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A comparison of college faculty and student class activity in an online learning environment using course log data

机译:使用课程日志数据的在线学习环境中高校教师和学生课程活动的比较

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Web-based blended learning environments capable of delivering online education in an academic setting are one of the latest technologies being adopted by Higher Educational Institutions (HEIs) in the Philippines. These environments have the potential to become a valuable resource to support educational communications and collaborations between faculty and students. In addition, due to the nature of the design of these environments which keeps track of faculty and student's online activities, HEIs are now also capable of routinely collecting vast quantities of online activity data from both users. Taking advantage of this data, however, is neither simple nor straightforward due to its massive volume and high rate of velocity. Based on experience, this makes it difficult for anyone to make meaningful sense and use of this data. This paper describes a proposal for mining action log data recorded in an online learning environment in the context of generating graphical representations that can be used to compare faculty and students level of activities at any stage of course progression. Initial analysis was carried out using log data obtained from several blended courses dispensed in one University using a Moodle platform. Results indicate a strong indication that the approach can be used to reveal variations in behavioral aspects of students in terms of patterns in resource access, assessment tasks, and degree of engagement. It also shows that these variations are greatly influenced by how faculty utilizes the tools available within the environment. The concluding section of this paper presents some implications for further improvements and for future research plans.
机译:能够在学术环境中提供在线教育的基于网络的混合学习环境是菲律宾高等教育机构(HEIS)采用的最新技术之一。这些环境有可能成为支持教育和学生之间的教育通信和合作的宝贵资源。此外,由于这些环境的设计性质,这些环境包括追踪教师和学生的在线活动,他现在还能够从两个用户常规收集大量的在线活动数据。然而,利用这种数据,由于其大量体积和高速速度,既不是简单也不简单。根据经验,这使得任何人都难以发挥意义的感觉和使用这些数据。本文介绍了在在在线学习环境中记录在线学习环境中记录的挖掘行动日志数据的提案,以便在线学习环境中创造可用于在课程进展的任何阶段比较教师和学生的活动水平。使用从一所大学分配的多个混合课程获得的日志数据进行初始分析,使用Moodle平台。结果表明,在资源访问,评估任务和参与程度的模式中,该方法可用于揭示学生行为方面的变化。它还表明,这些变化受到教育如何利用环境中可用的工具的影响。本文的结束部分对进一步改进和未来的研究计划提供了一些影响。

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