Abstract
As an innovative financial instrument, green credit is a new driving force for environmental governance. To study the impact of green credit on environmental quality, this paper uses the provincial panel data from 2007 to 2020 to construct a panel model for analysis based on the comprehensive environmental quality index. At the same time, it discusses the mechanism and regional heterogeneity of green credit affecting environmental quality. The results show that green credit significantly improves the overall quality of the environment, which has a significant effect on air quality and green quality but has no significant impact on water quality and soil quality. Green credit improves environmental quality by improving green technology innovation and promoting industrial structure upgrading. At the same time, there is obvious heterogeneity in the environmental effect of green credit. Among them, the environmental quality improvement effect of the eastern region and the carbon emission pilot area is more evident than that of the central and western regions and the non-carbon emission pilot area. This paper has important implications for promoting the development of green credit and giving full play to the environmental effects of green credit to achieve sustainable goals.
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The datasets used and analyzed during the current study are available from the corresponding author on reasonable request.
References
Aizawa M, Yang C (2010) Green credit, green stimulus, green revolution? China’s mobilization of banks for environmental cleanup. J Environ Dev 19(2):119–144. https://doi.org/10.1177/1070496510371192
Amore MD, Schneider C, Žaldokas A (2013) Credit supply and corporate innovation. J Financ Econ 109(3):835–855. https://doi.org/10.1016/j.jfineco.2013.04.006
An S, Li B, Song D, Chen X (2021) Green credit financing versus trade credit financing in a supply chain with carbon emission limits. Eur J Oper Res 292(1):125–142. https://doi.org/10.1016/j.ejor.2020.10.025
Ang JB (2010) Research, technological change and financial liberalization in South Korea. J Macroecon 32(1): 457–468. https://doi.org/10.1016/j.jmacro.2009.06.002
Bhujabal P, Sethi N, Padhan PC (2021) ICT, foreign direct investment and environmental pollution in major Asia Pacific countries. Environ Sci Pollut Res 28(31):42649–42669. https://doi.org/10.1007/s11356-021-13619-w
Chen S (2015) Environmental pollution emissions, regional productivity growth and ecological economic development in China. China Econ Rev 35:171–182. https://doi.org/10.1016/j.chieco.2014.08.005
Chen S, Bai Y (2023) Green finance, the low-carbon energy transition, and environmental pollution: evidence from China. Environ Sci Pollut Res 30(35):83657–83677. https://doi.org/10.1007/s11356-023-28196-3
Chen Z, Zhang Y, Wang H, Ouyang X, Xie Y (2022) Can green credit policy promote low-carbon technology innovation? J Clean Prod 359:132061. https://doi.org/10.1016/j.jclepro.2022.132061
Cui X, Wang P, Sensoy A, Nguyen DK, Pan Y (2022) Green credit policy and corporate productivity: evidence from a quasi-natural experiment in China. Technol Forecast Soc Chang 177:121516. https://doi.org/10.1016/j.techfore.2022.121516
Fang Y, Shao Z (2023) How does green finance affect cleaner industrial production and end-of-pipe treatment performance? Evidence from China. Environ Sci Pollut Res 30(12):33485–33503. https://doi.org/10.1007/s11356-022-24513-4
Gürlek M, Tuna M (2018) Reinforcing competitive advantage through green organizational culture and green innovation. Serv Ind J 38(7–8):467–491. https://doi.org/10.1080/02642069.2017.1402889
Hao F, Xie Y, Liu X, Sarkar B (2020) The impact of green credit guidelines on the technological innovation of heavily polluting enterprises: a quasi-natural experiment from China. Math Probl Eng 2020:1–13. https://doi.org/10.1155/2020/8670368
