Abstract
The interaction between green finance and other factors, such as ecological environment, has been a research hotspot nowadays. Especially, the reasonable guiding of capital into energy conservation and environmental protection industries would greatly affect those factors, so as to the relation between them. This paper aimed to analyze the relationships between green finance, technological progress, and ecological performance quantitatively. The entropy method was used to respectively construct the system of index for green finance and technological progress, and index for ecological performance was measured by the super-SBM model. The panel vector autoregressive (PVAR) model was selected to empirically analyze dynamic relationships based on datasets from 30 provinces in China during 2008–2019 period. The results told that (1) from 2008 to 2019, China’s overall level of green finance, technological progress and ecological performance increased to varying degrees. Spatially, the areas with high-developed green finance greatly coincided with those such as large cities or the eastern coast that had good financial development. The distribution of technological progress index were similar, except some underdeveloped areas with relatively advanced scientific research institutes. The ecological performance, however, was high in the South and low in the north. (2) In the lag for 3 years, the influence of green finance on ecological performance in different regions was all positive for that all the coefficient symbols that passed the significance test were above 0, while that on technological progress was negative first and then positive. And the effects of technological progress on ecological performance were positive in ecological regions and negative in low ecological regions (0.0893 and -0.1211 in the case of three-stage lag respectively). (3) The contribution of green finance to ecological performance was high according to the results of variance decomposition, maintained at about 30%, and that of technological progress increased year by year (from 0.000 to 0.039). Therefore, we proposed to strengthen the development of green finance in underdeveloped regions. The emphasis should be laid on the researches and applications of green technology, the formulation of financing policies in innovation compensation and the establishment of a dynamic monitoring system for the ecological environment.
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Data sets used or analyzed in the current study are available from corresponding authors upon reasonable request.
References
Acemoglu D (2001) Directed technical change, NBER Working Papers[J].69(4),781-809. https://doi.org/10.1111/1467-937X.00226.
Acemoglu D, Aghion P, Hemous D (2014) Environment and directed technical change, Oxford Review of Economic Policy[J].30(3), 513-530. https://doi.org/10.1093/oxrep/gru031
Adeel-Farooq, R M, Abu Bakar, N A, Olajide Raji, J (2018) Green field investment and environmental performance: a case of selected nine developing countries of Asia. Environmental Progress & Sustainable Energy[J].37(3), 1085-1092. https://doi.org/10.1002/ep.12740
Andersen P, Petersen NC (1993) A procedure for ranking efficient units in data envelopment analysis. Management Science 39(10):1261–1294
Apergis N, Eleftheriou S, Payne J E (2013) The relationship between international financial reporting standards, carbon emissions, and R&D expenditures: Evidence from European manufacturing firms. Ecological Economics[J].88(apr.),57-66. https://doi.org/10.1016/j.ecolecon.2012.12.024.
Bai Y P, Deng X Z, Jiang S J, Zhang Q, Wang Z (2017) Exploring the relationship between urbanization and urban eco-efficiency: evidence from prefecture-level cities in China. J Clean Prod, (), S0959652617327889–. doi:https://doi.org/10.1016/j.jclepro.2017.11.115
Beltran-Esteve M, Gomez-Limon JA, Picazo-Tadeo AJ, Reig-Martinez E (2014) A metafrontier directional distance function approach to assessing eco-efficiency. J Prod Anal 41(1):69–83
Berman N, Hericourt J (2010) Financial factors and the margins of trade: evidence from cross-country firm-Level Data, J Dev Econ[J].93(2),206-217. https://doi.org/10.1016/j.jdeveco.2009.11.006.
Ferguson BK, et al (1983) Ecological performance standards for land development, Biol Conserv[J].26(3),193-213. https://doi.org/10.1016/0006-3207(83)90073-3.
Chen, P., Xie, R., & Lu, M. (2020) “Resource conservation” or “environmental friendliness”: how do urban clusters affect total-factor ecological performance in China? Intl J Environ Res Pub Health, 17(12).
