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Context Becomes Content: Sensor Data for Computer-Supported Reflective Learning

机译:上下文成为内容:用于计算机支持的反射学习的传感器数据

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摘要

Wearable devices and ambient sensors can monitor a growing number of aspects of daily life and work. We propose to use this context data as content for learning applications in workplace settings to enable employees to reflect on experiences from their work. Learning by reflection is essential for today’s dynamic work environments, as employees have to adapt their behavior according to their experiences. Building on research on computer-supported reflective learning as well as persuasive technology, and inspired by the Quantified Self community, we present an approach to the design of tools supporting reflective learning at work by turning context information collected through sensors into learning content. The proposed approach has been implemented and evaluated with care staff in a care home and voluntary crisis workers. In both domains, tailored wearable sensors were designed and evaluated. The evaluations show that participants learned by reflecting on their work experiences based on their recorded context. The results highlight the potential of sensors to support learning from context data itself and outline lessons learned for the design of sensor-based capturing methods for reflective learning.
机译:穿戴式设备和环境传感器可以监视越来越多的日常生活和工作。我们建议将此上下文数据用作工作场所设置中学习应用程序的内容,以使员工能够反思自己的工作经验。反思学习对于当今动态的工作环境至关重要,因为员工必须根据自己的经验来调整自己的行为。基于对计算机支持的反思性学习和说服性技术的研究,并受“量化自我”社区的启发,我们提出了一种设计工具的方法,该工具通过将通过传感器收集的上下文信息转化为学习内容来支持工作中的反思性学习。所提议的方法已在养老院的护理人员和自愿的危机工作者中得到实施和评估。在这两个领域,都设计和评估了量身定制的可穿戴传感器。评估显示,参与者通过根据所记录的上下文反思他们的工作经验来学习。结果突出了传感器支持从上下文数据本身学习的潜力,并概述了为设计基于传感器的反射学习捕获方法而设计的经验教训。

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