Nonlinear influence of digital finance on green economic efficiency

IF 9.8 1区 经济学 Q1 BUSINESS, FINANCE International Review of Financial Analysis Pub Date : 2025-02-21 DOI:10.1016/j.irfa.2025.104031
Guibao Liang, Qiao Xia, Lijie Zhang
{"title":"Nonlinear influence of digital finance on green economic efficiency","authors":"Guibao Liang,&nbsp;Qiao Xia,&nbsp;Lijie Zhang","doi":"10.1016/j.irfa.2025.104031","DOIUrl":null,"url":null,"abstract":"<div><div>Digital finance (DF) significantly improves green economic efficiency (GEE) by promoting technological innovation and the flow of factors with environmental friendliness. Using panel data from 30 provinces in China from 2011 to 2020, this study uses the super-efficiency Slack-Based Measure(SBM) model with undesirable outputs to measure provincial GEE. This study tests the nonlinear impact of DF on GEE and conducts a heterogeneity analysis. The findings show that (1) a significant, positive U-shaped nonlinear relationship exists between DF and GEE, validated by a robustness test and the instrumental variable model. (2) The U-shaped relationship between DF and GEE is significant in undeveloped regions. Meanwhile, the findings show a linear promoting effect in developed areas. (3) Mechanism research demonstrates that the regional technological innovation level is an effective mechanism of the U-shaped relationship. (4) The moderating effects test finds that environmental regulation can positively moderate the nonlinear relationship between DF and GEE. Therefore, the government should fully leverage the functions of DF to improve GEE.</div></div>","PeriodicalId":48226,"journal":{"name":"International Review of Financial Analysis","volume":"101 ","pages":"Article 104031"},"PeriodicalIF":9.8000,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Review of Financial Analysis","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1057521925001188","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0

Abstract

Digital finance (DF) significantly improves green economic efficiency (GEE) by promoting technological innovation and the flow of factors with environmental friendliness. Using panel data from 30 provinces in China from 2011 to 2020, this study uses the super-efficiency Slack-Based Measure(SBM) model with undesirable outputs to measure provincial GEE. This study tests the nonlinear impact of DF on GEE and conducts a heterogeneity analysis. The findings show that (1) a significant, positive U-shaped nonlinear relationship exists between DF and GEE, validated by a robustness test and the instrumental variable model. (2) The U-shaped relationship between DF and GEE is significant in undeveloped regions. Meanwhile, the findings show a linear promoting effect in developed areas. (3) Mechanism research demonstrates that the regional technological innovation level is an effective mechanism of the U-shaped relationship. (4) The moderating effects test finds that environmental regulation can positively moderate the nonlinear relationship between DF and GEE. Therefore, the government should fully leverage the functions of DF to improve GEE.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
数字金融对绿色经济效率的非线性影响
数字金融通过促进技术创新和环境友好型要素流动,显著提高绿色经济效率。本文利用2011 - 2020年中国30个省份的面板数据,采用具有不期望产出的超效率Slack-Based测度(SBM)模型对省级经济效益进行测度。本研究检验了DF对GEE的非线性影响,并进行异质性分析。结果表明:(1)DF与GEE之间存在显著的正u型非线性关系,并通过鲁棒性检验和工具变量模型验证了这一点。(2)欠发达地区DF与GEE呈显著的u型关系。与此同时,研究结果显示,在发达地区有线性促进作用。(3)机制研究表明,区域技术创新水平是u型关系的有效机制。(4)调节效应检验发现,环境调控可以正向调节DF与GEE之间的非线性关系。因此,政府应充分发挥DF的作用,提高GEE。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
10.30
自引率
9.80%
发文量
366
期刊介绍: The International Review of Financial Analysis (IRFA) is an impartial refereed journal designed to serve as a platform for high-quality financial research. It welcomes a diverse range of financial research topics and maintains an unbiased selection process. While not limited to U.S.-centric subjects, IRFA, as its title suggests, is open to valuable research contributions from around the world.
期刊最新文献
Interlinkages between cryptocurrency classes and the hydrogen economy: New diversification insights from a partial correlation-based connectedness approach When digital meets traditional financial intermediaries: How equity crowdfunding shapes venture capital value added Environmental policy stringency and cash management: International evidence Climate disaster risks, response capacities and sovereign bond yield spreads Conditional demand for lottery-type stocks: Information spillovers and asset prices comovement
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1