Investigating the Role of Cognitive Abilities in Computational Thinking for Young Learners

Jean Salac, C. Thomas, C. Butler, Diana Franklin
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引用次数: 1

Abstract

With the global movement to incorporate computer science instruction into elementary education, learners are being introduced to computer science and computational thinking (CS/CT) ideas at increasingly younger ages. At these early ages, young learners are developing cognitive abilities foundational to their education. While other discipline-based education fields, such as math, science, and reading, have long studied the role of cognitive abilities, such as short-term working memory and long-term retrieval, in their respective fields, similar research in computer science education is relatively sparse. In this exploratory study, we examined the relationship between cognitive abilities and CS/CT performance of fourth-grade students (ages 9-10) who underwent either an introductory CT curriculum based on Use–>Modify–>Create or the same curriculum with additional scaffolding from the TIPP&SEE metacognitive learning strategy. Our analysis revealed performance on CT assessments to be weakly correlated with working memory and long-term retrieval, with correlations increasing as the CT concepts grew more complex. This suggests that scaffolding beyond TIPP&SEE may be needed with more complex CT concepts. We also found that when using TIPP&SEE, students scoring below average on cognitive ability tests performed as well as students in the control condition with average cognitive ability scores. These results indicate TIPP&SEE’s potential in creating more equitable computing instruction. We hope that results from this initial exploration can help encourage further study into the role of cognitive abilities in CS/CT education for young learners.
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研究认知能力在青少年计算思维中的作用
随着将计算机科学教学纳入基础教育的全球运动,学习者在越来越小的年龄就被引入计算机科学和计算思维(CS/CT)思想。在这些早期阶段,年轻的学习者正在发展对他们的教育至关重要的认知能力。虽然其他基于学科的教育领域,如数学、科学和阅读,长期以来一直在各自的领域研究认知能力(如短期工作记忆和长期检索)的作用,但在计算机科学教育方面的类似研究相对较少。在这项探索性研究中,我们研究了四年级学生(9-10岁)的认知能力与CS/CT表现之间的关系,这些学生接受了基于使用- >修改- >创建的入门CT课程,或者接受了来自TIPP&SEE元认知学习策略的附加脚手架的相同课程。我们的分析显示,CT评估的表现与工作记忆和长期检索的相关性较弱,随着CT概念变得更复杂,相关性增加。这表明在TIPP&SEE之外的脚手架可能需要更复杂的CT概念。我们还发现,当使用TIPP&SEE时,在认知能力测试中得分低于平均水平的学生表现得与认知能力得分平均的对照组学生一样好。这些结果表明TIPP&SEE在创造更公平的计算指令方面的潜力。我们希望这一初步探索的结果能够有助于进一步研究认知能力在青少年CS/CT教育中的作用。
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