The role of learning style in engineering design thinking via project-based STEM course
Abstract
Engineering design thinking is at the core of engineering competence. Project-Based learning (PjBL) about Science, Technology, Engineering, and Mathematics (STEM), which is based on engineering design, has brought enormous success in students’ gaining and applying knowledge about STEM subjects. However, there are few studies on the perceived improvement in engineering design thinking and the possible role that learning style (LS) plays. We implemented PjBL-STEM classes to enable students to design and build a water tower using a truss tower structure that can withstand earthquakes. Constraints such as height, load weight, tower weight, and degree of earthquake withstanding were included. A total of 137 Taiwanese students participated in this course and employed a Gregorc learning style delineator to determine their learning preferences. A pre-test and post-test on perceived engineering design thinking performance was also undertaken. Students demonstrated significant improvements in their perceived engineering design thinking. Additionally, abstract-type learners had greater perceived improvement than concrete-type learners from the PjBL-STEM course. We suggest that different pedagogical methods should be utilized to provide equal opportunities for each student.
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Medium-duration studies of 5-15 weeks demonstrated that integrating DT into STEM education significantly enhanced students' STEM competence, intrinsic motivation, and cognitive engagement.
“Medium-duration studies (5-15 weeks) demonstrated that integrating DT into STEM education significantly enhanced students'STEM competence, intrinsic motivation, and cognitive engagement (Chang & Yen, 2021;He et al., 2023;Ng & Fergusson, 2020).”
From A meta-analysis to explore the role of design thinking in enhancing creativity as learning outcomes in STEM education (2026) · cites this paper as Chang & Yen, 2021
Cites
(1983) · Cited by 33,192 · see citing works
Motivating Project-Based Learning: Sustaining the Doing, Supporting the Learning
Blumenfeld, P. C., Soloway, E., Marx, R. W., Krajcik, J. S., Guzdial, M., & Palincsar, A. (1991) · Educational Psychologist · doi:10.1080/00461520.1991.9653139 · Cited by 3,594 · see citing works
Engineering Design Thinking, Teaching, and Learning
Dym, C. L., Agogino, A. M., Eriş, Ö., Frey, D., & LEIFER, L. J. (2005) · Journal of Engineering Education · doi:10.1002/j.2168-9830.2005.tb00832.x · Cited by 2,964 · see citing works
Learning Styles and Pedagogy in post-16 learning: a systematic and critical review
Coffield, F., Moseley, D., Hall, E., & Ecclestone, K. (2004) · Newcastle University · doi:10.25405/ncl.34085991 · Cited by 1,810 · see citing works
Not Another Inventory, Rather a Catalyst for Reflection
Fleming, N. D., & Mills, C. (1992) · To improve the academy · doi:10.1002/j.2334-4822.1992.tb00213.x · Cited by 1,243 · see citing works
Knowles, M. S., Holton, E. F., & Swanson, R. A. (2005) · Routledge eBooks · doi:10.4324/9780080481913 · Cited by 1,105 · see citing works
Engineering Design Processes: A Comparison of Students and Expert Practitioners
Atman, C. J., Adams, R. S., Cardella, M., Turns, J., Mosborg, S., & Saleem, J. J. (2007) · Journal of Engineering Education · doi:10.1002/j.2168-9830.2007.tb00945.x · Cited by 893 · see citing works
Chen, C.-H., & Yang, Y.-C. (2019) · Educational Research Review · doi:10.1016/j.edurev.2018.11.001 · Cited by 762 · see citing works
Advancing STEM Education: A 2020 Vision
Bybee, R. W. (2010) · Technology and Engineering Teacher · Cited by 700 · see citing works
Sternberg, R. J. (1997) · Cambridge University Press eBooks · doi:10.1017/cbo9780511584152 · Cited by 615 · see citing works
Tseng, K., Chang, C., Lou, S., & Chen, W.-P. (2011) · International Journal of Technology and Design Education · doi:10.1007/s10798-011-9160-x · Cited by 554 · see citing works
Self-citationHan, S., Capraro, R., & Capraro, M. M. (2015) · International Journal of Science and Mathematics Education · doi:10.1007/s10763-014-9526-0 · Cited by 496 · see citing works
