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数据资产、产业链联动与企业全要素生产率OACHSSCD

Data Assets,Industrial Chain Linkage,and Enterprise Total Factor Productivity

中文摘要英文摘要

以数据为中心的要素形态和业务模式变革,推动数据要素成为企业战略性资产,促进创新并提升全要素生产率.以2008-2022年A股上市公司为研究样本,从产业链联动视角研究企业数据资产对全要素生产率的影响.研究发现:企业扩大数据资产规模带动全要素生产率提升,在此过程中企业间的信息联动发挥有效的中介效应.在不同规模、不同行业和不同无形资产占比的企业中,数据资产规模扩大均带动全要素生产率提升,此类效应在大型企业和无形资产占比高的企业中尤为显著.此外,数据资产对全要素生产率的影响随产业链联动而深化,下游行业数字化转型程度、市场竞争程度以及客户集中度,均对企业数据资产的生产率提升效应发挥正向调节作用.据此指出,充分发挥企业数据资产的生产率提升效应需要优化制度设计,建立多层次投入机制以及构建数字化联动平台,全面提升企业生产效率,发挥数据资产的协同价值.

Against the backdrop of accelerated transformation in the international industrial landscape,the global industrial chain is undergoing large-scale deconstruction,decoupling,and restructuring.The U.S.led"targeted decoupling"in high-tech sectors has subjected Chinese industries to dual pressure:the"high-end backflow"from developed countries and the"mid-to-low-end diversion"from developing countries.The core of this global industrial chains restructuring lies in competition over national technological capabilities.Enterprises that prioritize data as a core production factor for innovation and business model transformation can rapidly accumulate data assets,thereby adapting to the mainstream innovation paradigm driven by digital transformation in the digital economy. Following traditional production factors such as labor,capital,and land,data has been formally recognized as a new production factor.Data assets refer to resource-based assets that exist within enterprises in the form of intangible assets,formed through the collection,processing,and accumulation of data elements.Their positive role in facilitating information flow and enhancing enterprise efficiency should not be overlooked.In this context,this study uses Chinese listed companies from 2008 to 2022 as the research sample to examine how corporate data assets affect total factor productivity(TFP)from the perspectives of information linkage and industrial chain connectivity.The results show that expanding the scale of data assets enhances TFP,with inter-firm information linkage serving as an effective mediating mechanism.This effect is observed across firms of different sizes,industries,and intangible asset ratios,and is particularly pronounced in large enterprises and those with high proportions of intangible assets.Furthermore,the impact of data assets on TFP is deepened by industrial chain linkage—downstream industry digital transformation,market competition intensity,and customer concentration all positively moderate the productivity-enhancing effect of corporate data assets. Compared with existing literature,this study contributes in two main aspects:First,in terms of research perspective,it enriches the research on the economic effects of data assets by exploring how corporate data assets influence TFP,providing new insights for the orderly advancement of corporate data assetization and addressing gaps in existing research.Second,in terms of research framework,this study identifies industrial chain linkage as an important pathway through which data assets enhance enterprise TFP.It examines the mediating mechanism from the perspective of information linkage and the moderating mechanisms from the perspective of upstream-downstream digital transformation and market environment.This offers a novel theoretical perspective,thereby providing a new theoretical perspective for explaining the TFP-enhancing effect of data assets. This study identifies the impact and mechanisms through which corporate data assets affect TFP.It suggests that fully leveraging the productivity-enhancing effects of data assets requires optimized institutional design,establishment of multi-level investment mechanisms,and construction of digital collaboration platforms.Multiple measures should be taken to comprehensively improve enterprise production efficiency and maximize the synergistic value of data elements.

张本秀;吴福象;庄林

南京大学 经济学院,江苏 南京 210093南京大学 经济学院,江苏 南京 210093||南京大学 长江三角洲经济社会发展研究中心,江苏 南京 210093中国人民大学 财政金融学院,北京 100872

数据资产全要素生产率产业链联动信息联动企业数字化供应链关系

data assetstotal factor productivityindustrial chain linkageinformation linkageenterprise digitalizationsupply chain relationships

《当代经济科学》 2026 (1)

17-32,16

国家社会科学基金重大项目(20&ZD123)国家自然科学基金面上项目(72073061).

10.20069/j.cnki.DJKX.2026010

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