Development and perceived evaluation of cooperative project-based learning for higher-order thinking skills in vocational mechanical engineering
DOI:
https://doi.org/10.24036/jptk.v9i3.52123Keywords:
Cooperative project-based learning, higher-order thinking skills, vocational education, mechanical engineering education, authentic assessmentAbstract
This study developed and evaluated a Cooperative Project-Based Learning (CPjBL) model for the Energy Conversion Machine course in vocational mechanical engineering. The model was developed using the ADDIE framework and evaluated for validity, practicality, and effectiveness. Expert validation involved the CPjBL model, course guidance book, and instructional module, while practicality was examined from lecturer and student perspectives. Effectiveness was assessed using a nonequivalent posttest-only quasi-experimental design involving 40 students divided into experimental and control groups. Higher-order thinking skills (HOTS) were measured through project proposal, project product, overall project performance, and problem-solving ability. Aiken's V coefficients ranged from 0.842 to 0.917, indicating that the developed products met the validity criteria. Practicality scores were 86.67% from the lecturer and 86.00% from students, indicating good classroom feasibility. Significant post-intervention differences were found across all four HOTS outcomes (p < .001). However, the currently reported group means were higher in the conventional-instruction group than in the CPjBL group. These findings support the validity and practicality of CPjBL, while its comparative effectiveness remains inconclusive and requires further evaluation using baseline measures, larger samples, and stronger control of group equivalence. The model nevertheless offers a framework for authentic cooperative project learning in vocational education.
References
Ahmad, S. T., Watrianthos, R., Samala, A. D., Muskhir, M., & Dogara, G. (2023). Project-based Learning in Vocational Education: A Bibliometric Approach. International Journal of Modern Education and Computer Science, 15(4), 43–56. https://doi.org/10.5815/ijmecs.2023.04.04
Aiken, L. R. (1985). Three coefficients for analyzing the reliability and validity of ratings. Educational and Psychological Measurement, 45(1), 131–142. https://doi.org/10.1177/0013164485451012
Aziz, N. I. S. A., Ab Latiff, D. S., Maon, S. N., & Anuar, A. (2023). Mobile Learning in Medical Coding Course: Intention to Use MedCoS. International Journal of Online and Biomedical Engineering, 19(9), 15–29. https://doi.org/10.3991/ijoe.v19i09.40913
Aziz, W. A., Wulansari, R. E., Putra, R. P., Tun, H. M., Tin, C. T., & Ya, K. Z. (2023). Project-based learning module on creativity and entrepreneurship products subject: Validity and empirical effect. Jurnal Pendidikan Teknologi Kejuruan, 6(3), 216–227. https://doi.org/10.24036/jptk.v6i3.34323
Bacca, J., Baldiris, S., Fabregat, R., & Kinshuk. (2019). Framework for designing motivational augmented reality applications in vocational education and training. Australasian Journal of Educational Technology, 35(3), 102–117. https://doi.org/10.14742/ajet.4182
Barbosa, F. V., Lobarinhas, P. A. M., Teixeira, S. F. C. F., & Teixeira, J. C. F. (2022). Project-Based Learning in a Mechanical Engineering Course: A new proposal based on student's views. International Journal of Mechanical Engineering Education, 50(4), 767–804. https://doi.org/10.1177/03064190221078259
Branch, R. M. (2009). Instructional Design: The ADDIE Approach (pp. 1–203). Springer New York, NY. https://doi.org/10.1007/978-0-387-09506-6
Cao, X., Lu, H., Wu, Q., & Hsu, Y. (2025). Systematic review and meta-analysis of the impact of STEM education on students learning outcomes. Frontiers in Psychology, 16, 1–15. https://doi.org/10.3389/fpsyg.2025.1579474
Delacre, M., Lakens, D., & Leys, C. (2017). Why psychologists should by default use welch's t-Test instead of student's t-Test. International Review of Social Psychology, 30(1), 92–101. https://doi.org/10.5334/irsp.82
Deng, Y., Lucas, C., & Liu, W. (2026). A systematic review of design thinking implementations in higher engineering education. European Journal of Engineering Education, 3797, 1–41. https://doi.org/10.1080/03043797.2026.2640060
Dillenhöfer, F., Kossack, F., Sersch, A., Künne, B., Bender, B., & Gust, P. (2025). Focused competencies in higher education for engineering product development and its different activities. Proceedings of the Design Society, 5, 1843–1852. https://doi.org/10.1017/pds.2025.10198
Elaby, M. F., Elwishy, H. M., Moatamed, S. F., Abdelwahed, M. A., & Rashiedy, A. E. (2022). Does design-build concept improve problem-solving skills? An analysis of first-year engineering students. Ain Shams Engineering Journal, 13(6), 101780. https://doi.org/10.1016/j.asej.2022.101780
Febrianti, W., Zulyusri, & Lufri. (2021). Meta Analisis: Pengembangan Soal HOTS Untuk Meningkatkan Kemampuan Berpikir Kritis Peserta Didik. Bioilmi: Jurnal Pendidikan, 7(I), 39–45.
