{"title":"供应链扩散效应与中小供应商数字化转型","authors":"Xueyan Xie, Tianqing Wang","doi":"10.1016/j.eap.2025.08.005","DOIUrl":null,"url":null,"abstract":"<div><div>Both digital transformation and supply chain system construction are important measures to promote economic development. Although small and medium-sized enterprises (SMEs) face many difficulties in digital transformation, integrating into the supply chain system and establishing cooperative relationships with customers with technological innovation capabilities can provide new paths and possibilities for them. This paper uses the data of NEEQ listed companies and their customers from 2014 to 2023 to deeply investigate the impact of customer technological innovation on the digital transformation of small and medium-sized suppliers (SME suppliers). The research results show that customer technological innovation has a significant promoting effect on the digital transformation of SME suppliers, and this effect is more significant when they are private enterprises, located in the eastern and central regions, and in cities with developed transportation infrastructure. Mechanism tests show that customer technological innovation can generate knowledge spillovers, improve the labor structure, and relieve the financing constraints of SME suppliers, thereby promoting the digital transformation of them. The study on the moderating effect finds that a high degree of dependence on customers and economic uncertainty will weaken the above effects. These findings suggest key policy implications: SMEs should integrate into high-tech innovative supply chains, and governments should implement policies to mitigate SME shortages in technology, talent, and capital for digital transformation.</div></div>","PeriodicalId":54200,"journal":{"name":"Economic Analysis and Policy","volume":"87 ","pages":"Pages 2126-2145"},"PeriodicalIF":8.7000,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Supply chain diffusion effect and digital transformation of small and medium-sized suppliers\",\"authors\":\"Xueyan Xie, Tianqing Wang\",\"doi\":\"10.1016/j.eap.2025.08.005\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Both digital transformation and supply chain system construction are important measures to promote economic development. Although small and medium-sized enterprises (SMEs) face many difficulties in digital transformation, integrating into the supply chain system and establishing cooperative relationships with customers with technological innovation capabilities can provide new paths and possibilities for them. This paper uses the data of NEEQ listed companies and their customers from 2014 to 2023 to deeply investigate the impact of customer technological innovation on the digital transformation of small and medium-sized suppliers (SME suppliers). The research results show that customer technological innovation has a significant promoting effect on the digital transformation of SME suppliers, and this effect is more significant when they are private enterprises, located in the eastern and central regions, and in cities with developed transportation infrastructure. Mechanism tests show that customer technological innovation can generate knowledge spillovers, improve the labor structure, and relieve the financing constraints of SME suppliers, thereby promoting the digital transformation of them. The study on the moderating effect finds that a high degree of dependence on customers and economic uncertainty will weaken the above effects. These findings suggest key policy implications: SMEs should integrate into high-tech innovative supply chains, and governments should implement policies to mitigate SME shortages in technology, talent, and capital for digital transformation.</div></div>\",\"PeriodicalId\":54200,\"journal\":{\"name\":\"Economic Analysis and Policy\",\"volume\":\"87 \",\"pages\":\"Pages 2126-2145\"},\"PeriodicalIF\":8.7000,\"publicationDate\":\"2025-08-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Economic Analysis and Policy\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0313592625003273\",\"RegionNum\":2,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Economic Analysis and Policy","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0313592625003273","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
Supply chain diffusion effect and digital transformation of small and medium-sized suppliers
Both digital transformation and supply chain system construction are important measures to promote economic development. Although small and medium-sized enterprises (SMEs) face many difficulties in digital transformation, integrating into the supply chain system and establishing cooperative relationships with customers with technological innovation capabilities can provide new paths and possibilities for them. This paper uses the data of NEEQ listed companies and their customers from 2014 to 2023 to deeply investigate the impact of customer technological innovation on the digital transformation of small and medium-sized suppliers (SME suppliers). The research results show that customer technological innovation has a significant promoting effect on the digital transformation of SME suppliers, and this effect is more significant when they are private enterprises, located in the eastern and central regions, and in cities with developed transportation infrastructure. Mechanism tests show that customer technological innovation can generate knowledge spillovers, improve the labor structure, and relieve the financing constraints of SME suppliers, thereby promoting the digital transformation of them. The study on the moderating effect finds that a high degree of dependence on customers and economic uncertainty will weaken the above effects. These findings suggest key policy implications: SMEs should integrate into high-tech innovative supply chains, and governments should implement policies to mitigate SME shortages in technology, talent, and capital for digital transformation.
期刊介绍:
Economic Analysis and Policy (established 1970) publishes articles from all branches of economics with a particular focus on research, theoretical and applied, which has strong policy relevance. The journal also publishes survey articles and empirical replications on key policy issues. Authors are expected to highlight the main insights in a non-technical introduction and in the conclusion.