Show simple item record

Leveraging a comprehensive systems thinking framework to analyze engineer complex problem-solving approaches

dc.contributor.authorDugan, Kelley E.
dc.contributor.authorMosyjowski, Erika A.
dc.contributor.authorDaly, Shanna R.
dc.contributor.authorLattuca, Lisa R.
dc.date.accessioned2024-02-02T14:46:58Z
dc.date.available2025-02-02 09:46:56en
dc.date.available2024-02-02T14:46:58Z
dc.date.issued2024-01
dc.identifier.citationDugan, Kelley E.; Mosyjowski, Erika A.; Daly, Shanna R.; Lattuca, Lisa R. (2024). "Leveraging a comprehensive systems thinking framework to analyze engineer complex problem-solving approaches." Journal of Engineering Education 113(1): 53-74.
dc.identifier.issn1069-4730
dc.identifier.issn2168-9830
dc.identifier.urihttps://hdl.handle.net/2027.42/192219
dc.description.abstractBackgroundTo prepare engineers who can address complex sociotechnical problems, a deep understanding of engineers’ complex problem-solving approaches is needed.Purpose/HypothesisThis study operationalizes comprehensive systems thinking as an analysis framework that attends to aspects of engineering work and relationships among those aspects. Leveraging this framework to analyze engineers’ complex problem-solving approaches enables attention to social and technical dimensions.Design/MethodWe interviewed 46 engineers about their specific complex problem-solving experiences. To explore a range of perspectives, we purposely sampled participants with varying academic, professional, and personal backgrounds and experiences. Data analysis focused on operationalizing comprehensive systems thinking; we first developed a set of aspects that captured the variety of considerations that participants discussed in their descriptions of solving a complex problem. We then inductively developed a scoring guide to differentiate response quality.ResultsThe scoring approach differentiated the quality of consideration based on a combination of the number of details provided, the degree of specificity, and analytical depth. While most participants discussed the consideration of a wide range of aspects of engineering work, they discussed far fewer possible relationships between these aspects. Contextual aspects of engineering work were consistently the least commonly identified and least likely to be considered in relation to other aspects of a given problem.ConclusionsOur differentiation of various complex problem-solving approaches can guide the development of educational interventions and tools, ultimately facilitating more comprehensive consideration of aspects—and in particular relationships among aspects—and setting up engineers to be more successful at developing appropriate solutions.
dc.publisherJohn Wiley & Sons, Inc.
dc.subject.otherinterviews
dc.subject.otherproblem-solving
dc.subject.othersociotechnical
dc.subject.othersystems thinking
dc.subject.otherqualitative
dc.titleLeveraging a comprehensive systems thinking framework to analyze engineer complex problem-solving approaches
dc.typeArticle
dc.rights.robotsIndexNoFollow
dc.subject.hlbsecondlevelEngineering Education
dc.subject.hlbtoplevelEngineering
dc.description.peerreviewedPeer Reviewed
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/192219/1/jee20565-sup-0001-Supinfo1.pdf
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/192219/2/jee20565-sup-0002-Supinfo2.pdf
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/192219/3/jee20565-sup-0003-Supinfo3.pdf
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/192219/4/jee20565.pdf
dc.description.bitstreamurlhttp://deepblue.lib.umich.edu/bitstream/2027.42/192219/5/jee20565_am.pdf
dc.identifier.doi10.1002/jee.20565
dc.identifier.sourceJournal of Engineering Education
dc.identifier.citedreferencePatton, M. Q. ( 2002 ). Qualitative research and evaluation methods. SAGE Publications.
dc.identifier.citedreferenceMurray, J. K., Studer, J. A., Daly, S. R., McKilligan, S., & Seifert, C. M. ( 2019 ). Design by taking perspectives: How engineers explore problems. Journal of Engineering Education, 108 ( 2 ), 248 – 275. https://doi.org/10.1002/jee.20263
dc.identifier.citedreferenceNational Academy of Engineering. ( 2004 ). The engineer of 2020: Visions of engineering in the new century. National Academy Press.