STEM learning through engineering design: fourth-grade students’ investigations in aerospace
English, L. D., & King, D. (2015) · International Journal of STEM Education · doi:10.1186/s40594-015-0027-7 · Cited by 294 · see citing works
Evidence of STEM Enactment Effectiveness in Asian Student Learning Outcomes
Wahono, B., Lin, P.-L., & Chang, C.-Y. (2020) · International Journal of STEM Education · doi:10.1186/s40594-020-00236-1 · Cited by 286 · see citing works
Self-citationLin, K., Wu, Y., Hsu, Y.-T., & Williams, P. J. (2021) · International Journal of STEM Education · doi:10.1186/s40594-020-00258-9 · Cited by 222 · see citing works
How an integrative STEM curriculum can benefit students in engineering design practices
Fan, S.-C., & Yu, K.-C. (2017) · International Journal of Technology and Design Education · doi:10.1007/s10798-015-9328-x · Cited by 206 · see citing works
Problem-based learning (PBL): Assessing students’ learning preferences using vark
Alkhasawneh, I. M., MRAYYAN, M. T., Docherty, C., AlAshram, S. A., & Yousef, H. Y. (2007) · Nurse Education Today · doi:10.1016/j.nedt.2007.09.012 · Cited by 204 · see citing works
Lou, S., Shih, R.-C., Diez, C. R., & Tseng, K. (2010) · International Journal of Technology and Design Education · doi:10.1007/s10798-010-9114-8 · Cited by 193 · see citing works
Kolb, D. A. (2007) · Cited by 180 · see citing works
Modeling in Engineering: The Role of Representational Fluency in Students' Conceptual Understanding
Moore, T., Miller, R. L., Lesh, R., Stohlmann, M. S., & Kim, Y. R. (2013) · Journal of Engineering Education · doi:10.1002/jee.20004 · Cited by 178 · see citing works
An, D., & Carr, M. (2017) · Personality and Individual Differences · doi:10.1016/j.paid.2017.04.050 · Cited by 155 · see citing works
Learning from the Architecture Studio: Implications for Project-Based Pedagogy*
Kuhn, S. (2001) · Cited by 140 · see citing works
Empirical Studies of Designer Thinking: Past, Present, and Future
Dinar, M., Shah, J. J., Cagan, J., LEIFER, L. J., Linsey, J., Smith, S. M., & Hernandez, N. V. (2014) · Journal of Mechanical Design · doi:10.1115/1.4029025 · Cited by 139 · see citing works
Lau, W. W. F., & Yuen, A. H. K. (2008) · British Journal of Educational Technology · doi:10.1111/j.1467-8535.2008.00847.x · Cited by 128 · see citing works
Why PBL? Why STEM? Why now? an Introduction to STEM Project-Based Learning
Capraro, R. M., & Slough, S. W. (2013) · SensePublishers eBooks · doi:10.1007/978-94-6209-143-6_1 · Cited by 127 · see citing works
Engineering Design Thinking: High School Students' Performance and Knowledge
Mentzer, N., Becker, K. H., & Sutton, M. J. (2015) · Journal of Engineering Education · doi:10.1002/jee.20105 · Cited by 114 · see citing works
The effect of teaching based on dominant learning style on nursing students' academic achievement
Vizeshfar, F., & Torabizadeh, C. (2017) · Nurse Education in Practice · doi:10.1016/j.nepr.2017.10.013 · Cited by 102 · see citing works
Park, D., Park, M., & Bates, A. (2016) · International Journal of Science and Mathematics Education · doi:10.1007/s10763-016-9776-0 · Cited by 83 · see citing works
Simeon, M. I., Samsudin, M. A., & Yakob, N. (2022) · International Journal of Technology and Design Education · doi:10.1007/s10798-020-09601-1 · Cited by 79 · see citing works
Cognitive Learning Styles and Academic Performance in Two Postsecondary Computer Application Courses
Ross, J. L., Drysdale, M., & Schulz, R. A. (2001) · Journal of Research on Computing in Education · doi:10.1080/08886504.2001.10782324 · Cited by 74 · see citing works
The senior high school students’ learning behavioral model of STEM in PBL
Lou, S. J., Liu, Y. H., Shih, R. C., & Tseng, K. (2010) · International Journal of Technology and Design Education · doi:10.1007/s10798-010-9112-x · Cited by 72 · see citing works
Interdisciplinary Stem Project-Based Learning
Capraro, M. M., & Jones, M. (2013) · SensePublishers eBooks · doi:10.1007/978-94-6209-143-6_6 · Cited by 69 · see citing works
How Do Learning Styles Relate to Performance in a Computer Applications Course?
