Behaviour-based dependency networks between places shape urban economic resilience

IF 21.4 1区 心理学 Q1 MULTIDISCIPLINARY SCIENCES
Takahiro Yabe, Bernardo García Bulle Bueno, Morgan R. Frank, Alex Pentland, Esteban Moro
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引用次数: 0

Abstract

Disruptions, such as closures of businesses during pandemics, not only affect businesses and amenities directly but also influence how people move, spreading the impact to other businesses and increasing the overall economic shock. However, it is unclear how much businesses depend on each other during disruptions. Leveraging human mobility data and same-day visits in five US cities, we quantify dependencies between points of interest encompassing businesses, stores and amenities. We find that dependency networks computed from human mobility exhibit significantly higher rates of long-distance connections and biases towards specific pairs of point-of-interest categories. We show that using behaviour-based dependency relationships improves the predictability of business resilience during shocks by around 40% compared with distance-based models, and that neglecting behaviour-based dependencies can lead to underestimation of the spatial cascades of disruptions. Our findings underscore the importance of measuring complex relationships in patterns of human mobility to foster urban economic resilience to shocks.

Abstract Image

地方之间基于行为的依赖网络塑造了城市的经济弹性
大流行期间企业关闭等中断不仅直接影响到企业和便利设施,还影响到人们的出行方式,将影响蔓延到其他企业,加剧了整体经济冲击。然而,目前尚不清楚在中断期间,企业之间的相互依赖程度有多大。利用美国5个城市的人员流动数据和当日访问情况,我们量化了包括企业、商店和便利设施在内的兴趣点之间的依赖关系。我们发现,根据人类流动性计算的依赖网络显示出明显更高的远距离连接率,并倾向于特定的兴趣点类别对。我们表明,与基于距离的模型相比,使用基于行为的依赖关系可以将冲击期间业务弹性的可预测性提高约40%,并且忽略基于行为的依赖关系可能导致对中断的空间级联的低估。我们的研究结果强调了衡量人类流动模式中的复杂关系对于增强城市经济抵御冲击的能力的重要性。
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来源期刊
Nature Human Behaviour
Nature Human Behaviour Psychology-Social Psychology
CiteScore
36.80
自引率
1.00%
发文量
227
期刊介绍: Nature Human Behaviour is a journal that focuses on publishing research of outstanding significance into any aspect of human behavior.The research can cover various areas such as psychological, biological, and social bases of human behavior.It also includes the study of origins, development, and disorders related to human behavior.The primary aim of the journal is to increase the visibility of research in the field and enhance its societal reach and impact.
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