Ferrero, M., Vadillo, M. A., & León, S. P. (2021). Is project-based learning effective among kindergarten and elementary students? A systematic review. PLoS ONE, 16, 1–14. https://doi.org/10.1371/journal.pone.0249627
Gkintoni, E., Antonopoulou, H., Sortwell, A., & Halkiopoulos, C. (2025). Challenging Cognitive Load Theory: The Role of Educational Neuroscience and Artificial Intelligence in Redefining Learning Efficacy. Brain Sciences, 15(2), 1–101. https://doi.org/10.3390/brainsci15020203
González-Rico, P., & Lluch Sintes, M. (2024). Empowering Soft Skills through Artificial Intelligence and Personalised Mentoring. Education Sciences, 14(7), 1–11. https://doi.org/10.3390/educsci14070699
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
Hinostroza, J. E., Armstrong-Gallegos, S., Soto-Valenzuela, P., & Villafaena, M. (2025). Phases and Activities of Technology-Integrated Project-Based Learning in K-12: Findings from a Systematic Literature Review. Education Sciences, 15(8), 1–24. https://doi.org/10.3390/educsci15081021
Huerta-Gomez-Merodio, M., & Requena-Garcia-Cruz, M. V. (2025). Integrating Theory and Practice in Engineering Education: A Cross-Curricular and Problem-Based Methodology. Education Sciences, 15(9), 1–18. https://doi.org/10.3390/educsci15091253
Kamaruzaman, F. M., Othman, N. N. J. N., & Omar, M. (2025). Future Generic Skills for Technical Vocational Education Graduates. International Journal of Learning, Teaching and Educational Research, 24(3), 312–332. https://doi.org/10.26803/ijlter.24.3.15
Karami, M., & Rezvanian, M. (2026). The kind of curriculum we need to develop integrated skills in technical and vocational training. Education + Training, 1–20. https://doi.org/10.1108/et-04-2025-0280
Krajcik, J. S., & Shin, N. (2014). Project-Based Learning. The Cambridge Handbook of the Learning. In The Cambridge Handbook of the Learning Sciences, Second Edition (pp. 275–297). https://doi.org/10.1017/CBO9781139519526.018
Krathwohl, D. R. (2002). A Revision of Bloom's Taxonomy: An Overview. Theory Into Practice ISSN:, 41(4), 212–218. https://doi.org/10.1207/s15430421tip4104_2
Le, H. T., Nguyen-Dinh, C. H., Van, H. T., & Nguyen, M. D. (2025). The Evolution of Online Physics Education: Insights from a Bibliometric Study. International Journal of Learning, Teaching and Educational Research, 24(4), 221–249. https://doi.org/10.26803/ijlter.24.4.11
Lemstra, M. A. M. S., & Mesquita, M. A. de. (2023). Industry 4.0: a tertiary literature review. Technological Forecasting and Social Change, 186, 122204. https://doi.org/10.1016/j.techfore.2022.122204
Lesmana, I., Mulianti, M., Primawati, P., & Kassymova, G. K. (2023). Implementation of project-based learning (PjBL) model to increase students' creativity and critical thinking skill in vocational creative product subjects. Jurnal Pendidikan Teknologi Kejuruan, 6(3), 202–215. https://doi.org/10.24036/jptk.v6i3.34023
Li, D., Fan, X., & Meng, L. (2024). Development and validation of a higher-order thinking skills (HOTS) scale for major students in the interior design discipline for blended learning. Scientific Reports, 14(1), 1–20. https://doi.org/10.1038/s41598-024-70908-3
Li, M. M., & Tu, C. C. (2024). Developing a Project-Based Learning Course Model Combined with the Think–Pair–Share Strategy to Enhance Creative Thinking Skills in Education Students. Education Sciences, 14(3). https://doi.org/10.3390/educsci14030233
Loyens, S. M. M., van Meerten, J. E., Schaap, L., & Wijnia, L. (2023). Situating Higher Order, Critical, and Critical Analytic Thinking in Problem and Project Based Learning Environments: A Systematic Review Sofie. Educational Psychology Review, 39, 1–44. https://doi.org/10.1007/s10648-023-09757-x
Magagula, M. M., & Awodiji, O. A. (2024). The implications of the fourth industrial revolution on technical and vocational education and training in South Africa. Social Sciences and Humanities Open, 10, 100896. https://doi.org/10.1016/j.ssaho.2024.100896
Nguyen, D. T. (2025). Project-Based Learning (PJBL) as an Experiential Pedagogical Methodology in Interdisciplinary Education: A Review of the Literature. International Journal of Education in Mathematics, Science, and Technology (IJEMST), 13(4), 1016–1039. https://doi.org/10.46328/ijemst.4869