Davidson, G. V., Savenye, W. C., & Orr, K. L. (1992) · Journal of Research on Computing in Education · doi:10.1080/08886504.1992.10782016 · Cited by 58 · see citing works
Cognitive styles and student progression in architectural design education
Roberts, A. (2005) · Design Studies · doi:10.1016/j.destud.2005.07.001 · Cited by 57 · see citing works
Drysdale, M., Ross, J. L., & Schulz, R. A. (2001) · Journal of Education for Students Placed at Risk (JESPAR) · doi:10.1207/s15327671espr0603_7 · Cited by 56 · see citing works
Wininger, S. R., Redifer, J. L., Norman, A. D., & Ryle, M. K. (2019) · Psychology Learning & Teaching · doi:10.1177/1475725719830301 · Cited by 55 · see citing works
Where next for design research? Understanding research impact and theory building
Cash, P. J. (2020) · Design Studies · doi:10.1016/j.destud.2020.03.001 · Cited by 55 · see citing works
Wells, J. G. (2016) · Technology and Engineering Teacher · Cited by 54 · see citing works
Lau, W. W. F., & Yuen, A. H. K. (2009) · Computers & Education · doi:10.1016/j.compedu.2009.08.014 · Cited by 53 · see citing works
Theoretical Framework for the Design of STEM Project-Based Learning
Slough, S., & Milam, J. O. (2013) · SensePublishers eBooks · doi:10.1007/978-94-6209-143-6_3 · Cited by 47 · see citing works
Opportunities and Challenges of STEM Education
Hsu, Y., & Fang, S. (2019) · Springer eBooks · doi:10.1007/978-981-15-0768-7_1 · Cited by 46 · see citing works
STEM in the Making? Investigating STEM Learning in Junior School Makerspaces
Falloon, G., Forbes, A., Stevenson, M., Bower, M., & Hatzigianni, M. (2020) · Research in Science Education · doi:10.1007/s11165-020-09949-3 · Cited by 36 · see citing works
Models of Project-Based Learning for the 21st Century
Erdoğan, N., & Bozeman, T. D. (2015) · SensePublishers eBooks · doi:10.1007/978-94-6300-019-2_3 · Cited by 34 · see citing works
Morgan, J., Moon, A. M., & Barroso, L. R. (2013) · SensePublishers eBooks · doi:10.1007/978-94-6209-143-6_4 · Cited by 25 · see citing works
Hargrove, S. K., Wheatland, J., Ding, D., & Brown, C. M. (2008) · Journal of STEM Education Innovations and Research · Cited by 23 · see citing works
Enhance creative performance via exposure to examples: The role of cognitive thinking style
Chen, B. (2019) · Personality and Individual Differences · doi:10.1016/j.paid.2019.109663 · Cited by 22 · see citing works
An Examination of the Factor Structure and Construct Validity of the Gregorc Style Delineator
Reio, T. G., & Wiswell, A. K. (2006) · Educational and Psychological Measurement · doi:10.1177/0013164405282459 · Cited by 22 · see citing works
Learning Styles of Interior Design Students as Assessed by the Gregorc Style Delineator
Watson, S. A., & Thompson, C. (2001) · Journal of Interior Design · doi:10.1111/j.1939-1668.2001.tb00362.x · Cited by 22 · see citing works
Terry, M. (2002) · Journal of College Reading and Learning · doi:10.1080/10790195.2002.10850295 · Cited by 21 · see citing works
Abduction and styles of scientific thinking
Rodrigues, M. V., & Emmeche, C. (2019) · Synthese · doi:10.1007/s11229-019-02127-7 · Cited by 20 · see citing works
Carmel–Gilfilen, C. (2012) · Journal of Interior Design · doi:10.1111/j.1939-1668.2012.01077.x · Cited by 19 · see citing works
