DESIGN OF LEARNING ANALYTICS DASHBOARD SUPPORTING METACOGNITION

Li Chen, M. Lu, Yoshiko Goda, M. Yamada
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引用次数: 15

Abstract

Metacognition is an aspect in self-regulated learning and is necessary to achieve such learning in an effective and efficient manner. However, it is not always easy and accurate for learners to monitor or assess their own metacognition. In this study, we designed a learning analytics dashboard to improve self-regulated learning in online environments through the collection and analysis of learning log data. There are two separate dashboards used in our system: a knowledge monitoring dashboard and a strategy use dashboard. The knowledge monitoring dashboard is designed to support the knowledge monitoring skills of learners, allowing them to monitor their prior knowledge, whereas the strategy use dashboard is designed to help learners develop metacognitive skills of planning, monitoring, and regulation.
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支持元认知的学习分析仪表板设计
元认知是自我调节学习的一个方面,是有效、高效地实现自我调节学习的必要条件。然而,学习者监控或评估自己的元认知并不总是容易和准确的。在这项研究中,我们设计了一个学习分析仪表板,通过收集和分析学习日志数据来提高在线环境下的自我调节学习。我们的系统中使用了两个独立的仪表板:一个是知识监控仪表板,一个是策略使用仪表板。知识监控仪表板旨在支持学习者的知识监控技能,使他们能够监控自己的先验知识,而策略使用仪表板旨在帮助学习者培养规划、监控和调节的元认知技能。
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