人工智能与制造业企业绿色转型

Artificial intelligence and green transformation of manufacturing enterprises

International Review of Financial Analysis · 2025
被引 35 · 同刊同年前 3%
ABS 3

中文导读

基于2013-2022年中国上市制造企业数据,利用新一代人工智能创新发展试验区作为准自然实验,发现人工智能采纳显著促进企业绿色转型,环境、社会和治理表现及信息透明度是关键机制。

Abstract

The rapid development and widespread application of artificial intelligence (AI) has had a profound impact on the economy and society. However, we need to be sure that the use of AI technology can inject vitality into the green transformation (GT) of enterprises . Based on panel data from Chinese listed manufacturing companies spanning 2013 to 2022, this study asks the question in the manufacturing sector , using the establishment of China's new-generation AI innovation and development pilot zones as a quasi-natural experiment. Employing a multiperiod difference-in-differences model, we find that AI adoption significantly promotes GT in manufacturing enterprises . This conclusion remains robust when validated through a generalized random forest (GRF) model. Mechanism testing shows that improvements in enterprise environmental, social, and governance performance and information transparency serve as key drivers of AI's positive influence on GT. Additionally, media attention and executives with research and development backgrounds further enhance AI's role in promoting GT. Heterogeneity analysis using the GRF model reveals an inverted U-shaped relationship between Tobin's Q , enterprise age, and the treatment effect . As such, we uncover the underlying mechanisms of AI's impact on GT and offer insights for policymakers to actively and prudently advance AI development, supporting the integration of digital and real economies.

人工智能绿色转型制造业企业绩效