• 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 (7): 1482-1492.

• 科技管理与知识管理 • 上一篇    下一篇

大数据综合试验区设立能否驱动企业数字化转型? ———基于准自然实验的实证研究

石玉堂,王晓丹   

  1. 东北师范大学
  • 收稿日期:2023-04-30 修回日期:2023-05-24 出版日期:2024-07-15 发布日期:2024-07-15
  • 通讯作者: 王晓丹
  • 基金资助:
    乡村振兴背景下城乡收入差距的空间异质性研究

Can the establishment of a big data comprehensive pilot zone drive the digital transformation of enterprises? ——Empirical research based on quasi-natural experiments

  • Received:2023-04-30 Revised:2023-05-24 Online:2024-07-15 Published:2024-07-15
  • Contact: Xiaodan WangWang

摘要: 数字经济时代,数字化转型已成为企业高质量发展的重要路径。利用“国家级大数据综合试验区”构建准自然实验,基于2001—2021年我国A股上市公司数据,借助Python爬虫技术和文本分析法构建企业数字化转型衡量指标。从理论逻辑和经验证据两个层面考察大数据综合试验区试点对企业数字化转型的政策效应。研究发现:第一,大数据综合试验区政策试点有效促进了企业数字化转型进程,经稳健性检验研究结论依旧成立。第二,机制分析表明,大数据综合实验区试点政策通过人力资本与技术资本效应促进企业数字化转型。第三,异质性分析发现,这一促进效应在不同产权性质、行业类别及金融市场环境存在显著差异。具体而言,大数据综合试验区政策试点对民营企业数字化转型存在正向激励作用,对推动传统行业数字化转型产生明显偏好,发达的金融市场环境为高质量释放政策驱动效能提供重要助益。

Abstract: Abstract: In the era of digital economy, digital transformation has become an important path for the high-quality development of enterprises. The "National Big Data Comprehensive Experimental Zone" is used to construct quasi-natural experiments, based on the data of China's A-share listed companies from 2001 to 2021, and the digital transformation measurement indicators of enterprises are constructed with the help of Python crawler technology and text analysis method. From the two levels of theoretical logic and empirical evidence, the policy effect of the pilot of big data comprehensive pilot area on the digital transformation of enterprises is examined. The study finds that: First, the policy pilot of the big data comprehensive pilot zone has effectively promoted the digital transformation process of enterprises, and the research conclusion is still valid after the robustness test. Second, the mechanism analysis shows that the pilot policy of the big data comprehensive experimental zone promotes the digital transformation of enterprises through the effects of human capital and technological capital. Third, the heterogeneity analysis finds that this promotion effect differs significantly in different property rights, industry categories and financial market environments. Specifically, the policy pilot of the big data comprehensive pilot zone has a positive incentive effect on the digital transformation of private enterprises, and has a clear preference for promoting the digital transformation of traditional industries, and the developed financial market environment provides important benefits for high-quality release of policy-driven efficiency.