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Designing Narrative Slideshows for Learning Analytics

机译:设计叙事幻灯片用于学习分析

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The practical power of data visualization is currently attracting much attention in the e-learning domain. A growing number of studies have been conducted in recent years to help instructors better analyze learner behavior and reflect on their teaching. However, current e-learning dashboards and visualization systems usually require a lot of time and effort into the exploration process. Moreover, the lack of communication power of existing systems constrains users from organizing the narrative of information pieces into a compelling data story. In this paper, we have proposed a narrative visualization approach with an interactive slideshow that helps instructors and education experts explore potential learning patterns and convey data stories. This approach contains three key components: guided-tour concept, drill-down path, and dig-in exploration dimension. The use cases further demonstrate the potential of employing this visual narrative approach in the e-learning context.
机译:数据可视化的实际功能目前在电子学习域中引起了很多关注。近年来进行了越来越多的研究,以帮助教师更好地分析学习者行为并反思他们的教学。但是,当前的电子学习仪表板和可视化系统通常需要大量的时间和精力进入探索过程。此外,现有系统的缺乏通信能力限制了用户将信息部分的叙述组织成一个引人注目的数据故事。在本文中,我们提出了一种叙述性可视化方法,其互动幻灯片可以帮助教师和教育专家探索潜在的学习模式和传达数据故事。这种方法包含三个关键组件:导游概念,深入路径和挖掘勘探尺寸。用例进一步展示了在电子学习背景下采用这种视觉叙事方法的潜力。

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