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Seah, Ying Ying; Magana, Alejandra J. – Journal of Science Education and Technology, 2019
Experimentation is one of the important strategies used in engineering design to understand the relationship between relevant variables so that they can be manipulated to generate optimized solution for a particular problem or design. The understanding of students' experimentation strategies allows educators to help students improve their design…
Descriptors: Science Education, Experiments, Engineering Education, Computer Assisted Design
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Magana, Alejandra J.; Elluri, Sindhura; Dasgupta, Chandan; Seah, Ying Ying; Madamanchi, Aasakiran; Boutin, Mireille – Journal of Science Education and Technology, 2019
In science and engineering education, the use of heuristics has been introduced as a way of understanding the world, and as a way to approach problem-solving and design. However, important consequences for the use of heuristics are that they do not always guarantee a correct solution. Learning by Design has been identified as a pedagogical…
Descriptors: Role, Computer Simulation, Learning Experience, Middle School Students
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Vieira, Camilo; Goldstein, Molly Hathaway; Purzer, Senay; Magana, Alejandra J. – Journal of Learning Analytics, 2016
Engineering design is a complex process both for students to participate in and for instructors to assess. Informed designers use the key strategy of conducting experiments as they test ideas to inform next steps. Conversely, beginning designers experiment less, often with confounding variables. These behaviours are not easy to assess in…
Descriptors: Engineering, Design, Experiments, Student Behavior