自我调节学习在学习分析仪表板的设计、实施和评估中的作用

Carl C. Haynes
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引用次数: 3

摘要

学习技术每天都会产生大量的数据。这些数据通常通过学习分析仪表板(LADs)呈现给学生,目的是提高学习者的自我调节学习能力。然而,学生们真的在使用这些指示板吗?他们是否意识到使用指示板会导致他们的行为发生任何变化?在本文中,我们报告了几个仪表板视图的开发和实现,我们称之为My Learning Analytics (MyLA)。这项研究发现,学生们认为使用仪表板对他们在使用前(演示后)计划课程活动的方式比使用后更有影响。自我调节能力较低的学习者在使用后相信这一点的人数显著减少,并且使用年级分布观点的人数最少。学生们就如何改进分数分布视图提出了一些建议,并且在使用前比使用后对MyLA的可用性给予了更积极的评价。鉴于当前仪表板的低使用率和低感知影响,我们建议研究人员使用参与式设计来非法学生的需求,并更好地纳入学生的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Role of Self-Regulated Learning in the Design, Implementation, and Evaluation of Learning Analytics Dashboards
Learning technologies are generating a vast quantity of data every day. This data is often presented to students through learning analytics dashboards (LADs) with a goal of improving learners' self-regulated learning. However, are students actually using these dashboards, and do they perceive that using dashboards lead to any changes in their behavior? In this paper we report on the development and implementation of several dashboard views, which we call My Learning Analytics (MyLA). This study found that students thought using the dashboard would have more of an effect on the way they planned their course activity at pre-use (after a demo) than post use. Low self-regulated learners believed so significantly less post-use and used the grade distribution view the least. Students made several suggestions for ways to improve the grade distribution view and rated MyLA's usability more positively at pre- than post-use. Given the low use and low perceived impact of the current dashboard, we suggest that researchers use participatory design to illicit students' needs and better incorporate student suggestions.
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