School of Economics and Management, China University of Petroleum (East China), Qingdao, 266580, People's Republic of China.
Environ Sci Pollut Res Int. 2022 Sep;29(45):67856-67874. doi: 10.1007/s11356-022-20435-3. Epub 2022 May 7.
The digital economy, which gradually emerged with a new generation of information technologies, has become an unavoidable reality for manufacturing firms in conducting green innovation activities. In this context, using matched panel data at the province and manufacturing firm levels in China during the period 2011-2019 as the sample, this article examines the nonlinear impact of the digital economy on firm green innovation, and further identifies the moderation mechanism of government quality and the heterogeneity of its effects. The two-way fixed-effects model reveals that there is not a simple linear association between the digital economy and firm green innovation as traditionally perceived, but rather an inverted U-shaped relationship that first promotes and then inhibits, which remains robust after applying endogenous and robustness tests. And most provinces have not yet crossed the inflection point; thus, the digital economy overall positively impacts green innovation. Further analysis shows that government quality positively moderates the relationship between the digital economy and firm green innovation, statistically reflecting that the turning point shifts upwards to the right under a higher-quality government. It is worth noting that, when heterogeneity in firm ownership, scale, and region is considered, the inverted U-shaped curve still exists, but the level of the digital economy at the inflection point differs, and the digital economy plays a greater role in promoting green innovation for state-owned, large-scale, or midwestern firms. This research has significant policy implications as it establishes an inverse U-shaped relationship between the digital economy and firm green innovation and indicates that while a firm's green patent output increases with the development of digitalization, it begins to decrease after a limit.
数字经济伴随新一代信息技术逐渐兴起,成为制造企业开展绿色创新活动的必然选择。在此背景下,本文利用 2011—2019 年中国省际和企业层面匹配面板数据,检验了数字经济对企业绿色创新的非线性影响,并进一步识别了政府质量的调节作用及异质性。双向固定效应模型结果表明,数字经济与企业绿色创新之间并非传统认知的简单线性关系,而是先促进后抑制的倒“U”型关系,经内生性检验和稳健性检验后依然稳健。并且大部分省份尚未越过拐点,因此,数字经济总体上正向促进绿色创新。进一步分析表明,政府质量正向调节数字经济与企业绿色创新之间的关系,在政府质量较高时,拐点右移向上,统计上反映了这种变化。值得注意的是,考虑企业所有制、规模和地区异质性时,倒“U”型曲线依然存在,但拐点处的数字经济水平不同,且数字经济对国有、大规模或中西部企业绿色创新的促进作用更大。本研究具有重要的政策意义,它建立了数字经济与企业绿色创新之间的倒“U”型关系,并表明企业的绿色专利产出随着数字化的发展而增加,但达到一定水平后开始减少。