数字技术创新与企业ESG表现——基于专利文本与机器学习
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作者单位:

长安大学 经济与管理学院,西安 710064

作者简介:

王奕淇(1988—),女,博士,教授,硕士生导师,研究方向为低碳与可持续经济, wangyiqi17@126.com。

通讯作者:

雷 婷(2000—),女,硕士研究生,研究方向为数字创新与低碳管理, lei160423@163.com。

中图分类号:

F49;X322

基金项目:

国家社会科学基金项目“基于生态产品价值核算的流域生态补偿机制研究”(23BTJ029);陕西省哲学社会科学研究专项项目“基于生态产品价值核算的陕西省黄河流域生态补偿机制研究”(2025YB0428);中央高校基本科研项目“黄河流域县域碳收支核算与碳生态补偿机制研究”(300102234625)。


Digital Technology Innovation and Corporate ESG Performance—Based on Patent Text and Machine Learning
Author:
Affiliation:

School of Economics and Management, Chang’an University, Xi’an 710064, China

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    摘要:

    数字技术创新是驱动我国经济实现高质量发展的动力源泉,是推动企业履行社会责任和践行可持续发展战略的重要推手。在利益相关者理论和资源基础理论框架下,以2009—2022年A股上市公司为样本,研究数字技术创新对ESG表现的影响效应及作用机制。研究发现,数字技术创新能够显著提升企业ESG表现。机制分析表明,数字技术创新能够通过提高生产经营效率、降低财务经营风险和缓解外部环境限制来提升ESG表现。异质性分析表明,在数字基础设施完善、知识产权保护力度强的地区、非重污染行业和高新技术企业的数字技术创新对提升ESG表现的效果更为显著。通过对数字技术创新度进行划分,发现颠覆性和渐进性数字技术创新均能有效提升企业ESG表现,并且颠覆性数字技术创新在数字产品制造业中作用更大,而渐进性数字技术创新则在数字效率提升业中表现更为突出。研究结论提供了数字技术创新赋能企业ESG表现的微观经验证据,为数字化背景下企业增强技术创新能力和贯彻ESG理念提供了重要参考。

    Abstract:

    Digital technology innovation serves as a pivotal force propelling China’s economy towards achieving high-quality development, while also playing a crucial role in encouraging enterprises to fulfill their social governance responsibilities and adopt sustainable development strategies. Based on stakeholder theory and resource base theory, it took A-share listed companies from 2009 to 2022 as a sample to explore the impact and mechanism of digital technology innovation on corporate ESG performance. It confirms that digital technological innovation can significantly enhance corporate ESG performance. Mechanism analysis shows that digital technological innovation can enhance ESG performance by improving production and operation efficiency, reducing financial and operational risks and alleviating external environmental constraints. Heterogeneity analysis shows that digital technology innovations are more effective in enhancing ESG performance in regions with well-developed digital infrastructures, strong intellectual property protection, non-heavy pollution and high-tech firms. By categorizing the degree of digital technology innovation, it finds that both disruptive and incremental digital technologies are effective in improving corporate ESG performance, and that disruptive digital technologies are more useful in digital product manufacturing, while incremental digital technologies are more prominent in the digital efficiency improvement industry. These findings offer micro-empirical evidence that digital technological innovation enhances corporate ESG performance, providing valuable insights for firms aiming to strengthen their digital innovation capabilities and implement ESG practices amid digitization.

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引用本文

王奕淇,雷婷,董昊娟.数字技术创新与企业ESG表现——基于专利文本与机器学习[J].研究与发展管理,2025,37(1):31~45

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  • 收稿日期:2024-07-13
  • 最后修改日期:2024-12-24
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  • 在线发布日期: 2025-03-10
  • 出版日期: 2025-03-07
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