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The Affect Effect: Integrating Student Emotions into the Design of Engineering Technology Courses with Optimization Method

机译:影响效果:通过优化方法将学生情绪整合到工程技术课程的设计中

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This Innovative Practice Full Paper presents a study that enhanced both cognitive and non-cognitive learning outcomes through optimizing science, technology, engineering and math (STEM) students’ affective responses. Much of engineering education has focused on designing courses and curriculum to maximize both cognitive and, increasingly, non-cognitive learning outcomes. The role of affective outcomes, such as feelings or values, have been comparatively under-studied in the engineering context [1]. This despite the fact that there is promising research in both educational psychology and computer science that links positive affect with enhanced learning outcomes [2], [3].To design a study based on affect, an engineering professor partnered with an advanced undergraduate psychology student to develop a model for capturing and applying affective outcomes in applied engineering courses. To measure affect, we collected weekly surveys of the students’ affective responses to both the mode of delivery and nature of the content using categories such as boredom, surprise, and confidence, each of which have been identified as potentially significant by other researchers. We then integrated the students’ responses into a predictive linear recursion model, which was, in turn, used to make curricular decisions periodically throughout the semester. In other words, the students’ affective responses were used to influence the content and the delivery of the course as it was being taught.Our findings suggest that using this predictive model to optimize affective responses could be used as the basis of responsive course design and the enhancement of student learning outcomes. The study has implications for the further study of the role of affective outcomes in engineering education; as well as the advancement of co-created (with students) models of instructional and curricular design that incorporate affective variables.
机译:这种创新的练习全文介绍了通过优化科学,技术,工程和数学(Stem)的情感反应来增强认知和非认知学习结果的研究。工程教育的大部分都集中在设计课程和课程中,以最大限度地提高认知和越来越多的非认知学习结果。情感结果(例如感情或价值)的作用在工程背景下已经相对较低了[1]。尽管这一事实上,在教育心理学和计算机科学方面存在有前途的研究,可以通过增强的学习结果与积极的影响联系[2],[3]。设计基于影响的研究,工程教授与先进的本科心理学学生合作制定应用工程课程中捕获和应用情感结果的模型。为了衡量影响,我们每周收集学生的情感反应,对诸如无聊,惊喜和信心等类别的类别,每个类别的分类都被其他研究人员确定为潜在的重要性。然后,我们整合了学生的反应成线性预测模型递归,这是反过来,用来定期整个学期课程做出决定。换句话说,学生的情感响应被用来影响内容和课程的交付,因为它正在教授。试图使用这种预测模型优化情感反应可以作为响应课程设计的基础和增强学生学习结果。该研究对进一步研究有情感结果在工程教育中的作用有影响;除了共同创造的(与学生)的课程和课程设计的型号的进步,包括情感变量。

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