{"title":"大数据试验区与供应链弹性——来自中国的准实验证据","authors":"Xuefeng Zhang, TongTong Zhao, Ruoyu Chen, Guo Li","doi":"10.1111/jbl.70026","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>The establishment of big data pilot zones (BDPZs) has generated substantial scholarly and practical focus, yet there remains limited understanding of their effects on supply chain resilience (SCR) at the microenterprise level. This study utilizes China's BDPZ as a quasi-experimental framework and analyzes firm-level panel data from the second quarter of 2009 to the fourth quarter of 2023 to evaluate the effects of BDPZ on supply chain resilience (SCR) as well as the underlying mechanisms involved. BDPZ's effects are analyzed using a staggered difference-in-differences approach, and SCR at the firm level is assessed using the entropy weight method. The findings indicate that China's BDPZ significantly enhance firms' SCR. In addition, mechanism testing reveals that this enhancement is primarily achieved through improved product competitiveness, alleviated financing constraints, and accelerated digital transformation. Furthermore, a heterogeneity analysis demonstrates that the impact of BDPZ on SCR varies according to factors such as firms' growth stages, industry competitiveness, and transportation convenience. Finally, theoretical and practical implications are provided based on the findings.</p>\n </div>","PeriodicalId":48090,"journal":{"name":"Journal of Business Logistics","volume":"46 3","pages":""},"PeriodicalIF":7.4000,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Big Data Pilot Zones and Supply Chain Resilience—Quasi-Experimental Evidence From China\",\"authors\":\"Xuefeng Zhang, TongTong Zhao, Ruoyu Chen, Guo Li\",\"doi\":\"10.1111/jbl.70026\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n <p>The establishment of big data pilot zones (BDPZs) has generated substantial scholarly and practical focus, yet there remains limited understanding of their effects on supply chain resilience (SCR) at the microenterprise level. This study utilizes China's BDPZ as a quasi-experimental framework and analyzes firm-level panel data from the second quarter of 2009 to the fourth quarter of 2023 to evaluate the effects of BDPZ on supply chain resilience (SCR) as well as the underlying mechanisms involved. BDPZ's effects are analyzed using a staggered difference-in-differences approach, and SCR at the firm level is assessed using the entropy weight method. The findings indicate that China's BDPZ significantly enhance firms' SCR. In addition, mechanism testing reveals that this enhancement is primarily achieved through improved product competitiveness, alleviated financing constraints, and accelerated digital transformation. Furthermore, a heterogeneity analysis demonstrates that the impact of BDPZ on SCR varies according to factors such as firms' growth stages, industry competitiveness, and transportation convenience. Finally, theoretical and practical implications are provided based on the findings.</p>\\n </div>\",\"PeriodicalId\":48090,\"journal\":{\"name\":\"Journal of Business Logistics\",\"volume\":\"46 3\",\"pages\":\"\"},\"PeriodicalIF\":7.4000,\"publicationDate\":\"2025-07-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Business Logistics\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/jbl.70026\",\"RegionNum\":2,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MANAGEMENT\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Business Logistics","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jbl.70026","RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MANAGEMENT","Score":null,"Total":0}
Big Data Pilot Zones and Supply Chain Resilience—Quasi-Experimental Evidence From China
The establishment of big data pilot zones (BDPZs) has generated substantial scholarly and practical focus, yet there remains limited understanding of their effects on supply chain resilience (SCR) at the microenterprise level. This study utilizes China's BDPZ as a quasi-experimental framework and analyzes firm-level panel data from the second quarter of 2009 to the fourth quarter of 2023 to evaluate the effects of BDPZ on supply chain resilience (SCR) as well as the underlying mechanisms involved. BDPZ's effects are analyzed using a staggered difference-in-differences approach, and SCR at the firm level is assessed using the entropy weight method. The findings indicate that China's BDPZ significantly enhance firms' SCR. In addition, mechanism testing reveals that this enhancement is primarily achieved through improved product competitiveness, alleviated financing constraints, and accelerated digital transformation. Furthermore, a heterogeneity analysis demonstrates that the impact of BDPZ on SCR varies according to factors such as firms' growth stages, industry competitiveness, and transportation convenience. Finally, theoretical and practical implications are provided based on the findings.
期刊介绍：
Supply chain management and logistics processes play a crucial role in the success of businesses, both in terms of operations, strategy, and finances. To gain a deep understanding of these processes, it is essential to explore academic literature such as The Journal of Business Logistics. This journal serves as a scholarly platform for sharing original ideas, research findings, and effective strategies in the field of logistics and supply chain management. By providing innovative insights and research-driven knowledge, it equips organizations with the necessary tools to navigate the ever-changing business environment.
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