dc.identifier.citedreferenceNational Center for Science and Engineering Statistics (NCSES), Directorate for Social, Behavioral and Economic Sciences, & National Science Foundation. ( 2019a ). Resident population of the United States, by sex, ethnicity, race, and age. Women, minorities, and person with disabilities in science and engineering. https://ncses.nsf.gov/pubs/nsf21321/data-tables
dc.identifier.citedreferenceNational Center for Science and Engineering Statistics (NCSES), Directorate for Social, Behavioral and Economic Sciences, & National Science Foundation. ( 2019b ). Women, minorities, and persons with disabilities in science and engineering: 2019. http://www.nsf.gov/statistics/wmpd/
dc.identifier.citedreferenceRebovich, G. ( 2006 ). Systems thinking for the enterprise: new and emerging perspectives. 2006 IEEE/SMC International Conference on System of Systems Engineering, Los Angeles, CA, USA. https://doi.org/10.1109/SYSOSE.2006.1652297
dc.identifier.citedreferenceRhodes, M. ( 1961 ). An analysis of creativity. The Phi Delta Kappan, 42 ( 7 ), 305 – 310.
dc.identifier.citedreferenceRiley, D. ( 2008 ). Engineering and social justice. Synthesis Lectures on Engineers, Technology and Society, 3 ( 1 ), 1 – 152. https://doi.org/10.2200/S00117ED1V01Y200805ETS007
dc.identifier.citedreferenceRittel, H. W. J., & Webber, M. M. ( 1973 ). Dilemmas in a general theory of planning. Policy Sciences, 4 ( 2 ), 155 – 169. https://doi.org/10.1007/BF01405730
dc.identifier.citedreferenceRo, H. K., Merson, D., Lattuca, L. R., & Terenzini, P. T. ( 2015 ). Validity of the contextual competence scale for engineering students. Journal of Engineering Education, 104 ( 1 ), 35 – 54. https://doi.org/10.1002/jee.20062
dc.identifier.citedreferenceRubin, H. J., & Rubin, I. S. ( 2011 ). Qualitative interviewing: The art of hearing data. SAGE Publications.
dc.identifier.citedreferenceSantana, H. S., de Souza, M. R. P., Lopes, M. G. M., Souza, J., Silva, R. R. O., Palma, M. S. A., Nakano, W. L. V., Lima, G. A. S., Munhoz, G., Noriler, D., Taranto, O. P., & Silva, J. L. ( 2020 ). How chemical engineers can contribute to fight the COVID-19. Journal of the Taiwan Institute of Chemical Engineers, 116, 67 – 80. https://doi.org/10.1016/j.jtice.2020.11.024
dc.identifier.citedreferenceSeidman, I. ( 2006 ). Interviewing as qualitative research: A guide for researchers in education and the social sciences. Teacher’s College Press.
dc.identifier.citedreferenceSenge, P. M. ( 1990 ). The fifth discipline: The art and practice of the learning organization. Doubleday Publishing.
dc.identifier.citedreferenceSheppard, S. D., Macatangay, K., Colby, A., & Sullivan, W. M. ( 2009 ). Educating engineers: Design for the future of the field. Jossey-Bass.
dc.identifier.citedreferenceSmall, M. L. ( 2009 ). ‘how many cases do I need?’: On science and the logic of case selection in field-based research. Ethnography, 10 ( 1 ), 5 – 38. https://doi.org/10.1177/1466138108099586
dc.identifier.citedreferenceStuder, J. A., Yilmaz, S., Daly, S. R., & Seifert, C. M. ( 2016 ). Cognitive heuristics in defining engineering design problems. Paper presented at the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Charlotte, North Carolina. https://doi.org/10.1115/DETC2016-59942
dc.identifier.citedreferenceSwan, C., Paterson, K., & Bielefeldt, A. R. ( 2014 ). Community engagement in engineering education as a way to increase inclusiveness. In A. Johri & B. Olds (Eds.), Cambridge handbook of engineering education research (pp. 357 – 372 ). Cambridge University Press. https://doi.org/10.1017/CBO9781139013451.023
dc.identifier.citedreferenceTaylor, S., Calvo-Amodio, J., & Well, J. ( 2020 ). A method for measuring systems thinking learning. Systems, 8 ( 2 ), 1 – 36. https://doi.org/10.3390/systems8020011
dc.identifier.citedreferenceUnited Nations Task Team on Social Dimensions of Climate Change. ( 2011 ). The social dimensions of climate change: Discussion draft.
