The Relationship Between Learner Characteristics and Student Outcomes in a Middle School Computing Course: An Exploratory Analysis Using Structural Equation Modeling

The Relationship Between Learner Characteristics and Student Outcomes in a Middle School Computing Course: An Exploratory Analysis Using Structural Equation Modeling
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中学计算机课程中学习者特征与学生成绩之间的关系:使用结构方程模型的探索性分析

DOI:
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发表时间:
2019
影响因子:
5.1
通讯作者:
Jonathan D. Cohen
Jonathan D. Cohen
中科院分区:
教育学3区
文献类型:
--
作者:
T. Ketenci;Brendan Calandra;Lauren E. Margulieux;Jonathan D. Cohen

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摘要本研究在为期7周的中学计算机课程中进行,采用结构方程模型来研究自我效能感、兴趣和先前的计算机经验与学生计算机科学学习成果之间的总体累积关系。研究结果表明,52%的学生成功的方差,通过计算思维测验和基于规则的评估参与者的计算工件,与上述学习者的特点。这些研究结果具有理论和实践意义,并建议未来的研究和教学设计实践中K-12计算教育应该考虑到这些学习者的特点。
Abstract This study, which took place during a 7-week middle school computing course, used structural equation modeling to examine the overall cumulative relationship between self-efficacy, interest, and prior computing experience and students’ computer science learning outcomes. The findings indicated that 52% of the variance of student success, measured by a computational thinking quiz and rubric-based evaluations of participants’ computing artifacts, was related to the aforementioned learner characteristics. These findings have implications for theory and practice and suggest that future research and instructional design practice in K–12 computing education should take these learner characteristics into account.
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