Department of Computer Science, Aalto University, Espoo, Finland.
Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA.
J Am Med Inform Assoc. 2023 Nov 17;30(12):1943-1953. doi: 10.1093/jamia/ocad140.
The COVID-19 pandemic has significantly impacted daily activity rhythms and life routines with people adjusting to new work schedules, exercise routines, and other everyday life activities. This study examines temporal changes in daily activity rhythms and routines during the COVID-19 pandemic, emphasizing disproportionate changes among working adult subgroups.
In June 2021, we conducted a year-long study to collect high-resolution fitness tracker data and questionnaire responses from 128 working adults. Questionnaire data were analyzed to explore changes in exercise and work routines during the pandemic. We build temporal distributions of daily step counts to quantify their daily movement rhythms, then measure their consistency over time using the inverse of the Earth mover's distance. Linear mixed-effects models were employed to compare movement rhythm variability among subpopulations.
During the pandemic, our cohort exhibited a shift in exercise routines, with a decrease in nonwalking physical exercises, while walking remained unchanged. Migrants and those living alone had less consistent daily movement rhythms compared to others. Those preferring on-site work maintained more consistent daily movement rhythms. Men and migrants returned to work more quickly after pandemic restriction measures were eased.
Our findings quantitatively show the pandemic's unequal impact on different subpopulations. This study opens new research avenues to explore why certain groups return to on-site work, exercise levels, or daily movement rhythms more slowly compared to prepandemic times.
Considering the pandemic's unequal impact on subpopulations, organizations and policymakers should address diverse needs and offer tailored support during future crises.
新冠疫情大流行显著影响了人们的日常活动节律和生活规律,人们需要适应新的工作时间表、锻炼习惯和其他日常生活活动。本研究考察了新冠疫情期间日常活动节律和规律的时间变化,强调了不同工作年龄段人群的不成比例变化。
在 2021 年 6 月,我们进行了一项为期一年的研究,从 128 名在职成年人那里收集了高分辨率健身追踪器数据和问卷调查回复。分析问卷调查数据,以探讨疫情期间锻炼和工作规律的变化。我们构建了每日步数的时间分布,以量化其日常运动节律,然后使用地球移动距离的倒数来衡量其随时间的一致性。使用线性混合效应模型比较了不同亚组人群的运动节律可变性。
在疫情期间,我们的队列表现出锻炼规律的转变,非步行体育锻炼减少,而步行保持不变。移民和独居者的日常运动节律一致性低于其他人。那些更喜欢现场工作的人保持更一致的日常运动节律。男性和移民在疫情限制措施放宽后更快地恢复工作。
我们的发现从定量角度展示了疫情对不同亚组人群的不平等影响。本研究为探索为什么某些群体在疫情后比疫情前更慢地恢复现场工作、锻炼水平或日常运动节律提供了新的研究途径。
鉴于疫情对亚组人群的不平等影响,组织和政策制定者在未来的危机中应考虑到不同的需求,并提供量身定制的支持。