References
- AAAS (American Association for the Advancement of Science). 1990. Science for All Americans. NY: Oxford University Press.
- AAAS (American Association for the Advancement of Science). 1994. Benchmarks for Science Literacy. NY: Oxford University Press.
- Bakeman, Roger, Byron F. Robinson, and Vicenç Quera. 1996. “Testing Sequential Association: Estimating Exact P Values Using Sampled Permutations.” Psychological Methods 1 (1): 4–15. doi:https://doi.org/10.1037/1082-989x.1.1.4.
- Bekker, Tilde, Saskia Bakker, Iris Douma, Janneke van der Poel, and Koen Scheltenaar. 2015. “Teaching Children Digital Literacy through Design-Based Learning with Digital Toolkits in Schools.” International Journal of Child-Computer Interaction 5: 29–38. doi:https://doi.org/10.1016/j.ijcci.2015.12.001.
- Biomimicry Institute. Accessed November 1, 2021. https://biomimicry.org/what-is-biomimicry/#:˜:text=Biomimicry%20is%20a%20practice%20that,find%20hope%20along%20the%20way.
- Bybee, Rodger W. 2006. “Scientific Inquiry and Science Teaching.” In Scientific Inquiry and Nature of Science, 1–14. Dordrecht: Springer. doi:https://doi.org/10.1007/978-1-4020-5814-1_1.
- Camilli, Gregory, and Ronil Hira. 2019. “Introduction to Special Issue—Stem Workforce: STEM Education and the Post-Scientific Society.” Journal of Science Education and Technology 28 (1): 1–8. doi:https://doi.org/10.1007/s10956-018-9759-8.
- Crismond, David. 2001. “Learning and Using Science Ideas when Doing Investigate-and-Redesign Tasks: A Study of Naive, Novice, and Expert Designers Doing Constrained and Scaffolded Design Work.” Journal of Research in Science Teaching 38 (7): 791–820. doi:https://doi.org/10.1002/tea.1032.
- Cross, Nigel. 2001. “Design Cognition: results from protocol and other empirical studies of design activity.” In Design Knowing and Learning: Cognition in Design Education, edited by Charles Eastman, W. Michael McCracken, and Wendy C. Newstetter, 79–103. GA: Elsevier Science. doi:https://doi.org/10.1016/b978-008043868-9/50005-x.
- Cross, Nigel. 2004. “Expertise in Design: An Overview.” Design Studies 25 (5): 427–441. doi:https://doi.org/10.1016/j.destud.2004.06.002.
- Dorst, Kees. 2015. “Frame Creation and Design in the Expanded Field.” She Ji: The Journal of Design, Economics, and Innovation 1 (1): 22–33. doi:https://doi.org/10.1016/j.sheji.2015.07.003.
- Dorst, Kees, and Nigel Cross. 2001. “Creativity in the Design Process: Co-evolution of Problem–Solution.” Design Studies 22 (5): 425–437. doi:https://doi.org/10.1016/S0142-694X(01)00009-6.
- Dym, Clive L., Alice M. Agogino, Ozgur Eris, Daniel D. Frey, and Larry J. Leifer. 2005. “Engineering Design Thinking, Teaching, and Learning.” Journal of Engineering Education 94 (1): 103–120. doi:https://doi.org/10.1002/j.2168-9830.2005.tb00832.x.
- Ericsson, Anders, and Herbert A. Simon. 1993. Protocol Analysis: Verbal Reports as Data. Cambridge, MA: Bradford Books, MIT Press.
- Fortus, David, Joseph Krajcik, Ralph Charles Dershimer, Ronald W. Marx, and Rachel Mamlok-Naaman. 2005. “Design-Based Science and Real-World Problem-Solving.” International Journal of Science Education 27 (7): 855–879. doi:https://doi.org/10.1080/09500690500038165.
- Gall, Meredith Damien, Walter R. Borg, and Joyce P. Gall. 1996. Educational Research: An Introduction. London, UK: Longman Publishing.
- Gauch Jr, Hugh G. 2003. Scientific Method in Practice. Cambridge: Cambridge University Press.
- Goel, Vinod. 2014. “Creative Brains: Designing in the Real World.” Frontiers in Human Neuroscience 8: 241. doi:https://doi.org/10.3389/fnhum.2014.00241.
- Grubbs, Michael, and Greg Strimel. 2015. “Engineering Design: The Great Integrator.” Journal of STEM Teacher Education 50 (1): 8.