dc.identifier.citedreferenceWeiss, R. S. ( 1994 ). Learning from strangers: The art and method of qualitative interview studies. Simon & Schuster.
dc.identifier.citedreferenceWiltschnig, S., Christensen, B. T., & Ball, L. J. ( 2013 ). Collaborative problem-solution co-evolution in creative design. Design Studies, 34 ( 5 ), 515 – 542. https://doi.org/10.1016/j.destud.2013.01.002
dc.identifier.citedreferenceWoodcock, C. S. E., Callewaert, J., & Millunchick, J. ( 2021 ). Synthesizing definitions of professional competencies linked to experiential learning in engineering education: A literature review. Journal of Higher Education Theory & Practice, 21 ( 4 ), 123 – 146.
dc.identifier.citedreferenceYork, S., Lavi, R., Dori, Y. J., & Orgill, M. K. ( 2019 ). Applications of systems thinking in STEM education. Journal of Chemical Education, 96 ( 12 ), 2742 – 2751. https://doi.org/10.1021/acs.jchemed.9b00261
dc.identifier.citedreferenceABET. ( 2019 ). Criteria for accrediting engineering programs. Effective for reviews during the 2020–2021 accreditation cycle. ABET. http://www.abet.org
dc.identifier.citedreferenceAmerican Society for Engineering Education. ( 2021 ). By the numbers: Engineering and engineering technology. https://ira.asee.org/by-the-numbers/
dc.identifier.citedreferenceArnold, R. D., & Wade, J. P. ( 2015 ). A definition of systems thinking: A systems approach. Procedia Computer Science, 44 ( C ), 669 – 678. https://doi.org/10.1016/j.procs.2015.03.050
dc.identifier.citedreferenceBjörklund, T. A. ( 2013 ). Initial mental representations of design problems: Differences between experts and novices. Design Studies, 34 ( 2 ), 135 – 160. https://doi.org/10.1016/j.destud.2012.08.005
dc.identifier.citedreferenceBlizzard, J. L., & Klotz, L. E. ( 2012 ). A framework for sustainable whole systems design. Design Studies, 33 ( 5 ), 456 – 479. https://doi.org/10.1016/j.destud.2012.03.001
dc.identifier.citedreferenceBucciarelli, L. L. ( 1996 ). Designing engineers. MIT Press.
dc.identifier.citedreferenceCech, E. A. ( 2013a ). Chapter 4. The (Mis)framing of social justice: Why ideologies of depolitization and meritocracy hinder engineers’ ability to think about social injustices. In J. Lucena (Ed.), Engineering education for social justice: Critical explorations and opportunities (pp. 67 – 84 ). Springer Science+Business Media. https://doi.org/10.1007/978-94-007-6350-0
dc.identifier.citedreferenceCech, E. A. ( 2013b ). Ideological wage inequalities? The technical/social dualism and the gender wage gap in engineering. Social Forces, 91 ( 4 ), 1147 – 1182. https://doi.org/10.1093/sf/sot024
dc.identifier.citedreferenceCech, E. A. ( 2014 ). Culture of disengagement in engineering education? Science, Technology, and Human Values, 39 ( 1 ), 42 – 72. https://doi.org/10.1177/0162243913504305
dc.identifier.citedreferenceChan, W. T. ( 2015 ). The role of systems thinking in systems engineering, design and management. The 5th International Conference of Euro Asia Civil Engineering Forum (EACEF-5). Civil Engineering Dimension, 17 ( 3 ), 29 – 35. https://doi.org/10.9744/ced.17.3.126-132
dc.identifier.citedreferenceChi, M. T. H. ( 2006 ). Two approaches to the study of experts’ characteristics. In K. A. Ericsson, R. R. Hoffman, A. Kozbelt, & A. M. Williams (Eds.), The Cambridge handbook of expertise and expert performance (pp. 21 – 30 ). Cambridge University Press.
