Urban artificial intelligence, market turnover, and productivity

IF 5.5 2区 经济学 Q1 ECONOMICS
Tao Ma, Huaxin Zhong, Tiantian Wang, Junzhen Li, Hao Wang
{"title":"Urban artificial intelligence, market turnover, and productivity","authors":"Tao Ma,&nbsp;Huaxin Zhong,&nbsp;Tiantian Wang,&nbsp;Junzhen Li,&nbsp;Hao Wang","doi":"10.1016/j.strueco.2026.01.009","DOIUrl":null,"url":null,"abstract":"<div><div>Firm dynamics are a fundamental driver of regional productivity growth. This study examines how urban AI development shapes firm dynamics and regional productivity using Chinese city-level and firm registration data (2014–2023). We find AI stimulates both firm entry and exit while raising incumbent firm productivity. Mediation analysis shows that increased entry is the primary channel through which AI enhances regional productivity. Effects are stronger in eastern regions, core cities, and technology-intensive sectors. In some traditional industries, AI leads to significantly stronger exit than entry effects, and even reduces productivity in certain sectors. Spatial econometric results reveal AI attracts entry to specific locations (a “siphoning effect”) while reducing exit pressures elsewhere (a “buffering effect”). The research offers new evidence on how AI influences economic efficiency through firm reallocation, with implications for regional policy.</div></div>","PeriodicalId":47829,"journal":{"name":"Structural Change and Economic Dynamics","volume":"77 ","pages":"Pages 218-229"},"PeriodicalIF":5.5000,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Structural Change and Economic Dynamics","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0954349X26000159","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/15 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0

Abstract

Firm dynamics are a fundamental driver of regional productivity growth. This study examines how urban AI development shapes firm dynamics and regional productivity using Chinese city-level and firm registration data (2014–2023). We find AI stimulates both firm entry and exit while raising incumbent firm productivity. Mediation analysis shows that increased entry is the primary channel through which AI enhances regional productivity. Effects are stronger in eastern regions, core cities, and technology-intensive sectors. In some traditional industries, AI leads to significantly stronger exit than entry effects, and even reduces productivity in certain sectors. Spatial econometric results reveal AI attracts entry to specific locations (a “siphoning effect”) while reducing exit pressures elsewhere (a “buffering effect”). The research offers new evidence on how AI influences economic efficiency through firm reallocation, with implications for regional policy.
城市人工智能、市场周转、生产力
企业动态是区域生产率增长的根本驱动力。本研究利用2014-2023年中国城市层面和企业注册数据,考察了城市人工智能发展如何塑造企业动态和区域生产力。我们发现人工智能刺激了企业进入和退出,同时提高了现有企业的生产率。中介分析表明,增加进入是人工智能提高区域生产力的主要渠道。东部地区、核心城市和技术密集型行业的影响更大。在一些传统行业,人工智能导致的退出效应明显强于进入效应,甚至降低了某些行业的生产率。空间计量经济学结果显示,人工智能吸引了特定地点的进入(“虹吸效应”),同时减少了其他地方的退出压力(“缓冲效应”)。该研究为人工智能如何通过企业再配置影响经济效率提供了新的证据,并对区域政策产生了影响。
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
CiteScore
9.60
自引率
4.90%
发文量
159
期刊介绍: Structural Change and Economic Dynamics publishes articles about theoretical, applied and methodological aspects of structural change in economic systems. The journal publishes work analysing dynamics and structural breaks in economic, technological, behavioural and institutional patterns.
×
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:604180095
Book学术官方微信
小红书