- Grubbs, Michael E., Greg J. Strimel, and Eunhye Kim. 2018. “Examining Design Cognition Coding Schemes for P-12 Engineering/Technology Education.” International Journal of Technology and Design Education 28 (4): 899–920. doi:https://doi.org/10.1007/s10798-017-9427-y.
- Guzey, Siddika Selcen, Tamara J Moore, and Michael Harwell. 2016. “Building Up Stem: An Analysis of Teacher-Developed Engineering Design-Based STEM Integration Curricular Materials.” Journal of Pre-College Engineering Education Research (J-PEER) 6 (1): 11–19. doi:https://doi.org/10.7771/2157-9288.1129.
- Halfin, Harold Herman. 1973. “Technology: A Process Approach.” PhD diss., West Virginia University.
- Han, Jung, Todd Kelley, Scott Bartholomew, and J. Geoff Knowles. 2020. “Sharpening STEL with Integrated STEM.” Technology and Engineering Teacher 80 (3): 24–29. https://www.proquest.com/docview/2458779085?pq-origsite=gscholar&fromopenview=true.
- Helmane, Ineta, and Ilze Briška. 2017. “What Is Developing Integrated or Interdisciplinary or Multidisciplinary or Transdisciplinary Education in School?” Journal of Pedagogy and Psychology “Signum Temporis” 9 (1): 7–15. doi:https://doi.org/10.1515/sigtem-2017-0010.
- ITEEA (International Technology and Engineering Educators Association). 2020. Standards for Technological and Engineering Literacy: The Role of Technology and Engineering in STEM Education. Reston, VA: ITEEA.
- Jeong, Allan C. 2003. “The Sequential Analysis of Group Interaction and Critical Thinking in Online.” American Journal of Distance Education 17 (1): 25–43. doi:https://doi.org/10.1207/s15389286ajde1701_3.
- Jeong, Allan C. 2005. “A Guide to Analyzing Message–Response Sequences and Group Interaction Patterns in Computer-Mediated Communication.” Distance Education 26 (3): 367–383. doi:https://doi.org/10.1080/01587910500291470.
- Jonassen, David H. 2000. “Toward a Design Theory of Problem Solving.” Educational Technology Research and Development 48 (4): 63–85. doi:https://doi.org/10.1007/bf02300500.
- Kelley, Todd R. 2008. “Cognitive Processes of Students Participating in Engineering-Focused Design Instruction.” Journal of Technology Education 19 (2): 50–64.
- Kelley, Todd R. 2010. “Optimization, an Important Stage of Engineering Design.” The Technology Teacher 69 (5): 18.
- Kelley, T. R. 2020. “The Anatomy of a Design Brief.” Technology and Engineering Teacher 79 (7): 8–12.
- Kelley, T. R., B. M. Capobianco, and K. J. Kaluf. 2015. “Concurrent Think-Aloud Protocols to Assess Elementary Design Students.” International Journal of Technology and Design Education 25 (4): 521–540. doi:https://doi.org/10.1007/s10798-014-9291-y.
- Kelley, Todd R., and J. Geoff Knowles. 2016. “A Conceptual Framework for Integrated STEM Education.” International Journal of STEM Education 3 (1): 1–11. doi:https://doi.org/10.1186/s40594-016-0046-z.
- Kelley, Todd R., J. Geoff Knowles, Jung Han, and Andrea Nelson Trice. 2021. “Integrated STEM Models of Implementation.” Journal of STEM Education: Innovations & Research 22 (1): 34–45. https://www.jstem.org/jstem/index.php/JSTEM/article/view/2395/2200.
- Kelley, T. R., J. G. Knowles, J. D. Holland, and J. Han. 2020. “Increasing High School Teachers Self-Efficacy for Integrated STEM Instruction through a Collaborative Community of Practice.” International Journal of STEM Education 7 (1): 1–13. doi:https://doi.org/10.1186/s40594-020-00211-w.
- Kolb, David A. 2014. Experiential Learning: Experience as the Source of Learning and Development. NJ: Prentice-Hall Inc.
- Lawson, Bryan. 1979. “Cognitive Strategies in Architectural Design.” Ergonomics 22 (1): 59–68. doi:https://doi.org/10.1080/00140137908924589.
- Lawson, Bryan. 2006. How Designers Think: The Design Process Demystifyed. Oxford: Architectural.
