创新科技2026，Vol.26Issue(3)：31-43,13.DOI:10.19345/j.cxkj.1671-0037.2026.3.3
国家自主创新示范区对长江经济带绿色创新效率的影响
The Impact of National Independent Innovation Demonstration Zone on Green Innovation Efficiency in the Yangtze River Eco-nomic Belt:Quasi-natural Experiments Based on Double Ma-chine Learning
摘要
Abstract
In the context of global sustainable development,green innovation is an important part of reduc-ing energy consumption and improving ecosystem resilience.With the steady promotion of the Yangtze River Economic Belt strategy,several National Independent Innovation Demonstration Zones have been established one after another within the region,aiming to empower the green transformation and upgrading of traditional in-dustries in an all-round way through the innovation cluster effects and providing a soft environment for the re-search and development of green innovation technology and the transformation of achievements.Therefore,ex-ploring the policy effects and underlying mechanisms of National Independent Innovation Demonstration Zones on the efficiency of green innovation in the Yangtze River Economic Belt is of profound strategic signifi-cance to promote the region's green development.This study collects data from 94 cities in the Yangtze River Economic Belt and selects the super-efficient SBM model to measure the green innovation efficiency in the re-gion.Taking the establishment of National Independent Innovation Demonstration Zones as a quasi-natural ex-periment,the Double Machine Learning(DML)model is applied to evaluate the policy effects of National Inde-pendent Innovation Demonstration Zones on green economic development in the Yangtze River Economic Belt,effectively mitigating the adverse impact of"the curse of dimensionality"on model estimation.The results in-dicate the following:①Green innovation efficiency in the Yangtze River Economic Belt exhibited an overall upward trend from 2007 to 2022,although regional disparities remain prominent.②The establishment of Na-tional Independent Innovation Demonstration Zones has a significantly positive effect on green innovation effi-ciency in the Yangtze River Economic Belt.③High-tech industrial agglomeration and government innovation preference serve as important mediating channels through which National Independent Innovation Demonstra-tion Zones enhance green innovation efficiency.④The positive impact of National Independent Innovation Demonstration Zones is more pronounced in cities with stronger green innovation foundations and in non-resource-based cities.Based on these findings,this study proposes the following policy recommendations:First,in terms of policy coordination and resource allocation,administrative barriers should be reduced,and flexible policy support should be provided to enhance breakthroughs in green technology R&D and the effi-ciency of cross-regional sharing.Second,with respect to urban characteristics and resource disparities,differ-entiated strategies should be implemented to compensate for the shortcomings of resource-based and infrastructure-weak cities and stimulate innovation vitality across different types of cities.Third,regarding government orientation and industrial layout,it is essential to optimize government performance evaluation sys-tems and foster industrial agglomeration spaces to strengthen pro-green policy preferences and promote the in-tensive development of high-tech industries tailored to local comparative advantages.关键词
国家自主创新示范区/长江经济带/经济绿色发展/绿色创新/双重机器学习/高技术产业集聚/政府创新偏好/准自然实验Key words
National Independent Innovation Demonstration Zone/Yangtze River Economic Belt/green economic development/green innovation/double machine learning/high-tech industry clustering/government innovation preferences/quasi-natural experiment分类
管理科学引用本文复制引用
刘超,孙蕴哲,李晓钰..国家自主创新示范区对长江经济带绿色创新效率的影响[J].创新科技,2026,26(3):31-43,13.基金项目
国家社会科学基金重大项目"协同推进降碳、减污、扩绿、增长的体制机制研究"(23ZDA106). （23ZDA106）
