Capturing Learner's Activity Events from a Mobile Learning System Using Adaptive Event Framework

Juliet Mutahi, Oliver E. Bent, Andrew Kinai, Komminist Weldemariam, Bikram Sengupta
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引用次数: 5

Abstract

Several mobile-enabled solutions for education transformation have been deployed in Africa. Drawbacks of these systems include, a predominant focus on disseminating bulk learning content, student outcomes are measured solely on quantitative performance metrics, a lack of instrumentation to capture fine-grained user interaction data, and finally none of them seem to focus on capturing the contextual factors affecting learners. Hence, there are few chances to fully empower educators to create effective interventions for their students. In this paper, we present an adaptive event framework library that can be embedded within a blended learning environment. It enables the capturing of fine-grained learners activity stream data, including learners sentiment and context information. We conducted a limited controlled experiment to evaluate the effectiveness of the event framework. The real time visualizations provide useful insights to teachers in understanding their classroom and/or individual student engagement and progress. Finally, we outline challenges and preliminary solution how such system can be deployed in resource constrained environments.
使用自适应事件框架从移动学习系统中捕获学习者的活动事件
非洲已经部署了若干用于教育转型的移动解决方案。这些系统的缺点包括,主要侧重于传播大量学习内容,学生成绩仅通过定量绩效指标来衡量,缺乏捕获细粒度用户交互数据的工具,最后似乎没有一个系统专注于捕获影响学习者的上下文因素。因此,很少有机会充分授权教育工作者为学生创造有效的干预措施。在本文中,我们提出了一个可嵌入到混合学习环境中的自适应事件框架库。它支持捕获细粒度的学习者活动流数据,包括学习者情绪和上下文信息。我们进行了一个有限的对照实验来评估事件框架的有效性。实时可视化为教师了解他们的课堂和/或个别学生的参与和进步提供了有用的见解。最后,我们概述了如何在资源受限的环境中部署这种系统的挑战和初步解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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