Chen X, Chen Z (2021) Can green finance development reduce carbon emissions? Empirical Evidence from 30 Chinese Provinces. Sustainability 13(21):12137. https://doi.org/10.3390/su132112137
Cheng Y, Yong MZ, Shi QZ et al (2022) Applying the Super-EBM model and spatial Durbin model to examining total-factor ecological efficiency from a multi-dimensional perspective: evidence from China. Environ Sci Pollut Res 29:2183–2202. https://doi.org/10.1007/s11356-021-15770-w
Chu W S, Chun D M, Anh S H (2014) Research advancement of green technologies, International Journal of Precision Engineering & Manufacturing[J].15(6),973-977. https://doi.org/10.1007/s12541-014-0424-8.
Corbett C J, Pan J N (2002) Evaluating environmental performance using statistical process control techniques, European Journal of Operational Research[J].139(1),68-83.10.1016/S0377-2217(01)00155-2.
Cowan E (1998) Topical Issues in Environmental Finance. EEPSEA Special and Technical Paper[Z], 43(3).
Dong F, Zhang Y Q, Zhang X Y (2020) Applying a data envelopment analysis game cross-efficiency model to examining regional ecological efficiency: evidence from China, J Clean Prod[J].267(),122031–. https://doi.org/10.1016/j.jclepro.2020.122031
Dyckhoff H, Allen K (2001) Measuring ecological efficiency with data envelopment analysis (DEA). Eur J Operational Res 132(2):312–325
Fang SJ, Xiao Q (2019) Research on regional ecological well-being performance and spatial effect in China. China Population Resour Environ 29(003):1–10 (in Chinese)
Gray R, Bebbington J, Walters D, et al (1993) Accounting for the environment: the greening of accountancy, part II, Chemical & Engineering News[J]. 82(s 4–5),461-481.10.1016/j.aos.2009.03.002.
Gu B, Chen F, Zhang K (2021) The policy effect of green finance in promoting industrial transformation and upgrading efficiency in China: analysis from the perspective of government regulation and public environmental demands. Environmental Science and Pollution Research[J].28, 47474–47491. https://doi.org/10.1007/s11356-021-13944-0
Guo H (2020) Two-stage super-efficiency slacks-based model to assess China’s ecological wellbeing. Intl J Environ Res Pub Health 17(19):7045
He L, Liu R, Zhong Z, Wang D, Xia Y (2019) Can green financial development promote renewable energy investment efficiency? A consideration of bank credit. Renewable Energy 143(DEC.):974–984
Höhne N, Khosla S, Fekete H, Gilbert A (2012) Mapping of green finance delivered by IDFC members in 2011. Ecofys, Cologne
Huang Y, Chen C (2021) The spatial spillover and threshold effect of green finance on environmental quality: evidence from China. Environ Sci Pollut Res[J]. https://doi.org/10.1007/s11356-021-16892-x
Jaffe A B, Newell R G, Stavins R N (2002) Environmental policy and technological change, Environmental and Resource Economics[J].22(1),41-70. https://doi.org/10.1023/A:1015519401088.
Kobayashi Y, Kobayashi H, Hongu A, et al (2005) A practical method for quantifying eco-efficiency using eco-design support tools, Journal of Industrial Ecology[J].9(4),131-144. https://doi.org/10.1162/108819805775247990
Kristina, Dahlstrm Paul, et al (2008) Eco-efficiency trends in the UK steel and aluminum industries, J Indust Ecol[J].9(4),171-188. https://doi.org/10.1162/108819805775247954.
Labatt S (2002) Environmental finance: a guide to environmental risk assessment and financial products. Transplantation[J].66(8), 1-100. https://doi.org/10.1097/00007890-199810270-00041.
Levinson A (2007) Technology, international trade, and pollution from U.S. manufacturing, Am Econ Rev[J].99(5),2177-2192. https://doi.org/10.2139/ssrn.1007305.
Li C, Gan Y (2021) The spatial spillover effects of green finance onecological environment—empirical research based on spatial econometric model. Environ Sci Pollut Res 28:5651–5665. https://doi.org/10.1007/s11356-020-10961-3
Liu J Y, Xia Y, Fan Y, et al (2017) Assessment of a green credit policyaimed at energy-intensive industries in China based on a financial CGE model, Journal of Cleaner Production[J].163,293-302. https://doi.org/j.jclepro.2015.10.111.
