Using LMS Log Data to Explore Student Engagement with Coursework Videos

S. Maloney, M. Axelsen, Linda Galligan, Joanna Turner, P. Redmond, Alice V. Brown, Marita Basson, Jill Lawrence
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引用次数: 1

Abstract

Driven by the increased availability of Learning Management System data, this study explored its value and sought understanding of student behaviour through the information contained in activity level log data. Specifically, this study examined analytics data to understand students’ engagement with online videos. Learning analytics data from the MoodleTM and Vimeo® platforms were compared. The research also examined the impact of video length on engagement, and how engagement with videos changed over the course of a semester when multiple video resources were used in a course. The comparison in platform learning analytics showed differences in metrics thus offering a caution to users relying on unidimensional metrics. While the results support the notion that log data do provide educators with an opportunity for review, the time and expertise in extracting, handling, and using the data may stifle its widespread adoption.
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使用LMS日志数据探索学生对课程作业视频的参与
在学习管理系统数据可用性增加的推动下,本研究探索了其价值,并通过活动水平日志数据中包含的信息寻求对学生行为的理解。具体来说,这项研究检查了分析数据,以了解学生对在线视频的参与程度。比较了MoodleTM和Vimeo®平台的学习分析数据。这项研究还考察了视频长度对参与度的影响,以及当一门课程中使用多个视频资源时,视频的参与度在一个学期内是如何变化的。平台学习分析的比较显示了指标的差异,因此对依赖一维指标的用户提出了警告。虽然研究结果支持这样一种观点,即日志数据确实为教育工作者提供了审查的机会,但提取、处理和使用数据的时间和专业知识可能会扼杀其广泛采用。
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