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On the Quality of Real-world Wearable Data in a Longitudinal Study of Information Workers

机译:信息工作者纵向研究中的真实可穿戴数据质量

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Over the past few years, an incredible diversity of consumer-grade wearables has emerged with tremendous breadth in capabilities, form factor, and cost. These wearable devices show significant promise for researchers to conduct expansive research studies in terms of scale, scope, and duration. Unfortunately, there is limited public data shared with respect to the data quality, device longevity, and scaling issues that emerge when trying to execute such studies. To that end, we share real-world results with respect to data quality, participant compliance, and device efficacy on a large scale, longitudinal study involving over seven hundred and fifty working professionals over the period of an entire year. In this paper, we present analyses with respect to the different types of data being collected including sleep, heart rate, physical activity, and stress. Furthermore, we explore participants behavior regarding charging frequency, and device robustness to further aid researchers considering large scale wearable studies.
机译:在过去的几年中,出现了令人难以置信的消费级可穿戴设备多样性,其功能,外形尺寸和成本极为广泛。这些可穿戴设备向研究人员展示了在规模,范围和持续时间方面进行广泛研究的巨大前景。不幸的是,在尝试执行此类研究时,就数据质量,设备寿命和扩展性问题而言,共享的公共数据有限。为此,我们在一年的时间里进行了大规模的纵向研究,分享了有关数据质量,参与者合规性和设备功效方面的真实结果。在本文中,我们对收集的不同类型的数据进行了分析,包括睡眠,心率,体力活动和压力。此外,我们探讨了参与者关于充电频率和设备耐用性的行为,以进一步帮助研究人员考虑进行大规模可穿戴研究。

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