首页|数字化转型对我国上市企业绿色技术创新的影响研究——基于Python文本分析的证据

数字化转型对我国上市企业绿色技术创新的影响研究——基于Python文本分析的证据

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数字化转型是推动企业绿色技术创新,实现我国经济绿色低碳发展的重要手段.本文以 2012-2021 年我国A股上市企业为研究对象,利用Python软件爬取上市企业年报中的"数字化"关键词来量化企业的数字化转型程度,并通过构建固定效应、中介效应和调节效应模型,深入探讨数字化转型对企业绿色技术创新的影响及其作用机制.研究结果显示,数字化转型显著促进了企业绿色技术创新,该结论在经过一系列稳健型检验后仍然成立;机制分析发现,数字化转型通过增加企业的创新资金投入和创新人力投入,间接促进了企业的绿色技术创新;调节效应检验发现,政府补贴在数字化转型促进企业绿色技术创新的过程中发挥了积极的调节作用;进一步异质性分析则表明,数字化转型有利于京津冀和成渝城市群企业绿色技术创新.
The Impact of Digital Transformation on Green Technological Innovation of Listed Enterprises in China——Evidence Based on Python Text Analysis
Digital transformation is an important means to promote the green technological innovation of enterprises and realize the green and low-carbon development of China's economy.This paper takes China's A-share listed companies from 2012 to 2021 as the research object,and uses Python software to crawl the"digitalization"keywords in the annual reports of listed companies to quantify the degree of digital transformation of enterprises.By constructing models of fixed effect,mediating effect and moderating effect,the paper discusses the impact of digital transformation on enterprises'green technological innovation and its mechanism in depth.The research results show that digital transformation has significantly promoted the green technological innovation of enterprises,and this conclusion is still valid after a series of rigorous robust tests.The mechanism analysis shows that digital transformation indirectly promotes the green technological innovation of enterprises by increasing the investment of innovation funds and innovation manpower.In addition,the regulatory effect test shows that government subsidies have played a positive regulatory role in promoting green technological inno-vation of enterprises in the process of digital transformation.Further heterogeneity analysis shows that digital transformation is condu-cive to the green technology innovation of enterprises in Beijing-Tianjin-Hebei and Chengdu-Chongqing urban agglomeration.

digital transformationgreen technological innovationtext analysis

袁涛、陈瑾瑜、胥兴军

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西南科技大学经济管理学院 四川 绵阳 621010

数字化转型 绿色技术创新 文本分析

2024

西南科技大学学报(哲学社会科学版)
西南科技大学

西南科技大学学报(哲学社会科学版)

CHSSCD
影响因子:0.274
ISSN:1672-4860
年,卷(期):2024.41(6)