Synergizing Student Motivation and Project-Based Learning Syntax for Internet of Things Course Learning Outcomes

Chiwi Handayani 1 Indonesia , Matasia Matasia 1 Indonesia , Muh. Ma’ruf Idris 1 Indonesia
1 Department of Electronics Engineering and Information Technology, Universitas Negeri Makassar, Indonesia
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Published 2026-09-04
Vol. 6 No. 1 (2026) PAGES 238-249
DOI 10.51574/ijrer.v6i1.5422
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This study examines how internal learning motivation interacts with students' evaluative perception of Project-Based Learning (PjBL) syntax to influence academic achievement in a hardware-software integrated Internet of Things (IoT) course. A quantitative causal-associative survey design was executed among 48 Electronics Engineering Education students (2022 cohort) at Universitas Negeri Makassar using saturated total sampling. Data was collected via a validated 26-item Likert questionnaire and standardized rubrics evaluating cognitive, psychomotor, and effective IoT course performance. Analysis employed multiple linear regression preceded by classical assumption verifications, Harman's Single-Factor test for common method variance, and a G*Power post-hoc sensitivity check. Both learning motivation (β = .308, t (45) = 2.308, p = .026) and perception of PjBL syntax implementation (β = .304, t (45) = 2.272, p = .028) exerted significant positive partial effects on IoT learning outcomes. Jointly, the model demonstrated a significant simultaneous effect, F (2, 45) = 5.644, p = .007, accounting for 20.1% of achievement variance (R² = .201, Adjusted R² = .165). Post-hoc power analysis confirmed adequate statistical power (1 - β = 0.812, α = .05) despite the small cohort size.

