Nowcasting economic activity with mobility data

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Kohei Matsumura , Yusuke Oh , Tomohiro Sugo , Koji Takahashi
{"title":"Nowcasting economic activity with mobility data","authors":"Kohei Matsumura ,&nbsp;Yusuke Oh ,&nbsp;Tomohiro Sugo ,&nbsp;Koji Takahashi","doi":"10.1016/j.jjie.2024.101327","DOIUrl":null,"url":null,"abstract":"<div><p>We develop high-frequency indices to measure sales in service industries and production in the manufacturing sector using GPS mobility data from mobile applications. First, by utilizing the point of interest data, we develop indicators to capture sales in amusement parks, shopping centers, and food services. Second, we construct indicators for nowcasting production based on the foot traffic in factory areas that are identified by using the Economic Census and mobility patterns. We find that the mobility data allow us to nowcast sales in the service sectors and have the potential to be used to nowcast the production in labor-intensive industries.</p></div>","PeriodicalId":2,"journal":{"name":"ACS Applied Bio Materials","volume":null,"pages":null},"PeriodicalIF":4.6000,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Applied Bio Materials","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0889158324000236","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, BIOMATERIALS","Score":null,"Total":0}
引用次数: 0

Abstract

We develop high-frequency indices to measure sales in service industries and production in the manufacturing sector using GPS mobility data from mobile applications. First, by utilizing the point of interest data, we develop indicators to capture sales in amusement parks, shopping centers, and food services. Second, we construct indicators for nowcasting production based on the foot traffic in factory areas that are identified by using the Economic Census and mobility patterns. We find that the mobility data allow us to nowcast sales in the service sectors and have the potential to be used to nowcast the production in labor-intensive industries.

利用流动性数据预报经济活动
我们利用移动应用程序中的 GPS 移动数据,开发了衡量服务业销售额和制造业生产额的高频指数。首先,通过利用兴趣点数据,我们开发了反映游乐园、购物中心和餐饮服务业销售情况的指标。其次,我们根据经济普查和流动模式确定的工厂区人流量,构建了生产预报指标。我们发现,流动性数据使我们能够对服务行业的销售情况进行预测,并有可能用于对劳动密集型行业的生产情况进行预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信