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Investigating Learners' Perception of Learning Analytics Dashboard to Improve Learning Interaction in Online Learning System

机译:研究学习者对学习分析仪表板的看法,提高在线学习系统中的学习互动

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Big data has changed the approach in designing an e-Learning. When students interact with e-Learning content, automatically generating data, we can collect and trace their learning tracks. The data is processed and analyzed, then used to understand the behavioral characteristics of the user or student to enable a personalized learning experience. In this study, learning analytics dashboard was used to improve learning interaction which impacts the learning successfulness. Tests were conducted on 67 students in the Educational Technology Department of the State University of Malang and distributed questionnaires and then analyzed using descriptive methods. The result is that most of the students who take online learning using the learning analytics dashboard find it helpful to carry out self-evaluations of their interaction hence they can manage their learning. The results of the study showed that most participants agreed that LAD could provide information to them regarding their interactions with learning content (M = 4.15, SD = 0.557), learning environment (M = 4.13, SD = 0.457), as well as the participants could conduct problem identification during their learning process (M = 3.88, SD = 0.477).
机译:大数据改变了设计电子学习的方法。当学生与电子学习内容互动时,自动生成数据,我们可以收集并跟踪他们的学习轨道。处理和分析数据,然后用于了解用户或学生的行为特征,以实现个性化学习体验。在这项研究中,学习分析仪表板用于改善影响学习成功的学习互动。在玛琅大学教育技术部门的67名学生进行了测试,然后使用描述性方法分析。结果是,大多数使用学习分析仪表板在线学习的大多数学生都会发现对其互动的自我评估有助于他们可以管理他们的学习。该研究结果表明,大多数参与者同意LAD可以向他们提供关于它们与学习内容的交互的信息(M = 4.15,SD = 0.557),学习环境(M = 4.13,SD = 0.457)以及参与者可以在学习过程中进行问题识别(M = 3.88,SD = 0.477)。

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