Handayani, C., Matasia, M., & Idris, M. M. (2026). Synergizing Student Motivation and Project-Based Learning Syntax for Internet of Things Course Learning Outcomes . ETDC: Indonesian Journal of Research and Educational Review , 6(1), 238–249. https://doi.org/10.51574/ijrer.v6i1.5422
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  1. Abas, P. E. (2026). Learning to Engineer: Integrating Robotics-Centred Project-Based Learning in Early Undergraduate Education. Education Sciences, 16(1), 105. https://doi.org/10.3390/educsci16010105
  2. Beier, M. E., Kim, M. H., Saterbak, A., Leautaud, V., Bishnoi, S., & Gilberto, J. M. (2019). The effect of authentic project‐based learning on attitudes and career aspirations in STEM. Journal of Research in Science Teaching, 56(1), 3-23. https://doi.org/10.1002/tea.21465
  3. Bonnette, R. N., & Miles, M. L. (2025). Getting the picture: Developing intrinsic motivation to self‐regulate engineering documentation practices in a high school drone design challenge. Journal of Engineering Education, 114(3), e70019. https://doi.org/10.1002/jee.70019
  4. Cresswell, J. W., & Guetterman, T. C. (2019). Educational Research Planning, Conducting, And Evaluating Quantitative and Ualitative Research. Michigan.
  5. Deng, K., & Chen, X. (2025). Exploring the impact of AI-driven emotional resilience on academic persistence, motivation, cognitive flexibility, and autonomy in self-regulated learning: A self-determination theory perspective. Learning and Motivation, 92, 102167. https://doi.org/10.1016/j.lmot.2025.102167
  6. Du, B., Chai, Y., Huangfu, W., Zhou, R., & Ning, H. (2021). Undergraduate university education in internet of things engineering in china: A survey. Education Sciences, 11(5), 202. https://doi.org/10.3390/educsci11050202
  7. Gumina, S., Patten, K., & Gerdes, J. (2024). The evolution of IoT education within an IT curriculum. Education and Information Technologies, 29(6), 6723-6752. https://doi.org/10.1007/s10639-023-12088-7
  8. Gu, P., Cheng, Z., Miaoting, C., Poggio, J., & Dong, Y. (2025). Integrating project‐based learning with self‐regulated learning to enhance programming learning motivation. Journal of Computer Assisted Learning, 41(2), e70011. https://doi.org/10.1111/jcal.70011
  9. Guo, P., Saab, N., Post, L. S., & Admiraal, W. (2020). A review of project-based learning in higher education: Student outcomes and measures. International journal of educational research, 102, 101586. https://doi.org/10.1016/j.ijer.2020.101586
  10. Hernandez-de-Menendez, M., Escobar Díaz, C. A., & Morales-Menendez, R. (2020). Engineering education for smart 4.0 technology: a review. International Journal on Interactive Design and Manufacturing (IJIDeM), 14(3), 789-803. https://doi.org/10.1007/s12008-020-00672-x
  11. Jalinus, N., Syahril, S., & Nabawi, R. A. (2019). A comparison of the problem-solving skills of students in PjBL versus CPjBL model: An experimental study. Journal of Technical Education and Training, 11(1). https://journal.uthm.edu.my/index.php/JTET/article/view/3154
  12. 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
  13. Lejia, L. I. U., Hew, K. F., & Du, J. (2024). Design principles for supporting self-regulated learning in flipped classrooms: A systematic review. International Journal of Educational Research, 124, 102319. https://doi.org/10.1016/j.ijer.2024.102319
  14. Nurasman, M. S., Firmansyah, B., & Nasution, N. (2026). PjBL in Academic Writing Instruction in Higher Education: Challenges, Strategies, and Synthesis of Empirical Findings. Bahtera: Jurnal Pendidikan Bahasa dan Sastra, 25(1), 51-61. https://doi.org/10.21009/bahtera.251.06
  15. Pande, H., Patel, J., Patel, B., Patel, K., & Trivedi, H. (2026). Introduction to Internet of Things. In Quantum Computing, Sensing and Communications for IoT (pp. 35-77). Singapore: Springer Nature Singapore. https://doi.org/10.1007/978-981-95-6276-3_2
  16. Ratu, D. M., Nurhayati, N., Ratni, N. P., Nurmaisyah, N., Rantung, R., Kojongian, P. L., & Tatipang, D. P. (2025). Transforming Writing Education: An Investigation of Students' Experiences with Project-Based Learning in Teaching Writing: English. Utamax: Journal of Ultimate Research and Trends in Education, 7(1), 44-57. https://doi.org/10.31849/utamax.v7i1.25037
  17. Rodriguez‐Sanchez, C., Orellana, R., Fernandez Barbosa, P. R., Borromeo, S., & Vaquero, J. (2024). Insights 4.0: Transformative learning in industrial engineering through problem‐based learning and project‐based learning. Computer Applications in Engineering Education, 32(4), e22736. https://doi.org/10.1002/cae.22736
  18. Ryan, R. M., & Deci, E. L. (2020). Intrinsic and extrinsic motivation from a self-determination theory perspective: Definitions, theory, practices, and future directions. Contemporary educational psychology, 61, 101860. https://doi.org/10.1016/j.cedpsych.2020.101860
  19. Sánchez-García, R., & Reyes-de-Cózar, S. (2025). Enhancing project-based learning: A framework for optimizing structural design and implementation—A systematic review with a sustainable focus. Sustainability, 17(11), 4978. https://doi.org/10.3390/su17114978
  20. Schneider, B., Krajcik, J., Lavonen, J., Salmela-Aro, K., Klager, C., Bradford, L., ... & Bartz, K. (2022). Improving science achievement—Is it possible? Evaluating the efficacy of a high school chemistry and physics project-based learning intervention. Educational Researcher, 51(2), 109-121. https://doi.org/10.3102/0013189X211067742
  21. Shin, N., Bowers, J., Krajcik, J., & Damelin, D. (2021). Promoting computational thinking through project-based learning. Disciplinary and Interdisciplinary Science Education Research, 3(1), 7. https://doi.org/10.1186/s43031-021-00033-y
  22. Spires, H. A., Himes, M. P., & Krupa, E. (2022). Supporting students’ science content knowledge and motivation through project-based inquiry (PBI) global in a cross-school collaboration. Education Sciences, 12(6), 412. https://doi.org/10.3390/educsci12060412
  23. Stadnicka, D., Sęp, J., Amadio, R., Mazzei, D., Tyrovolas, M., Stylios, C., ... & Navarro, J. (2022). Industrial needs in the fields of artificial intelligence, internet of things and edge computing. Sensors, 22(12), 4501. https://doi.org/10.3390/s22124501
  24. Stokes, A., & Harmer, N. (2018). The value of ‘having a go’: Trialing a project-based learning activity to inform curriculum design. Journal of Geoscience Education, 66(4), 278-292. https://doi.org/10.1080/10899995.2018.1509599
  25. Sukackė, V., Guerra, A. O. P. D. C., Ellinger, D., Carlos, V., Petronienė, S., Gaižiūnienė, L., ... & Brose, A. (2022). Towards active evidence-based learning in engineering education: A systematic literature review of PBL, PjBL, and CBL. Sustainability, 14(21), 13955. https://doi.org/10.3390/su142113955
  26. Sweller, J. (2020). Cognitive load theory and educational technology: J. Sweller. Educational technology research and development, 68(1), 1-16. https://doi.org/10.1007/s11423-019-09701-3
  27. Sweller, J. (2023). Discussion of the special issue on cognitive load theory. British Journal of Educational Psychology, 93, 402-410. https://doi.org/10.1111/bjep.12606
  28. Wijnia, L., Noordzij, G., Arends, L. R., Rikers, R. M., & Loyens, S. M. (2024). The effects of problem-based, project-based, and case-based learning on students’ motivation: A meta-analysis. Educational Psychology Review, 36(1), 29. https://doi.org/10.1007/s10648-024-09864-3
  29. Winkens, A. K., Lemke, C., & Leicht-Scholten, C. (2024). How to teach resilience thinking in engineering education. Sustainable and Resilient Infrastructure, 9(5), 513-530. https://doi.org/10.1080/23789689.2024.2356492
  30. Wint, N., & Direito, I. (2026). How do engineering students understand and conceptualize individual resilience?. Journal of Engineering Education, 115(1), e70047. https://doi.org/10.1002/jee.70047

Copyright (c) 2026 Chiwi Handayani, Matasia Matasia, Muh. Ma’ruf Idris

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Keywords
Internet of Things Learning Motivation Project-Based Learning Psycho-Pedagogical Synergy Technical Engineering Education