Zhang, L., Horta, H., Jung, J., Chen, G., & Postiglione, G. A. (2018) · Journal of Educational Psychology · doi:10.1037/edu0000304 · Cited by 16 · see citing works
Smith, A. R., Cavanaugh, T., Jones, J. T., Venn, J., & Wilson, W. (2006) · PubMed · Cited by 14 · see citing works
Learning styles and teacher efficacy among prospective teachers based on diverse variables
Atalay, T. D. (2019) · International Journal of Evaluation and Research in Education (IJERE) · doi:10.11591/ijere.v8i3.19609 · Cited by 9 · see citing works
Mathematics communication skill of student in junior high school based on students thinking style
Rahmy, S. N., Usodo, B., & Slamet, İ. (2019) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1188/1/012107 · Cited by 8 · see citing works
Toktarova, V. I., & Андреевна, П. А. (2015) · Mediterranean Journal of Social Sciences · doi:10.5901/mjss.2015.v6n3s7p281 · Cited by 7 · see citing works
Kbathgate, I., Mostert, A. M., & Sandland, S. (2013) · Journal for Educators Teachers and Trainers · Cited by 5 · see citing works
Training to be Creative: The Interplay between Cognition, Skill Learning, and Motivation
Viskontas, I. V. (2018) · Cambridge University Press eBooks · doi:10.1017/9781316556238.023 · Cited by 3 · see citing works
Project-Based Learning in a World Focused on Standards
Ozer, O., Ayyıldız, İ., & Esch, N. (2015) · SensePublishers eBooks · doi:10.1007/978-94-6300-019-2_5 · Cited by 3 · see citing works
Koesrini, J., Degeng, I. N. S., Setyosarı, P., & Yudiernawati, A. (2019) · Indian Journal of Public Health Research & Development · doi:10.5958/0976-5506.2019.02067.9 · Cited by 2 · see citing works
Learning styles and training: train the trainees the way they learn
Sarabdeen, J. (2012) · Research Online (University of Wollongong) · Cited by 2 · see citing works
Flagged first, then by citations
1 of the 62 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
STEAM-Project-Based Learning: A Catalyst for Elementary School Students’ Scientific Literacy Skills
Suryanti, S., Nursalim, M., Choirunnisa, N. L., & Yuliana, I. (2023) · European Journal of Educational Research · doi:10.12973/eu-jer.13.1.1 · Cited by 50 · see citing works
Liu, Y.-L. E., Lee, T.-P., & Huang, Y. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2025.2496973 · Cited by 21 · see citing works
Zhan, X., Sun, D., Song, R., Yang, Y., & Zhan, Y. (2023) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2023.101364 · Cited by 21 · see citing works
ICT Engineering Students’ Perceptions on Project-Based Online Learning in Community of Inquiry (CoI)
Mielikäinen, M., & Viippola, E. (2023) · SAGE Open · doi:10.1177/21582440231180602 · Cited by 22 · see citing works
Muneer, S., Santhosh, M., Parangusan, H., & Bhadra, J. (2026) · International Journal of Technology and Design Education · doi:10.1007/s10798-025-10005-2 · Cited by 14 · see citing works
Lin, P.-Y., Chai, C. S., Di, W., & Wang, X. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.908421 · Cited by 15 · see citing works
Gu, P., Cheng, Z., Cheng, M., Poggio, J. P., & Dong, Y. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.70011 · Cited by 15 · see citing works
Gu, P., Wu, J., Cheng, Z., Xia, Y., Cheng, M., & Dong, Y. (2025) · Education and Information Technologies · doi:10.1007/s10639-025-13367-1 · Cited by 10 · see citing works
