School of Economics and Management, Northwest University, No. 1 Xuefu Avenue, Chang'an District, Xi'an, 710127, Shaanxi, China.
Qingdao Institute of Humanities and Social Sciences, Shandong University, Qingdao, 266237, People's Republic of China.
Environ Sci Pollut Res Int. 2024 Jan;31(4):5484-5499. doi: 10.1007/s11356-023-31586-2. Epub 2023 Dec 20.
Virtual agglomeration of manufacturing has become a new driving force for improving the green total factor productivity of enterprises, which is of great significance in achieving the sustainable development of manufacturing enterprises and the construction of manufacturing power. This paper clarifies the connotation, model, and characteristics of manufacturing virtual agglomeration. Based on the five dimensions of virtual agglomeration platform, digitization of subjects, data center, virtual cooperation network, and logistics service, this paper constructs an index system for the manufacturing virtual agglomeration. Entropy weight method was used to measure the level of manufacturing virtual agglomeration from 2012 to 2021. Furthermore, this paper analyzes and tests the influence mechanism of manufacturing virtual agglomeration on the green total factor productivity of enterprises. This paper finds that manufacturing virtual agglomeration improves the green total factor productivity of enterprises, which shows a nonlinear relationship. The mechanism test results show that manufacturing virtual agglomeration improves the green total factor productivity of enterprises by accelerating green technology innovation, forming a scale economy, and reducing transaction costs. The heterogeneity analysis shows that the promotion effect of virtual agglomeration in manufacturing on the green total factor productivity of enterprises is affected by the property rights and scale of the enterprise.
制造业虚拟集聚已成为提升企业绿色全要素生产率的新动力,对实现制造业企业的可持续发展和制造强国建设具有重要意义。本文厘清了制造业虚拟集聚的内涵、模式和特征。基于虚拟集聚平台的五个维度,即主体数字化、数据中心、虚拟合作网络和物流服务,构建了制造业虚拟集聚的评价指标体系。采用熵权法测算了 2012-2021 年中国制造业虚拟集聚水平,并进一步分析和检验了制造业虚拟集聚对企业绿色全要素生产率的影响机制。研究发现,制造业虚拟集聚能够提升企业绿色全要素生产率,且呈非线性关系。机制检验结果表明,制造业虚拟集聚通过加速绿色技术创新、形成规模经济和降低交易成本来提升企业绿色全要素生产率。异质性分析表明,制造业虚拟集聚对企业绿色全要素生产率的促进作用受到企业产权性质和规模的影响。