He L, Zhang L, Zhong Z, Wang D, Wang F (2019) Green credit, renewable energy investment and green economy development: empirical analysis based on 150 listed companies of China. J Clean Prod 208:363–372. https://doi.org/10.1016/j.jclepro.2018.10.119
Hu Y, Zheng J (2022) How does green credit affect carbon emissions in China? A theoretical analysis framework and empirical study. Environ Sci Pollut Res 29(39):59712–59726. https://doi.org/10.1007/s11356-022-20043-1
Hu Y, Jiang H, Zhong Z (2020) Impact of green credit on industrial structure in China: theoretical mechanism and empirical analysis. Environ Sci Pollut Res 27(10):10506–10519. https://doi.org/10.1007/s11356-020-07717-4
Hu A, Yan Y, Tang X. (2018). Green Development. In A. Hu, Y. Yan, & X. Tang (Eds.), Xi Jinping’s New Development Philosophy (pp. 59–71). Springer Singapore. https://doi.org/10.1007/978-981-10-7736-4_4
Jiang Z, Lyu P, Ye L, Yw Z (2020) Green innovation transformation, economic sustainability and energy consumption during China’s new normal stage. J Clean Prod 273:123044. https://doi.org/10.1016/j.jclepro.2020.123044
Lee C-C, Wang C-W, Ho S-J, Wu T-P (2021) The impact of natural disaster on energy consumption: international evidence. Energy Economics 97:105021. https://doi.org/10.1016/j.eneco.2020.105021
Li C, Fan X, Hu Y, Yan Y, Shang G, Chen Y (2022a) Spatial spillover effect of green finance on economic development, environmental pollution, and clean energy production across China. Environ Sci Pollut Res 29(58):87858–87873. https://doi.org/10.1007/s11356-022-21782-x
Li C, Sampene AK, Agyeman FO, Brenya R, Wiredu J (2022b) The role of green finance and energy innovation in neutralizing environmental pollution: empirical evidence from the MINT economies. J Environ Manage 317:115500. https://doi.org/10.1016/j.jenvman.2022.115500
Liu J-Y, Xia Y, Fan Y, Lin S-M, Wu J (2017) Assessment of a green credit policy aimed at energy-intensive industries in China based on a financial CGE model. J Clean Prod 163:293–302. https://doi.org/10.1016/j.jclepro.2015.10.111
Liu X, Wang E, Cai D (2019) Green credit policy, property rights and debt financing: Quasi-natural experimental evidence from China. Financ Res Lett 29:129–135. https://doi.org/10.1016/j.frl.2019.03.014
Liu C, Dai C, Chen S, Zhong J (2023) How does green finance affect the innovation performance of enterprises? Evidence from China. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-28063-1
Ma X, Xue Y (2023) How does carbon emission trading scheme affect enterprise green technology innovation: evidence from China’s A-share non-financial listed companies. Environ Sci Pollut Res 30(13):35588–35601. https://doi.org/10.1007/s11356-022-24768-x
Mohsin M, Orynbassarov D, Anser MK, Oskenbayev Y (2023) Does hydropower energy help to reduce CO2 emissions in European Union countries? Evid Quantile Estimation Environ Dev 45:100794. https://doi.org/10.1016/j.envdev.2022.100794
Muganyi T, Yan L, Sun HP (2021) Green finance, fintech and environmental protection: evidence from China. Env Sci Ecotechnol 7:100107. https://doi.org/10.1016/j.ese.2021.100107
Nandy M, Lodh S (2012) Do banks value the eco-friendliness of firms in their corporate lending decision? Some empirical evidence. Int Rev Financial Anal 25: 83–93. https://doi.org/10.1016/j.irfa.2012.06.008
Ouyang XL, Li Q, Du KR (2020) How does environmental regulation promote technological innovations in the industrial sector? Evidence from Chinese provincial panel data. Energy Policy 139: 111310. Article 111310. https://doi.org/10.1016/j.enpol.2020.111310
Qiu Q (2023) Exploring industrial agglomeration and green finance impact on regional environmental pollution in China based on system-GMM model. Environ Sci Pollut Res 30(16):46766–46778. https://doi.org/10.1007/s11356-023-25632-2