dc.identifier.citedreferenceCreswell, J. W. ( 1994 ). Research design: Qualitative and quantitative approaches. SAGE Publications.
dc.identifier.citedreferenceDavidz, H. L. ( 2006 ). Enabling systems thinking to accelerate the development of senior systems engineering. MIT.
dc.identifier.citedreferenceDavidz, H. L., & Nightingale, D. J. ( 2008 ). Enabling systems thinking to accelerate the development of senior systems engineers. Systems Engineering, 11 ( 1 ), 1 – 14. https://doi.org/10.1002/sys.20081
dc.identifier.citedreferenceDavidz, H. L., Nightingale, D. J., & Rhodes, D. H. ( 2005 ). Enablers and barriers to systems thinking development: Results of a qualitative and quantitative study. Field Studies. Paper presented at the Conference on Systems Engineering Research, Hoboken, NJ, USA.
dc.identifier.citedreferenceDori, D. ( 2016 ). Model-based systems engineering with OPM and SysML. Springer. https://doi.org/10.1007/978-1-4939-3295-5
dc.identifier.citedreferenceDuderstadt, J. J. ( 2008 ). Engineering for a changing world: A road map to the future of engineering practice, research, and education. The University of Michigan. http://milproj.dc.umich.edu/
dc.identifier.citedreferenceDugan, K. E., Mosyjowski, E. A., Daly, S. R., & Lattuca, L. R. ( 2022 ). Systems thinking assessments in engineering: A systematic literature review. Systems Research and Behavioral Science, 39 ( 4 ), 840 – 866. https://doi.org/10.1002/sres.2808
dc.identifier.citedreferenceErcan, M. F., & Caplin, J. ( 2017 ). Enabling systems thinking for engineering students. Paper presented at the IEEE International Conference on Teaching, Assessment, and Learning for Engineering, Hong Kong. https://doi.org/10.1109/TALE.2017.8252294
dc.identifier.citedreferenceFaulkner, W. ( 2007 ). ‘Nuts and bolts and people’: Gender-troubled engineering identities. Social Studies of Science, 37 ( 3 ), 331 – 356. https://doi.org/10.1177/0306312706072175
dc.identifier.citedreferenceFeldman, A. ( 2020 ). Meet the Italian engineers 3D-printing respirator parts for free to help keep coronavirus patients alive. https://www.forbes.com/sites/amyfeldman/2020/03/19/talking-with-the-italian-engineers-who-3d-printed-respirator-parts-for-hospitals-with-coronavirus-patients-for-free/?sh=68f4c36678f1
dc.identifier.citedreferenceFordyce, D. ( 1988 ). The development of systems thinking in engineering education: An interdisciplinary model. European Journal of Engineering Education, 13 ( 3 ), 283 – 292. https://doi.org/10.1080/03043798808939427
dc.identifier.citedreferenceFunke, J. ( 1991 ). Solving complex problems: Exploration and control of complex systems. In R. J. Sternberg & P. A. Frensch (Eds.), Complex problem solving: Principles and mechanisms (pp. 185 – 222 ). Lawrence Erlbaum Associates.
dc.identifier.citedreferenceGrohs, J. R., Kirk, G. R., Soledad, M. M., & Knight, D. B. ( 2018 ). Assessing systems thinking: A tool to measure complex reasoning through ill-structured problems. Thinking Skills and Creativity, 28, 110 – 130. https://doi.org/10.1016/j.tsc.2018.03.003
dc.identifier.citedreferenceGrotzer, T. A. ( 2012 ). Learning causality in a complex world: Understandings of consequence. Rowman & Littlefield Publishing Group Education.
