虚拟集聚如何影响制造业企业高质量发展?OA北大核心CHSSCDCSSCICSTPCD
How does Virtual Agglomeration Affect High-quality Development of Manufacturing Enterprises?
虚拟集聚对实现制造业企业高质量发展、助力建设制造强国具有重要意义.本文界定制造业企业虚拟集聚内涵、构建虚拟集聚模型,分析虚拟集聚对制造业企业高质量发展的影响效应及机制.从虚拟集聚载体和虚拟集聚网络两个维度构建制造业企业虚拟集聚关键词,借助软件Python爬虫技术从制造业企业上市公司年报中获取,并结合中国制造业企业上市公司微观数据进行实证检验.研究结果表明,虚拟集聚能够促进制造业企业高质量发展.机制分析结果表明,虚拟集聚能够通过知识溢出、规模经济和交易成本促进制造业企业高质量发展,但虚拟集聚不能加快企业合作创新.调节效应检验结果表明,企业外部的知识产权保护在虚拟集聚促进制造业企业高质量发展的过程中起正向调节作用,而这种正向影响不受企业技术密集度的影响.异质性分析结果表明,虚拟集聚对小型制造业企业、东部和中部制造业企业高质量发展的提升作用更强,而对不同成长周期企业的高质量发展的影响无明显差异.本文研究结论不仅有助于丰富制造业企业虚拟集聚及其影响企业高质量发展的理论研究,且在提高制造业企业虚拟集聚水平方面提供了政策启示.
The new generation of information technology changes the organizational form of enterprises,making cross-regional and cross-industry information exchange more convenient and frequent,accelerating the transformation from geographical agglomeration to virtual agglomeration.Virtual agglomeration is of great significance in realizing the high-quality development of manufacturing enterprises and building a strong manufacturing country.This paper investigates the impact of virtual agglomeration on the high-quality development of manufacturing enterprises from theoretical and empirical dimensions.It defines the connotation of virtual agglomeration of manufacturing enterprises from the theoretical level,constructs a virtual agglomeration model,and then analyzes the influence mechanism.In addition,it builds the keywords from virtual agglomeration carriers and virtual agglomeration networks and empirically examines the microdata of listed manufacturing enterprises in China captured from their annual reports with the help of Python crawler technology. The benchmark regression results show that the virtual agglomeration of manufacturing enterprises is conducive to the high-quality development of enterprises.This conclusion holds after a series of robustness tests.The results of the mediating mechanism test show that the virtual agglomeration of manufacturing enterprises can fuel the high-quality development of enterprises through knowledge spillover,economies of scale,and transaction costs rather than cooperative innovation.The results of the adjustment mechanism test show that the external intellectual property protection system plays a positive moderating role in the high-quality development of virtual agglomeration of manufacturing enterprises.However,this positive role is not affected by the technology intensity of enterprises.Heterogeneity analysis shows that the virtual agglomeration of manufacturing enterprises exerts a stronger effect on the high-quality development of small manufacturing enterprises and manufacturing enterprises in the eastern and central regions.This effect is insignificant in manufacturing enterprises with different growth cycles. The innovation of this paper lies in three aspects.First,it clarifies the virtual agglomeration of manufacturing enterprises by constructing a virtual agglomeration model.Second,it uses text data to measure the level of virtual agglomeration of manufacturing enterprises,which addresses the inaccurate acquisition of current virtual agglomeration data.Third,it comprehensively explores the impact of virtual agglomeration on the high-quality development of manufacturing enterprises from the perspective of influence,mediating mechanism,and adjustment mechanism.This paper may enrich the theoretical research on the virtual agglomeration of manufacturing enterprises and its impact on the high-quality development of enterprises and provide policy enlightenment for improving the level of virtual agglomeration of manufacturing enterprises.
张青;茹少峰;赵政楠
西北大学经济管理学院,西安,710127
经济学
虚拟集聚企业高质量发展知识溢出规模经济交易成本知识产权保护
virtual agglomerationhigh-quality development of enterprisesknowledge spillovereconomies of scaletransaction costintellectual property protection
《经济与管理研究》 2024 (006)
58-75 / 18
教育部人文社会科学研究青年基金项目"基于深度强化学习算法的极端金融风险防控与在线投资组合策略研究"(22XJCZH004);陕西省社会科学基金项目"基于机器学习的陕西数字经济发展质量监测预警体系构建研究"(2023D042)
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