学习分析系统回顾

Zilong Pan, Lauren Biegley, Allen Taylor, Hua Zheng
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引用次数: 0

摘要

学习管理系统(LMS)在教育环境中被广泛用于支持教学实践。学习者和教师生成的使用日志数据有助于开发和实施旨在促进教学活动的学习分析(LA)干预措施。为了研究学习分析干预措施在学习管理系统中的开发现状及其对改善教学实践的实证影响,我们进行了一项系统性综述,研究了从 2012 年到 2023 年发表的 27 篇文章。综述的结果为在学习管理系统中实施学习分析干预措施的设计和开发提供了宝贵的见解,为这些干预措施的影响提供了实证证据,同时也为未来的设计和应用提供了启示。
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A Systematic Review of Learning Analytics
The learning management system (LMS) is widely used in educational settings to support teaching and learning practices. The usage log data, generated by both learners and instructors, enables the development and implementation of learning analytics (LA) interventions aimed at facilitating teaching and learning activities. To examine the current status of the development and empirical impacts of learning analytics–incorporated interventions within LMSs on improving teaching and learning practices, we conducted a systematic review that examined 27 articles published from 2012 through 2023. The outcomes of this review provided valuable insights into the design and development of learning analytics–incorporated interventions implemented on LMSs and empirical evidence of the impacts of these interventions, along with implications to inform future design and applications.
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