Does smart city construction promote urban green development? Evidence from a double machine learning model.

IF 8 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Journal of Environmental Management Pub Date : 2025-01-01 Epub Date: 2024-12-17 DOI:10.1016/j.jenvman.2024.123701
Yuchen Jiang, Jiasen Sun
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引用次数: 0

Abstract

The issue of whether smart city construction (SCC) can promote urban green development (UGD) is controversial. To address this problem, first, a UGD evaluation index system with four dimensions, namely, green production, green living, green growth, and green ecology, is developed in this study to measure the UGD level. Second, the causal relationship between SCC and UGD is examined by using a double machine learning model. Last, the influence mechanism of SCC on UGD is investigated in terms of industrial upgrading, resource allocation, information support, and technological innovation. Panel data from 282 Chinese prefecture-level cities from 2011 to 2021 are used in this study, and several valuable conclusions are drawn. First, the UGD level of the Chinese cities shows an upward trend. Second, SCC can substantially promote UGD and has a positive effect on the green production, green living, and green growth of the Chinese cities. Third, SCC can promote the UGD of the Chinese cities through industrial upgrading, resource allocation, information support, and technological innovation. Last, the effect of SCC on UGD in the Chinese cities displays regional heterogeneity.

智慧城市建设促进城市绿色发展吗?来自双重机器学习模型的证据。
智慧城市建设(SCC)能否促进城市绿色发展(UGD)是一个有争议的问题。针对这一问题,本研究首先构建了绿色生产、绿色生活、绿色生长、绿色生态四个维度的UGD评价指标体系来衡量UGD水平。其次,通过使用双机器学习模型检查SCC和UGD之间的因果关系。最后,从产业升级、资源配置、信息支持和技术创新四个方面分析了供应链成本对企业自主创新的影响机制。本研究使用了2011 - 2021年中国282个地级市的面板数据,并得出了一些有价值的结论。第一,中国城市UGD水平呈上升趋势。第二,SCC可以实质性地促进UGD,对中国城市的绿色生产、绿色生活和绿色增长具有积极作用。第三,企业价值链可以通过产业升级、资源配置、信息支撑和技术创新促进中国城市的UGD。最后,SCC对中国城市UGD的影响呈现区域异质性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Environmental Management
Journal of Environmental Management 环境科学-环境科学
CiteScore
13.70
自引率
5.70%
发文量
2477
审稿时长
84 days
期刊介绍: The Journal of Environmental Management is a journal for the publication of peer reviewed, original research for all aspects of management and the managed use of the environment, both natural and man-made.Critical review articles are also welcome; submission of these is strongly encouraged.
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