dc.identifier.citedreferenceHayden, N. J., Rizzo, D. M., Dewoolkar, M. M., Oka, L., & Neumann, M. ( 2011 ). Incorporating systems thinking and sustainability within civil and environmental engineering curricula at UVM. Paper presented at the ASEE Annual Conference and Exposition, Vancouver, BC. https://doi.org/10.18260/1-2--18134
dc.identifier.citedreferenceHoffman, R. R. ( 1998 ). How can expertise be defined? Implications of research from cognitive psychology. In R. Williams, W. Faulkner, & J. Fleck (Eds.), Exploring expertise (pp. 81 – 100 ). Palgrave Macmillan UK. https://doi.org/10.1007/978-1-349-13693-3_4
dc.identifier.citedreferenceHoople, G. D., & Choi-Fitzpatrick, A. ( 2020 ). Why sociotechnical thinking matters. In G. D. Hoople & A. Choi-Fitzpatrick (Eds.), Drones for good (pp. 1 – 9 ). Springer International Publishing. https://doi.org/10.1007/978-3-031-02116-9_1
dc.identifier.citedreferenceHu, M., & Shealy, T. ( 2018 ). Methods for measuring systems thinking: Differences between student self-assessment, concept map scores, and cortical activation during tasks about sustainability. Paper presented at the ASEE Annual Conference and Exposition, Salt Lake City, Utah. https://doi.org/10.18260/1-2--30807
dc.identifier.citedreferenceHuang, H., Fan, C., Li, M., Nie, H. L., Wang, F. B., Wang, H., Wang, R., Xia, J., Zheng, X., Zuo, X., & Huang, J. ( 2020 ). COVID-19: A call for physical scientists and engineers. ACS Nano, 14 ( 4 ), 3747 – 3754. https://doi.org/10.1021/acsnano.0c02618
dc.identifier.citedreferenceHung, W. ( 2008 ). Enhancing systems-thinking skills with modelling. British Journal of Educational Technology, 39 ( 6 ), 1099 – 1120. https://doi.org/10.1111/j.1467-8535.2007.00791.x
dc.identifier.citedreferenceJackson, M. C. ( 2019 ). Critical systems thinking and the management of complexity. Wiley.
dc.identifier.citedreferenceJohnson, K., Blacklock, J., Claussen, S., Leydens, J., Moskal, B., & Tsai, J. ( 2022 ). The development of sociotechnical thinking in engineering undergraduates. Paper presented at the ASEE Annual Conference and Exposition, Minneapolis, MN. https://peer.asee.org/42025
dc.identifier.citedreferenceJonassen, D. H. ( 2000 ). Toward a design theory of problem solving. Educational Technology Research and Development, 48 ( 4 ), 63 – 85. https://doi.org/10.1007/BF02300500
dc.identifier.citedreferenceKilgore, D., Atman, C. J., Yasuhara, K., Barker, T. J., & Morozov, A. ( 2007 ). Considering context: A study of first-year engineering students. Journal of Engineering Education, 96 ( 4 ), 321 – 334. https://doi.org/10.1002/j.2168-9830.2007.tb00942.x
dc.identifier.citedreferenceKlotz, L., Potvin, G., Godwin, A., Cribbs, J., Hazari, Z., & Barclay, N. ( 2014 ). Sustainability as a route to broadening participation in engineering. Journal of Engineering Education, 103 ( 1 ), 137 – 153. https://doi.org/10.1002/jee.20034
dc.identifier.citedreferenceKrapfl, M. ( 2021 ). Engineers developing COVID-19 tests for mass production, mass distribution. Iowa State University News Service. https://www.news.iastate.edu/news/2021/03/23/graphenecovidtests
dc.identifier.citedreferenceLamb, C. T., & Rhodes, D. H. ( 2008 ). Systems thinking as an emergent team property: Ongoing research into the enablers and barriers to team-level systems thinking. Paper presented at the IEEE International Systems Conference, SysCon 2008, Montreal, QC, Canda. https://doi.org/10.1109/SYSTEMS.2008.4519016
dc.identifier.citedreferenceLamb, C. T., & Rhodes, D. H. ( 2009 ). Collaborative systems thinking: Uncoversing the rules of team-level systems thinking. Paper presented at the IEEE International Systems Conference, SysCon 2009, Vancouver, BC, Canada. https://doi.org/10.1109/SYSTEMS.2009.4815837
