动态学习评价的多维变形接口

Valentina Franzoni, Paolo Mengoni, A. Milani
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引用次数: 6

摘要

本文引入了一种创新的动态维度变形隐喻来监测学生的参与度和群体动态。使用电子学习监控工具的教师发现,这些工具通常缺乏可用性,无法对他们的学习设计提供有效的反馈。学习分析工具大多侧重于课后分析,假设用户在数据分析方面的能力很高。我们提出的工具基于视觉界面变形:界面元素的重塑,如学习对象的链接和图标,被放置在适当的位置,以反映学习者活动的一些关键绩效指标。使用各种功能汇总的定量和时间分析数据用于向教师呈现动画增强信息。为了评估所提出的工具的有效性,已经在高等教育课程的数据上进行了实验。通过日志分析和教师问卷调查对隐喻的可用性和有效性进行了评估。该工具优于传统的监控技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dimensional Morphing Interface for Dynamic Learning Evaluation
In this paper an innovative dynamic dimensional morphing metaphor is introduced to monitor students' engagement and cohort dynamic. Teachers using eLearning monitoring tools find them usually lacking usability and inadequate to give productive feedback about their learning designs. Learning analytics tools mostly focus on after course analysis with the assumption that user competence in data analysis is high. The tool we propose is based on visual interface morphing: reshaping of the interface elements, such as learning objects' links and icons, is put in place to reflect some key performance indicators of learners' activities. Quantitative and temporal analytics data, aggregated using various functions, is used to present animated enhanced information to teachers. Experiments for the assessment of the effectiveness of the proposed tool has been conducted on data from higher education courses. Through logs' analysis and teachers' questionnaires the usability and validity of the proposed metaphor has been assessed. The proposed tool outperforms traditional monitoring techniques.
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