为学习分析设计叙述性幻灯片

Qing Chen, Zhen Li, T. Pong, Huamin Qu
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引用次数: 10

摘要

数据可视化的实用能力目前在电子学习领域备受关注。近年来,越来越多的研究帮助教师更好地分析学习者的行为并反思他们的教学。然而,目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来探索过程。此外,现有系统缺乏沟通能力,限制了用户将信息片段的叙述组织成一个引人注目的数据故事。在本文中,我们提出了一种带有交互式幻灯片的叙事可视化方法,帮助教师和教育专家探索潜在的学习模式并传达数据故事。该方法包含三个关键组成部分:导览概念、下钻路径和向内挖掘勘探维度。用例进一步展示了在电子学习环境中使用这种视觉叙述方法的潜力。
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Designing Narrative Slideshows for Learning Analytics
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 elearning 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.
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