Su C-W, Li W, Umar M, Lobonţ O-R (2022a) Can green credit reduce the emissions of pollutants? Econ Anal Policy 74:205–219. https://doi.org/10.1016/j.eap.2022.01.016
Su CW, Umar M, Gao R (2022b) Save the environment, get financing! How China is protecting the environment with green credit policies? J Environ Manage 323:116178. https://doi.org/10.1016/j.jenvman.2022.116178
Tang X, Zhou X, Kholaif MMNHK (2023) Does green finance achieve its goal of promoting coordinated development of economy–environment? Using the pollutant emission efficiency as a proxy. Environ Dev Sustain: 1–30. https://doi.org/10.1007/s10668-023-03129-9
Wang M, Feng C (2021) The win-win ability of environmental protection and economic development during China’s transition. Technol Forecast Soc Chang 166:120617. https://doi.org/10.1016/j.techfore.2021.120617
Wang F, Wang R, He Z (2021a) The impact of environmental pollution and green finance on the high-quality development of energy based on spatial Dubin model. Resour Policy 74:102451. https://doi.org/10.1016/j.resourpol.2021.102451
Wang T, Peng J, Wu L (2021b) Heterogeneous effects of environmental regulation on air pollution: evidence from China’s prefecture-level cities. Environ Sci Pollut Res 28(20):25782–25797. https://doi.org/10.1007/s11356-021-12434-7
Wang W, Yu B, Yan X, Yao X, Liu Y (2017) Estimation of innovation’s green performance: a range-adjusted measure approach to assess the unified efficiency of China’s manufacturing industry. J Clean Prod 149: 919–924. https://doi.org/10.1016/j.jclepro.2017.02.174
Wen H, Lee C-C, Zhou F (2021) Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises. Energy Economics 94:105099. https://doi.org/10.1016/j.eneco.2021.105099
Xiang W, Qi Q, Gan L (2023) Non-linear effects of green finance on air quality in China: new evidence from a panel threshold model. Front Ecol Evol 11:1162137. https://doi.org/10.3389/fevo.2023.1162137
Xie R, Teo TSH (2022) Green technology innovation, environmental externality, and the cleaner upgrading of industrial structure in China — considering the moderating effect of environmental regulation. Technol Forecast Soc Chang 184:122020. https://doi.org/10.1016/j.techfore.2022.122020
Xing C, Zhang Y, Tripe D (2021) Green credit policy and corporate access to bank loans in China: the role of environmental disclosure and green innovation. Int Rev Financ Anal 77:101838. https://doi.org/10.1016/j.irfa.2021.101838
Xu X, Li J (2020) Asymmetric impacts of the policy and development of green credit on the debt financing cost and maturity of different types of enterprises in China. J Clean Prod 264:121574. https://doi.org/10.1016/j.jclepro.2020.121574
Yang M, Ma T, Sun C (2018) Evaluating the impact of urban traffic investment on SO2 emissions in China cities. Energy Policy 113:20–27. https://doi.org/10.1016/j.enpol.2017.10.039
Yang Y, Su X, Yao S (2022) Can green finance promote green innovation? The moderating effect of environmental regulation. Environ Sci Pollut Res 29(49):74540–74553. https://doi.org/10.1007/s11356-022-21118-9
Yang X, Wei M, Li Y, Jiang Y (2023) Research on the policy effect and mechanism of green finance to reduce environmental pollution: micro evidence from 285 cities in China. Environ Sci Pollut Res 30(27):70854–70870. https://doi.org/10.1007/s11356-023-27187-8
Yao S, Pan Y, Sensoy A, Uddin GS, Cheng F (2021) Green credit policy and firm performance: what we learn from China. Energy Economics 101:105415. https://doi.org/10.1016/j.eneco.2021.105415
Yin X, Wang D, Lu J, Liu L (2023) Does green credit policy promote corporate green innovation? Evidence from China. Econ Chang Restruct 56(5):3187–3215. https://doi.org/10.1007/s10644-023-09521-9