Sutrisno, S., Azis, A., Setyawan, M. B., Dewi, D. A., Hidayah, Y., Hakiki, M. A., Hamid, M. A., & Fadli, R. (2025) · Cogent Education · doi:10.1080/2331186x.2025.2582948 · Cited by 34 · see citing works
Wu, C.-C., & Wang, T. (2024) · International Journal of Educational Research · doi:10.1016/j.ijer.2024.102488 · Cited by 7 · see citing works
Framework for measuring high school students’ design thinking competency in STE(A)M education
Trung, T. T., Ngân, Đ. H., Nam, N. H., & Quỳnh, L. T. T. (2024) · International Journal of Technology and Design Education · doi:10.1007/s10798-024-09922-5 · Cited by 11 · see citing works
Rabbani, G. F., Abdurrahman, A., Ertikanto, C., Herlina, K., Rosidin, ., Umam, A. N., Nurjanah, A., Chairunnisya, S., Sulistiani, & Azizah, M. (2023) · Jurnal Penelitian Pendidikan IPA · doi:10.29303/jppipa.v9i11.5708 · Cited by 6 · see citing works
Chien, Y., Liu, C., & Tsai, C. (2025) · Journal of Engineering Education · doi:10.1002/jee.70039 · Cited by 3 · see citing works
Deng, Y., & Liu, W. (2024) · ASEE Annual Conference & Exposition · doi:10.18260/1-2--42918 · Cited by 3 · see citing works
Munahefi, D. N., & Detalia Noriza Munahefi, M. (2023) · Journal of Southwest Jiaotong University · doi:10.35741/issn.0258-2724.58.4.23 · Cited by 2 · see citing works
Deng, W., Chen, G., & Rui, F. (2025) · Research in Science & Technological Education · doi:10.1080/02635143.2025.2555184 · Cited by 1 · see citing works
Herliana, F., Serevina, V., Maula, I., Farhan, A., Halim, A., Mukhlis, M., Susilawati, S., Susanna, S., & Tari, S. (2025) · Journal of Physics Conference Series · doi:10.1088/1742-6596/3139/1/012082 · Cited by 1 · see citing works
Setiasih, I., Winarno, N., Prima, E. C., Qamila, F., Firdaus, R. A., & Ahmad, N. J. (2026) · STEM Education · doi:10.3934/steme.2026012 · Cited by 2 · see citing works
Lesmono, A. D., Dewi, N. M., Handayani, R. D., Mahmudi, K., & Rohma, S. A. (2026) · AIP conference proceedings · doi:10.1063/5.0338073
AlShabnuti, A. A., & Al-Balushi, S. M. (2026) · Journal of Education · doi:10.1177/00220574261479317
The role of design thinking in enhancing students’ creative thinking: a narrative review
Abibullakyzy, A., Poshayev, D., Uzakhova, A., BAIBATSHAYEVA, A., & Bitemirova, S. (2026) · Frontiers in Education · doi:10.3389/feduc.2026.1903668
- Authors
- Chang, C.-C., & Yen, W.-H.
- Affiliations
- National Taiwan Normal University (TW)
- Corresponding author
- Yen, Wan-Hsuan
- Venue
- Asia Pacific Journal of Education
- Publisher
- Informa UK Limited
- Published
- 2021-12-21
- Volume
- 43
- Issue
- 4
- Pages
- 1125-1143
- ISSN
- 0129-4776 (ISSN-L)
- 0218-8791
- 1742-6855
- OpenAlex
- W4200405720
- Cited by
- 22
- References
- 62
- Citations by year
- 2026: 4 · 2025: 8 · 2024: 4 · 2023: 5 · 2022: 1
- FWCI
- 4.39
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Asia Pacific Journal of Education (publishedVersion)
- Funders
- Ministry of Science and Technology, Taiwan
- Topics
- Social Sciences › Education › Problem and Project Based Learning
- Physical Sciences › Engineering › Mechanical Engineering › Design Education and Practice
- Physical Sciences › Engineering › Architecture › Engineering Education and Pedagogy
- Keywords
- learning styles, engineering design thinking, project-based learning, STEM education, engineering competencies, student perceptions
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