Marcel J (2001) Sustainable finance and banking: the financial sector and the future of the planet[J]. https://www.researchgate.net/publication/265496962_Sustainable_Finance_and_Banking_The_Financial_Sector_and_the_Future_of_the_Planet
Nie L, Gong H, Lai X, et al (2021) Knowledge spillovers and subsequent innovation in green energy: the role of public R&D. Environ Sci Pollut Research[J].28, 66522–66534. https://doi.org/10.1007/s11356-021-17206-x
Ping L I, Sun L Y (2007) The effect of foreign patent application on technological progress——an analysis basedon the panel data of different regions in China. Economic Survey[J].1,40-43.(in Chinese) https://doi.org/10.15931/j.cnki.1006-1096.2007.01.010
Qian Y, Liu J, Cheng Z, et al (2021) Does the smart city policy promote the green growth of the urban economy? Evidence from China. Environ Sci Pollut Research[J].28, 66709–66723. https://doi.org/10.1007/s11356-021-15120-w
Rick V, Withagen C (2013) Green growth, green paradox and the global economic crisis. Environ Innov Soc Trans[J].6,116-119. https://doi.org/10.1016/j.eist.2012.11.003
Sachs, J. D. , Woo, W. T. , Yoshino, N. , & Taghizadeh-Hesary, F. (2019) Importance of green finance for achieving sustainable development goals and energy security. https://doi.org/10.1007/978-981-13-0227-5_13
Salazar J (1998) Environmental finance: linking two world. Presented at a Workshop on Financial Innovations for Biodiversity Bratislava [Z].(1),2-18.
Scholtens B, Dam L (2007) Banking on the equator. are banks that adopted the equator principles different from non-adopters? World Dev 35(8):1307–1328
Sheng J, Khan A A, Zheng S, Lu Q (2021) Evaluating adoption of information communication technology in agricultural green production to increase net returns. Polish Journal of Environmental Studies[J].30(6),5723-5738. https://doi.org/10.15244/pjoes/134543
Street P, Monaghan P E (2001) Assessing the sustainability of bank service channels: the case of the co-operative bank. Sustainable Banking: The Greening of Finance[J].(16),72-87. https://doi.org/10.9774/GLEAF.978-1-909493-18-6_8.
Sun X, Loh L (2019) Sustainability governance in China: an analysis of regional ecological efficiency. Sustainability, 11(7), 1958.
Sun X, Loh L, Chen Z et al (2020) Factor price distortion and ecological efficiency: the role of institutional quality. Environ Sci Pollut Res 27:5293–5304
Tadesse S (2007) Financial development and technology, Journal of Development Economics, Elsevier[J].74(2),429-447. https://doi.org/10.2139/ssrn.681562.
Tone K (2001) A slacks-based measure of efficiency in data envelopment analysis[J]. Eur J Operational Res 130(3):498–509
Tone K (2003) Dealing with undesirable outputs in DEA:A slacks-based measure(SBM) approach, National Graduate Institute for Policy Studies[J].(06):44-45. https://www.researchgate.net/publication/284047010_Dealing_with_undesirable_outputs_in_DEA_a_Slacks-Based_Measure_SBM_approach
Veeman HTS (2001) Non-parametric productivity analysis with undesirable outputs: an application to the Canadian pulp and paper industry. Am J Agri Econ 83(3):605–616
Wang QW, Su B, Zhou P, Ching-Ren C (2016) Measuring total-factor CO2 emission performance and technology gaps using a non-radial directional distance function: a modified approach. Energy Econ 56(12):475–482. https://doi.org/10.1016/j.eneco.2016.04.005
Wang S H, Zhao D Q, Chen H X(2020). Government corruption, resource misallocation, and ecological efficiency. Energy Economics. https://doi.org/10.1016/j.eneco.2019.104573
Wang Y, Zhi Q (2016) The role of green finance in environmental protection: two aspects of market mechanism and policies, Energy Procedia[J].104,311-316. https://doi.org/10.1016/j.egypro.2016.12.053.