Orji, E. I., & Ogbonnaya, U. I. (2026). Systematic Review: Evaluation of Impacts of Project-Based Learning on Science Process Skills of STEM Students. Prizren Social Science Journal, 10(1), 57–77. https://doi.org/10.32936/pssj.v10i1.756
Perzolli, S., Serbati, A., Venuti, P., Dimitriou, D., & Esposito, G. (2026). Reimagining inclusive education through challenge-based learning: Opportunities and barriers for students with learning disabilities. Research in Developmental Disabilities, 175, 105343. https://doi.org/10.1016/j.ridd.2026.105343
Schutte, B. G., Bayram, D., Vennix, J., & van der Veen, J. (2026). Scaffolding for Challenge-Based Learning in Sustainability Education: A Multiple-Case Study. Sustainability (Switzerland), 18(7), 1–35. https://doi.org/10.3390/su18073273
Shadish, W. R., Cook, T. D., & Campbell, D. T. (2002). Experimental and quasi-experimental designs for generalized causal inference. In Houghton, Mifflin and Company. https://psycnet.apa.org/record/2002-17373-000
Shapiro, S. S., & Wilk, M. B. (1965). An analysis of variance test for normality (complete samples). Biometrika, 52(3–4), 591–611. https://doi.org/10.1093/biomet/52.3-4.591
Sivakumar, K., & Boon, M. (2026). A preliminary higher order thinking skills (HOTS) framework for interdisciplinary problem solving and scientific research (IDPSSR) in engineering science education. European Journal of Engineering Education, 3797, 1–34. https://doi.org/10.1080/03043797.2025.2609749
Song, X., Razali, A. B., & Jeyaraj, J. J. (2025). How project-based learning improves college EFL learners' critical thinking skills and reading comprehension ability: A case study. Language Teaching Research, 1–33. https://doi.org/10.1177/13621688251352275
Suradika, A., Dewi, H. I., & Nasution, M. I. (2023). Project-Based Learning and Problem-Based Learning Models in Critical and Creative Students. Jurnal Pendidikan IPA Indonesia, 12(1), 153–167. https://doi.org/10.15294/jpii.v12i1.39713
Tushar, H., & Sooraksa, N. (2023). Global employability skills in the 21st century workplace: A semi-systematic literature review. Heliyon, 9(11), e21023. https://doi.org/10.1016/j.heliyon.2023.e21023
Vafamehr, V., Haghani, F., & Jamshidian, S. (2025). Basic Thinking Skills and Their Direct Instructional Approaches: A Narrative Review. Advances in Medical Education and Practice, 17, 1–23. https://doi.org/10.2147/AMEP.S569680
van Gelder, P., Klaassen, P., Taebi, B., Walhout, B., van Ommen, R., van de Poel, I., Robaey, Z., Asveld, L., Balkenende, R., Hollmann, F., van Kampen, E. J., Khakzad, N., Krebbers, R., de Lange, J., Pieters, W., Terwel, K., Visser, E., van der Werff, T., & Jung, D. (2021). Safe-by-design in engineering: An overview and comparative analysis of engineering disciplines. International Journal of Environmental Research and Public Health, 18(12), 1–28. https://doi.org/10.3390/ijerph18126329
Vlachopoulos, D., & Makri, A. (2024). A systematic literature review on authentic assessment in higher education: Best practices for the development of 21st century skills, and policy considerations. Studies in Educational Evaluation, 83, 101425. https://doi.org/10.1016/j.stueduc.2024.101425
Wijnia, L., Loyens, S. M. M., & Rikers, R. M. J. P. (2019). The Problem‐Based Learning Process: An Overview of Different Models. In The Wiley Handbook of Problem‐Based Learning (pp. 273–295). https://doi.org/10.1002/9781119173243.ch12
Xu, E., Wang, W., & Wang, Q. (2023). The effectiveness of collaborative problem solving in promoting students' critical thinking: A meta-analysis based on empirical literature. Humanities and Social Sciences Communications, 10(1), 1–11. https://doi.org/10.1057/s41599-023-01508-1
Yulianti, S., & Herman, T. (2022). Improving Mathematical Critical Thinking Skill through STEM-PjBL: A Systematic Literature Review. International Journal of Research in STEM Education (IJRSE), 4(2), 1–17. https://doi.org/10.31098/ijrse.v4i2.1141
Zhang, L., & Ma, Y. (2023). A study of the impact of project-based learning on student learning effects: a meta-analysis study. Frontiers in Psychology, 14, 1–14. https://doi.org/10.3389/fpsyg.2023.1202728
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Aznil Mardin, Nizwardi Jalinus

This work is licensed under a Creative Commons Attribution 4.0 International License.