“那个学生应该成为一名驯狮员!”Stress viz:为教师设计压力分析仪表板

Riordan Alfredo, Lanbing Nie, Paul Kennedy, T. Power, C. Hayes, Hui Chen, C. McGregor, Z. Swiecki, D. Gašević, Roberto Martínez Maldonado
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引用次数: 2

摘要

近年来,人们对创建多模式学习分析(LA)系统越来越感兴趣,该系统可以自动分析学生的状态,这些状态很难用“肉眼”看到,例如认知负荷和压力水平,但这可以在很大程度上影响他们的学习体验。通过使用可穿戴设备和计算机视觉捕捉学生的身体信号,大量的研究都集中在检测这些方面。然而,很少有工作旨在设计最终用户界面,使生理数据可视化,以支持故意为学生设计的从压力环境中学习的任务。本文通过设计一个压力分析仪表板来解决这一差距,该仪表板将学生的生理数据编码为护理教育背景下真实团队模拟不同阶段的压力水平。我们对教师进行了一项定性研究,以了解(i)他们如何理解压力分析仪表板;(ii)与学生皮质醇数据相关的仪表板的信任程度;(iii)该工具在交流见解和辅助教学实践方面的潜在应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
"That Student Should be a Lion Tamer!" StressViz: Designing a Stress Analytics Dashboard for Teachers
In recent years, there has been a growing interest in creating multimodal learning analytics (LA) systems that automatically analyse students’ states that are hard to see with the "naked eye", such as cognitive load and stress levels, but that can considerably shape their learning experience. A rich body of research has focused on detecting such aspects by capturing bodily signals from students using wearables and computer vision. Yet, little work has aimed at designing end-user interfaces that visualise physiological data to support tasks deliberately designed for students to learn from stressful situations. This paper addresses this gap by designing a stress analytics dashboard that encodes students’ physiological data into stress levels during different phases of an authentic team simulation in the context of nursing education. We conducted a qualitative study with teachers to understand (i) how they made sense of the stress analytics dashboard; (ii) the extent to which they trusted the dashboard in relation to students’ cortisol data; and (iii) the potential adoption of this tool to communicate insights and aid teaching practices.
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