WBCSD (1996) Eco-efficient leadership for improved economic and environmental performance, World Business Council for Sustainable Development. http://wbcsdservers.org/wbcsdpublications/cd_files/datas/wbcsd/business_role/pdf/EELeadershipForImprovedEconomic&EnviPerformance.pdf
Wu X, Sadiq M, Chien, F, et al (2021) Testing role of green financing on climate change mitigation: evidences from G7 and E7 countries. Environ Sci Pollut Research[J].28, 66736–66750. https://doi.org/10.1007/s11356-021-15023-w
Yang G, Zha D, Zhang C et al (2020) Does environment-biased technological progress reduce CO2 emissions in APEC economies? Evidence from fossil and clean energy consumption. Environ Sci Pollut Res 27:20984–20999. https://doi.org/10.1007/s11356-020-08437-5
Yang Y, Cai W, Wang C (2014) Industrial CO2 intensity, indigenous innovation and R&D spillovers in China’s provinces, Applied Energy[J].131(131),117-127. https://doi.org/10.1016/j.apenergy.2014.06.033.
Yao L, Yu Z, Wu M, Ning J, Lv T (2020) The Spatiotemporal Evolution and Trend Prediction of Ecological Wellbeing Performance in China. Land 10(1):12. https://doi.org/10.3390/land10010012
Ye T, Xiang X, Ge X, Yang K (2022) Research on green finance and green development based eco-efficiency and spatial econometric analysis. Sustainability 14(5):2825. https://doi.org/10.3390/su14052825
Yu M, Zhou Q, Cheok MY et al (2022) Does green finance improve energy efficiency? New evidence from developing and developed economies. Econ Change Restruct 55:485–509. https://doi.org/10.1007/s10644-021-09355-3
Zafar M W, Saud S, Hou F (2019) The impact of globalization and financial development on environmental quality: evidence from selected countries in the Organization for Economic Co-operation and Development (OECD). Environ Science and Pollution Research[J]. 26, 13246–13262 (2019). https://doi.org/10.1007/s11356-019-04761-7
Zeng X W, Liu Y Q, Man M J, Shen Q L (2014) Measurement and analysis of the development degree of green finance in China. Journal of China Executive Leadership Academy Yan’an[J].7(06),112-121+105.(in Chinese) https://kns.cnki.net/kcms/detail/detail.aspx?dbcode=CJFD&dbname=CJFDLAST2015&filename=ZYAG201406015&uniplatform=NZKPT&v=f8-PBISw-oJNQKaVoCudSDoC-FEv6Dxq7VARrHHyEMBbLZ3OxAsBls1TjsGnMdtr
Zeng Y, Wang F, Wu J (2022) The impact of green finance on urban haze pollution in China: a technological innovation perspective. Energies 15(3):801. https://doi.org/10.3390/en15030801
Zhang BF, Wang YF (2021) The effect of green finance on energy sustainable development:a case study in China. Emerg Markets Finance Trade 57(12):3435–3454
Zhang D, Zhang Z, Managi S (2019) A bibliometric analysis on green finance: current status, development, and future directions. Finance Research Letters.
Zhou D, Chen H, Zhu Q (2022) Evaluating China’s regional energy and environmental efficiency by considering three internal parallel industries. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-16899-4
Funding
This study received financial support from the Philosophical and Social Science Planning Project of Henan Province: Long-term Mechanism of Green Finance Promoting the Development of Energy Conservation and Environmental Protection Industry in Henan Province, Project No. 2018CJJ085; The Humanities and Social Sciences Project of Henan Education Department: Research on the Identification, Measurement and Control of Internet Financial Risk in the ‘14th Five-Year’ Period ,Project No. 2022ZZJH00247; Henan Science and Technology Development Plan Project: Systematic Financial Risk Identification and Prevention System in Henan Province ,Project No. 182102311068.
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All authors contributed to the study conception and design. All authors commented on previous versions of the manuscript. All authors read and approved the final manuscript. Lin Ge is responsible for topic selection and article writing; Haoxiang Zhao is responsible for data analysis and conclusion analysis; Junyao Yang is responsible for organizing ideas and honing words; Jingyue Yu is responsible for data collection and literature collection; Taiyi He is responsible for empirical model design.
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Ge, L., Zhao, H., Yang, J. et al. Green finance, technological progress, and ecological performance—evidence from 30 Provinces in China. Environ Sci Pollut Res 29, 66295–66314 (2022). https://doi.org/10.1007/s11356-022-20501-w
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DOI: https://doi.org/10.1007/s11356-022-20501-w