工业机器人应用如何影响企业数字技术创新?——基于双重机器学习因果推断模型的经验证据
DOI:
作者:
作者单位:

作者简介:

通讯作者:

中图分类号:

基金项目:

浙江省哲学社会科学规划重大项目(24QNYC11ZD);浙江省高校重大人文社会科学项目攻关计划项目(2024GH078);浙江省自然科学基金项目(LY24G030002);浙江理工大学基本科研费业务费项目(25096068-Y)


Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    基于2011—2022年A股制造业上市公司数据,运用双重机器学习因果推断模型检验工业机器人应用对数字技术创新的作用机理和作用渠道。研究发现:首先,工业机器人应用有助于企业数字技术创新水平的提升,工业机器人不仅能成为推动数字产业实现高水平科技自立自强的重要工具,还能成为企业打造制造领域和数字领域双重优势的重要支撑。为此,工业机器人可能会成为未来经济技术竞争的关键技术。其次,工业机器人应用不仅会推动企业人力资本提升,还会促进宏微观数字化水平提升,更有助于企业运行效率的提升,上述三个作用渠道也使工业机器人应用对数字技术创新表现出显著的促进作用。最后,在企业经营风险较低、资本耐心度较高、数字技术创新边界拓展水平较高条件下,工业机器人应用会对数字技术创新表现出更为显著的促进作用。

    Abstract:

    Based on the data of A-share manufacturing companies from 2011 to 2022, a double machine learning causal inference model was employed to meticulously examine the mechanisms and channels through which industrial robot applications influence digital technology innovation. The main conclusions obtained are: firstly, industrial robot application helps enterprises to improve the level of digital technological innovation. And industrial robots have not only become an important tool to promote the digital industry to realize a high level of scientific and technological self-reliance and self-improvement, but also an important way to help enterprises to create a dual advantage in the manufacturing field and the digital technology. Therefore, industrial robots may become a key area of economic and technological competition in the future. Secondly, the application of industrial robots will not only promote the enhancement of enterprise human capital, but also promote the enhancement of the level of macro and micro digitization.It will also help to improve the operational efficiency of enterprises.The above three channels also show the significant promotion of the application of industrial robots to digital technological innovation. Thirdly, in the conditions of relatively low business risks, high capital patience of enterprise, high level of expansion of digital technology innovation boundaries, the application of industrial robots will show a more significant role in promoting digital technology innovation.

    参考文献
    相似文献
    引证文献
引用本文

陈晓华,赵欣悦,吕越.工业机器人应用如何影响企业数字技术创新?——基于双重机器学习因果推断模型的经验证据[J].南京审计大学学报,2025,22(6):78-89

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2025-12-15
  • 出版日期: