Using Learning Analytics to Improve the Efficacy of Mobile Authoring Tools

Akrivi Krouska, C. Troussas, M. Virvou
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引用次数: 2

Abstract

With the ongoing penetration rate of smart devices, their use is becoming popular in many areas, such as in the field of education. Recently, there has been an increasing demand for digital learning based on mobile devices, namely m-Learning. The development of an effective mobile authoring tool which provides the ability to instructors to manage the learning content with the intention not only to facilitate the content delivery, but also to improve the learning process by adapting content to students’ needs, is a critical task. To this direction, this paper presents the development of a novel mobile content authoring tool which incorporated dynamic reports on refining teaching strategies according to Learning Analytics; i.e. the analysis of the large amount of information resulting from the interaction of students with the m-learning app. The goal of this authoring tool is to support an m-learning system and help teachers to improve their instruction through personalized suggestions on the design and revision of the provided learning content. The developed authoring tool was used by teachers in secondary schools and was evaluated by them. The results of the evaluation showed that the incorporation of Learning Analytics is indeed considered as useful for the tutors supporting them through efficient authoring tools in m-learning environments.
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使用学习分析来提高移动创作工具的效率
随着智能设备的持续渗透率,它们的使用在许多领域变得流行,例如在教育领域。最近,人们对基于移动设备的数字化学习的需求越来越大,即m-Learning。开发一种有效的移动创作工具是一项至关重要的任务,它可以让教师管理学习内容,不仅可以促进内容的传递,还可以通过调整内容以适应学生的需求来改善学习过程。针对这一方向,本文提出了一种新型移动内容创作工具的开发,该工具结合了根据学习分析(Learning Analytics)提炼教学策略的动态报告;即对学生与移动学习应用程序互动产生的大量信息进行分析。该创作工具的目标是支持移动学习系统,并通过对所提供学习内容的设计和修订提出个性化建议,帮助教师改进教学。所开发的创作工具已被中学教师使用,并得到了教师的评价。评估结果表明,学习分析的结合确实被认为对导师通过移动学习环境中有效的创作工具来支持他们是有用的。
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