & Shukri, A. A. M. (2023). Effectiveness of project-based learning for enhancing students critical thinking skills: A meta-analysis. JINoP (Jurnal Inovasi Pembelajaran), 9(2), 191–209. https://doi.org/10.22219/jinop.v1i1.2441
Tasrif, E., Anwar, M., Hidayat, H., Saputra, H. K., Fikri, R., Mubai, A., & Herayono, A. (2024). The contribution of smartphone learning models on student academic performance: The role of mediating effects. International Journal of Information and Education Technology, 14(10), 1453–1460. https://doi.org/10.18178/ijiet.2024.14.10.2176
Wiweka, I. K. A. Y., Widiana, I. W., & Bayu, G. W. (2024). Transforming science learning with augmented reality: the impact of assemblr edu on cognitive dissonance and thinking skills. Jurnal Edutech Undiksha, 12(2), 399–408. https://doi.org/10.23887/jeu.v12i2.91225
Wu, Q., Feng, Y., Li, Q., Lin, Z., Zhan, Z., & Huang, J. (2022). A case study of appling combined task-driven teaching strategy in STEAM education. ACM International Conference Proceeding Series, 228–235. https://doi.org/10.1145/3524383.3524440
Zhuang, K., Yang, W., Li, Y., Zhang, J., Chen, Q., Meng, J., Wei, D., Sun, J., He, L., Mao, Y., Wang, X., Vatansever, D., & Qiu, J. (2021). Connectome-based evidence for creative thinking as an emergent property of ordinary cognitive operations.
NeuroImage, 227, 1-15. https://doi.org/10.1016/j.neuroimage.2020.117632
Zulfa, D. P. (2025). Digitalization of learning media : A comparative study on metacognitive ability, learning interest, and activeness in Islamic High School 2 Banyumas Excellent Class. Jurnal Inovasi Teknologi Pendidikan, 12(2), 156–165. https://doi.org/10.21831/jitp.v12i2.77455
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