dc.identifier.citedreferenceLammi, M. D. ( 2011 ). Thinking in terms of systems through engineering design. Paper presented at the ASEE Annual Conference and Exposition, Vancouver, BC. https://doi.org/10.18260/1-2--18784
dc.identifier.citedreferenceLavi, R., Dori, Y. J., Wengrowicz, N., & Dori, D. ( 2020 ). Model-based systems thinking: Assessing engineering student teams. IEEE Transactions on Education, 63 ( 1 ), 39 – 47. https://doi.org/10.1109/TE.2019.2948807
dc.identifier.citedreferenceLerner, L. ( 2020 ). UChicago molecular engineers take innovative approaches to COVID-19 vaccine. University of Chicago News. https://news.uchicago.edu/story/uchicago-molecular-engineers-take-innovative-approaches-covid-19-vaccine
dc.identifier.citedreferenceLitchfield, K., & Javernick-Will, A. ( 2015 ). ‘I Am an engineer AND’: A mixed methods study of socially engaged engineers. Journal of Engineering Education, 104 ( 4 ), 393 – 416. https://doi.org/10.1002/jee.20102
dc.identifier.citedreferenceLópez-Mesa, B., & Thompson, G. ( 2006 ). On the significance of cognitive style and the selection of appropriate design methods. Journal of Engineering Design, 17 ( 4 ), 371 – 386. https://doi.org/10.1080/09544820500274100
dc.identifier.citedreferenceMaxwell, J. A. ( 2013 ). Qualitative research design. SAGE Publications.
dc.identifier.citedreferenceMazzurco, A., & Daniel, S. ( 2020 ). Socio-technical thinking of students and practitioners in the context of humanitarian engineering. Journal of Engineering Education, 109 ( 2 ), 243 – 261. https://doi.org/10.1002/jee.20307
dc.identifier.citedreferenceMcCuen, R. H. ( 1983 ). Solving ILL-structured sociotechnical problems. Journal of Professional Issues in Engineering, 109 ( 2 ), 113 – 126. https://doi.org/10.1061/(ASCE)1052-3928(1983)109:2(113)
dc.identifier.citedreferenceMcDonald, N., Schoenebeck, S., & Forte, A. ( 2019 ). Reliability and inter-rater reliability in qualitative research: Norms and guidelines for CSCW and HCI practice. Proceedings of the ACM on Human-Computer Interaction, 3 ( CSCW ), 1 – 23. https://doi.org/10.1145/3359174
dc.identifier.citedreferenceMonat, J., & Gannon, T. ( 2018 ). Applying systems thinking to engineering and design. Systems, 6 ( 3 ), 1 – 20. https://doi.org/10.3390/systems6030034
dc.identifier.citedreferenceMosyjowski, E. ( 2020 ). Engineering for social good? How professional and educational experiences inform engineers’ solutions to complex problems. http://hdl.handle.net/2027.42/163112
dc.identifier.citedreferenceMosyjowski, E., Daly, S. R., & Lattuca, L. R. ( 2019 ). Defining and assessing systems thinking in diverse engineering populations. Paper presented at the ASEE Annual Conference and Exposition, Tampa, Florida. https://doi.org/10.18260/1-2--32187
dc.identifier.citedreferenceMosyjowski, E., Espinoza von Bischhoffshausen, J., Lattuca, L. R., & Daly, S. R. ( 2020 ). Student and practitioner approaches to systems thinking: Integrating technical and contextual considerations. Paper presented at the ASEE Annual Conference and Exposition, Virtual Online. https://doi.org/10.18260/1-2--35219
dc.working.doiNOen
dc.owningcollnameInterdisciplinary and Peer-Reviewed


Files in this item

Show simple item record

Remediation of Harmful Language

The University of Michigan Library aims to describe its collections in a way that respects the people and communities who create, use, and are represented in them. We encourage you to Contact Us anonymously if you encounter harmful or problematic language in catalog records or finding aids. More information about our policies and practices is available at Remediation of Harmful Language.

Accessibility

If you are unable to use this file in its current format, please select the Contact Us link and we can modify it to make it more accessible to you.