Yu C-H, Wu X, Zhang D, Chen S, Zhao J (2021) Demand for green finance: resolving financing constraints on green innovation in China. Energy Policy 153:112255. https://doi.org/10.1016/j.enpol.2021.112255
Yu Z, Yan T, Liu X, Bao A (2022) Urban land expansion, fiscal decentralization and haze pollution: evidence from 281 prefecture-level cities in China. J Environ Manage 323:116198. https://doi.org/10.1016/j.jenvman.2022.116198
Zhang X, Fan D (2024a) Is multi-pronged better? Research on the driving effect of the combination of environmental regulation in mining cities. J Clean Prod 436:140689. https://doi.org/10.1016/j.jclepro.2024.140689
Zhang L, Mei Z (2022) Green finance and industrial pollution: empirical research based on spatial perspective. Front Environ Sci 10:1–9. https://doi.org/10.3389/fenvs.2022.1003327
Zhang K, Shao S, Fan S (2020) Market integration and environmental quality: evidence from the Yangtze river delta region of China. J Environ Manage 261:110208. https://doi.org/10.1016/j.jenvman.2020.110208
Zhang K, Li Y, Qi Y, Shao S (2021a) Can green credit policy improve environmental quality? Evidence from China. J Environ Manage 298:113445. https://doi.org/10.1016/j.jenvman.2021.113445
Zhang M, Cui W-K, Zhang Y-J, Xu Y-H, Wang S (2021b) Research on world food production efficiency and environmental sustainability based on entropy-DEA model. Complexity 2021:1–11. https://doi.org/10.1155/2021/8730264
Zhang A, Deng R, Wu Y (2022a) Does the green credit policy reduce the carbon emission intensity of heavily polluting industries? Evidence from China’s industrial sectors. J Environ Manage 311:114815. https://doi.org/10.1016/j.jenvman.2022.114815
Zhang D, Mohsin M, Taghizadeh-Hesary F (2022b) Does green finance counteract the climate change mitigation: asymmetric effect of renewable energy investment and R&D. Energy Econ 113:106183. https://doi.org/10.1016/j.eneco.2022.106183
Zhang Y, Li X, Xing C (2022c) How does China’s green credit policy affect the green innovation of high polluting enterprises? The perspective of radical and incremental innovations. J Clean Prod 336:130387. https://doi.org/10.1016/j.jclepro.2022.130387
Zhang X, Fan D (2023) Collaborative emission reduction research on dual-pilot policies of the low-carbon city and smart city from the perspective of multiple innovations. Urban Climate 47: 101364. https://doi.org/10.1016/j.uclim.2022.101364
Zhang X, Fan D (2024b) Research on digital transformation and organizational innovation of manufacturing firms based on knowledge field. J Knowl Econ 1–44. https://doi.org/10.1007/s13132-023-01703-0
Zhou X, Tang X (2022) Spatiotemporal consistency effect of green finance on pollution emissions and its geographic attenuation process. J Environ Manage 318:115537. https://doi.org/10.1016/j.jenvman.2022.115537
Zhou D, Yu Y, Wang Q, Zha D (2019) Effects of a generalized dual-credit system on green technology investments and pricing decisions in a supply chain. J Environ Manage 247:269–280. https://doi.org/10.1016/j.jenvman.2019.06.058
Zhou W, Wu X, Zhou D (2023) Does green finance reduce environmental pollution?—A study based on China’s provincial panel data. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-30738-8
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We thank the founding. We also want to thank the editors and the reviewers for their instructions and comments.
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The article is funded by Science Research Project of Hebei Education Department (grant number: ZD202416).
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Wu, X., Zhou, W. & Chen, Z. The impact of green credit on environmental quality: empirical evidence from China. Environ Sci Pollut Res 31, 34981–34994 (2024). https://doi.org/10.1007/s11356-024-33570-w
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DOI: https://doi.org/10.1007/s11356-024-33570-w