• 中国科学学与科技政策研究会
  • 中国科学院科技政策与管理科学研究所
  • 清华大学科学技术与社会研究中心
ISSN 1003-2053 CN 11-1805/G3

科学学研究 ›› 2024, Vol. 42 ›› Issue (11): 2330-2341.

• 科技发展战略与政策 • 上一篇    下一篇

中国企业数字化转型的影响因素研究———基于 TOE 框架的实证分析

白雪洁1,王欣悦1,宋培2,2   

  1. 1. 南开大学
    2.
  • 收稿日期:2023-09-30 修回日期:2024-01-15 出版日期:2024-12-15 发布日期:2024-12-15
  • 通讯作者: 王欣悦
  • 基金资助:
    国家社会科学基金重大项目“大国经济条件下构建自主可控的现代产业体系重大问题研究”;南开大学文科发展基金重点项目“数字化与‘鲍莫尔成本病’——理论反思与现实考察”

Factors Influencing Digital Transformation of Chinese Enterprises: Empirical Analysis in the Framework of TOE

  • Received:2023-09-30 Revised:2024-01-15 Online:2024-12-15 Published:2024-12-15

摘要: 依据禀赋优势和环境条件推动企业数字化转型是充分释放数字经济发展潜能的内在要求。文章首先基于TOE框架探究企业数字化转型的影响因素,其次采用中国2010-2020年上市公司数据展开实证检验,并判断不同影响因素在企业数字化转型中的相对重要性,最后从企业、地区层面展开异质性分析。研究表明,从内因来看,技术员工占比、研发投入、高管学历是企业数字化转型的关键内部因素,从外因来看,由同行企业数字化转型带来的“跟风效应”是企业数字化转型的主要外部因素;根据方差分解方法和夏普利值测算结果,中国企业数字化转型“跟风效应”突出,而内部动力相对不足;异质性检验发现,企业数字化转型的“跟风效应”在东部地区和强知识产权保护地区有所弱化,成长期企业的数字化转型更加依赖于内部因素。因此,政府应加强数字人才培养、鼓励企业技术创新、完善企业融资体系以及优化数字营商环境,推动企业数字化转型从“外动压力”向“内部动力”转变。

Abstract: The digital economy, as a new engine for China's high-quality economic development, is micro-founded on the digital transformation of enterprises. Promoting the digital transformation of enterprises based on seizing their own unique endowment advantages and environmental conditions is a critical inherent requirement for fully unleashing the development potential of the digital economy. First of all, the paper explores several influencing factors that may have a potential to play an important role in promoting enterprises’ digital transformation in the framework of Technology - Organization - Environment (TOE) attempting to clarifying the reasons for digital reform in detail. Secondly, the paper conducts several empirical tests by making use of the data from the Chinese A-share listed companies on the Shenzhen and Shanghai stock exchanges from the year of 2010 to the year of 2020. And it tries to assess the relative importance of some main influencing factors that significantly promote the action of enterprises’ digital transformation by taking advantage of the method of variance decomposition and Shapley's value. Last but not least, some heterogeneity analyses are presented from the perspectives of enterprises, regions, etc. After all the steps above, the paper formally gives some research conclusions that the proportion of technical employees, research and development investments, and education background of executives are the key internal factors driving the digital transformation of enterprises analyzing from the viewpoint of internal cause, and the “bandwagon effect” arising from chasing the digitalization pace of peer companies is the key external factor analyzing from the viewpoint of external cause. According to the relative importance results measured by variance decomposition and Shapley's value, the external pressure brought by the "bandwagon effect" plays the most significant role in driving the digital transformation of enterprises, while the role of internal motivation is relatively insufficient, manifested as relatively lower values of variance decomposition and Shapley than the results of "bandwagon effect". What’s more, the heterogeneity tests find that the "bandwagon effect" presented in the process of enterprises’ digital transformation is relatively weaker in the economically developed eastern regions of China and the areas with strong intellectual property protection. And the heterogeneity tests also find that growing enterprises rely more heavily on some internal factors to enable themselves to reach the suitable level of digital transormation. It is not an appropriate way for enterprises to blindly imitate other enterprises to carry out digital transformation out of the motivation of keeping up with the trend of digital transformation, but ignoring their own actual conditions and transformation needs. A company's decision on digital transformation should be based on the maturity of internal conditions, which can truly play the role of digital empowerment. In consequence, the government should take some measures to strengthen the cultivation of digital and skilled talents, encourage enterprises’ technological innovation, improve the financial system inside the enterprises, and optimize the digital business environment outside the enterprise. It is vital and urgent for government to play a guiding and supervising role and to shift driving factors from "external pressure" to "internal motivation" as far as possible in the process of promoting Chinese enterprises' digitalization.