Analyzing K-12 Blended MOOC Learning Behaviors

Robert S. Gold, Erik Hemberg, Una-May O’Reilly
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Abstract

We investigate student learning behaviors in a Massive Open Online Course with in-person components. Our goal is to improve the design of the course through learning analytics. The programming language taught, App Inventor, is a drag-and-drop language to create Android applications. We visualize and quantify student behaviors such as automatic and manual saving of code, video sections viewed, and the various forms of knowledge required to understand the course material. It appears students are less likely to go from course material that teaches procedures to other material that teaches procedures than we would expect, and rarely review previous topics covered in the course. We also find students tend to save marginally less at the beginning and end of sessions. However, since the data set is small, our conclusions are limited.
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K-12混合式MOOC学习行为分析
我们调查了学生在大规模开放在线课程中的学习行为。我们的目标是通过学习分析来改进课程的设计。教授的编程语言App Inventor是一种拖放式语言,可以创建Android应用程序。我们可视化和量化学生的行为,例如自动和手动保存代码,查看视频部分,以及理解课程材料所需的各种形式的知识。学生似乎不太可能从讲授程序的课程材料转到讲授程序的其他材料,而不是我们所期望的那样,而且很少复习课程中涵盖的先前主题。我们还发现,学生们倾向于在课程开始和结束时少存一些钱。然而,由于数据集很小,我们的结论是有限的。
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Trust, Sustainability and [email protected] L@S'22: Ninth ACM Conference on Learning @ Scale, New York City, NY, USA, June 1 - 3, 2022 L@S'21: Eighth ACM Conference on Learning @ Scale, Virtual Event, Germany, June 22-25, 2021 Leveraging Book Indexes for Automatic Extraction of Concepts in MOOCs Evaluating Bayesian Knowledge Tracing for Estimating Learner Proficiency and Guiding Learner Behavior
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