- Lloyd, Peter, Bryan Lawson, and Peter Scott. 1995. “Can Concurrent Verbalization Reveal Design Cognition?” Design Studies 16 (2): 237–259. doi:https://doi.org/10.1016/0142-694x(94)00011-2.
- McHugh, Marry L. 2012. “Interrater Reliability: The Kappa Statistic.” Biochemia Medica 22 (3): 276–282. doi:https://doi.org/10.11613/bm.2012.031.
- Meyer, Karen. 1991. “Children as experimenters: Elementary students’ actions in an experimental context with magnets.” PhD diss., University of British Columbia.
- Nadelson, Louis S., and Anne L. Seifert. 2017. “Integrated Stem Defined: Contexts, Challenges, and the Future.” The Journal of Educational Research 110 (3): 221–223. doi:https://doi.org/10.1080/00220671.2017.1289775.
- NGSS Lead States. 2013. Next Generation Science Standards: For States, by States. Washington, DC: The National Academies Press.
- NRC (National Research Council). 1996. National Science Education Standards. Washington, DC: National Academies Press.
- NRC (National Research Council). 2009. Engineering in K-12 Education: Understanding the Status and Improving the Prospects. Washington, DC: National Academies Press.
- NRC (National Research Council). 2012. A Framework for K-12 Science Education: Practices, Crosscutting Concepts, and Core Ideas. Washington, DC: National Academies Press.
- Pearson, Greg. 2017. “National Academies Piece on Integrated Stem.” The Journal of Educational Research 110 (3): 224–226. doi:https://doi.org/10.1080/00220671.2017.1289781.
- Pedaste, Margus, Mario Mäeots, Leo A. Siiman, Ton de Jong, Siswa A.N. van Riesen, Ellen T. Kamp, Constantinos C. Manoli, Zacharias C. Zacharia, and Eleftheria Tsourlidaki. 2015. “Phases of Inquiry-Based Learning: Definitions and the Inquiry Cycle.” Educational Research Review 14: 47–61. doi:https://doi.org/10.1016/j.edurev.2015.02.003.
- Purzer, Şenay, Molly Hathaway Goldstein, Robin S Adams, Charles Xie, and Saeid Nourian. 2015. “An Exploratory Study of Informed Engineering Design Behaviors Associated with Scientific Explanations.” International Journal of STEM Education 2 (1): 1–12. doi:https://doi.org/10.1186/s40594-015-0019-7.
- Strimel, Greg J. 2014. “Engineering Design: A Cognitive Process Approach.” PhD diss., Old Dominion University.
- Strimel, Greg J., Scott R. Bartholomew, Eunhye Kim, and Liwei Zhang. 2018. “An Investigation of Engineering Design Cognition and Achievement in Primary School.” Journal for STEM Education Research 1 (1): 173–201.
- Strimel, Greg J., Eunhye Kim, Michael E. Grubbs, and Tanner J. Huffman. 2020. “A Meta-Synthesis of Primary and Secondary Student Design Cognition Research.” International Journal of Technology and Design Education 30 (2): 243–274. doi:https://doi.org/10.1007/s10798-019-09505-9.
- Sung, Euisuk. 2018. “How Children Solve Engineering Design Problems: A Study of Design Process Patterns Using Sequential Analysis.” PhD diss., Purdue University. https://search.proquest.com/docview/2111251015?accountid=13360.
- Sung, Euisuk, Todd R. Kelley, and Jung Han. 2019. “Influence of Sketching Instruction on Elementary Students’ Design Cognition: A Study of Three Sketching Approaches.” Journal of Engineering Design 30 (6): 199–226. doi:https://doi.org/10.1080/09544828.2019.1617413.
- Welch, Malcolm. 1999. “Analyzing the Tacit Strategies of Novice Designers.” Research in Science & Technological Education 17 (1): 19–34. doi:https://doi.org/10.1080/0263514990170102.
- Wicklein, Robert C., and Jay W. Rojewski. 1999. “Toward a ‘Unified Curriculum Framework’ for Technology Education.” Journal of Industrial Teacher Education (JITE) 36 (4). https://scholar.lib.vt.edu/ejournals/JITE/v36n4/wicklein.html.
- Windschitl, Mark, Jessica Thompson, and Melissa Braaten. 2008. “Beyond the Scientific Method: Model-Based Inquiry as a New Paradigm of Preference for School Science Investigations.” Science Education 92 (5): 941–967. doi:https://doi.org/10.1002/sce.20259.