利用时间可视化矩阵揭示COVID-19大流行期间LMS中的用户参与模式

Aziman Abdullah, Adzhar Kamaludin, Awanis M. Romli
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引用次数: 2

摘要

COVID-19大流行期间的行动控制令(MCO)导致全球高等教育加强使用在线学习,以保持学生参与学习。许多高等院校计划采用混合学习方式,而不是完全在线,这种突然转向完全在线的学习管理系统(LMS)的性能瓶颈。因此,本文的目的是研究流行病期间LMS的用户参与模式。本研究使用的案例是马来西亚彭亨大学的LMS。本研究选择定量方法作为研究方法,使用LMS日志中的用户交互数据进行参与度分析。通过结合用户参与情境,构建时间可视化矩阵,深入了解LMS中的用户参与模式。我们的研究结果表明,即使在午夜之后,学生和教师仍然高度参与LMS。这一见解对于机构(1)部署有效的LMS运营服务质量(QoS)和(2)通过解决学生和教师的福祉问题,设计与大流行期间质量保证相关的政策非常有用和重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Uncovered User Engagement Pattern in LMS During COVID-19 Pandemic Using Temporal Visualization Matrix
Movement Controlled Order (MCO) during COVID-19 pandemic causing global higher education to intensify the use of online learning to keep student engage with their study. While many institutions of higher learning plan for blended learning approach instead of full online, this sudden shift to full online causing bottleneck performance of Learning Management System (LMS). Therefore, the aim of this paper is to study the pattern of user engagement in LMS during pandemic. The case used in this study is LMS from Universiti Malaysia Pahang. Quantitative method has been chosen as a research method in this study where user interaction data from the LMS log is been used for engagement analysis. By combining the context of user engagement, we create temporal visualization matrix to gain the insight of user engagement pattern in LMS. Our findings show that both student and instructor are still highly engaged in LMS even after midnight. This insight is useful and significant for the institution (1) to deploy effective Quaity of Service (QoS) of LMS operation and (2) to design a policies related to quality assurance during pandemic by addressing the wellbeing aspect of student and instructor.
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