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Internal mechanism analysis of the financial vanishing effect on green growth: Evidence from China

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  • Cao, Jianhong
  • Law, Siong Hook
  • Samad, Abdul Rahim Abdul
  • Mohamad, Wan Norhidayah W.

Abstract

Using the panel data of 30 provinces in China from 2011 to 2018, this study examines the nonlinear relationship between financial development and green growth, as well as its internal generation mechanism by employing the Ordinary Least Square (OLS) method, Two-stage Least Squares (TSLS) method, System Two-step Generalized method of moments (System Two-step GMM) and dynamic panel threshold model of Seo et al. (2019). The empirical results reveal that, firstly, the scale of financial institutions (FDS) significantly inhibits green growth (GG), while the scale of the stock market (STO) significantly promotes green growth (GG). Secondly, there is a nonlinear relationship between financial development and green growth. There is an inverted U-shaped nonlinear relationship between the scale of financial institutions (FDS) and green growth (GG). That means when the ratio of the comprehensive level of financial development (FDCI) to the comprehensive level of technological innovation (TICI) is lower than a certain threshold, the development scale of financial institutions (FDS) will significantly promote green growth (GG). However, the scale of the stock market (STO) and green growth (GG) show an opposite linear relationship. This study proves that the financial vanishing effect differs in different proportions of the comprehensive level of financial development (FDCI) and the comprehensive level of technological innovation (TICI). This study also analyzes the differences between the impacts of technological innovation (TI) and green technology innovation (GI) on the financial vanishing effect. In addition, compared with the underdeveloped western regions, the scale of financial institutions (FDS) in the more developed eastern and central regions has a stronger inhibitory effect on green growth. Compared with the economically developed eastern and central regions, the scale of the stock market (STO) in the economically underdeveloped western regions has a stronger role in promoting green growth. Finally, financial development can affect green growth by affecting capital misallocation (ABK) and energy intensity (EDS). This study provides new policy suggestions for the country to improve the financial system reform and optimize the financial market structure. This study also offers a reference for policy makers to formulate financial risk early warning mechanisms and avoid the financial vanishing effects. In short, this study provides new evidence for the green development of China's economy.

Suggested Citation

  • Cao, Jianhong & Law, Siong Hook & Samad, Abdul Rahim Abdul & Mohamad, Wan Norhidayah W., 2023. "Internal mechanism analysis of the financial vanishing effect on green growth: Evidence from China," Energy Economics, Elsevier, vol. 120(C).
  • Handle: RePEc:eee:eneeco:v:120:y:2023:i:c:s0140988323000774
    DOI: 10.1016/j.eneco.2023.106579
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    as
    1. Jaroslava Botev & Balázs Égert & Fredj Jawadi, 2019. "The nonlinear relationship between economic growth and financial development: Evidence from developing, emerging and advanced economies," International Economics, CEPII research center, issue 160, pages 3-13.
    2. Ma, Shuang & Wu, Xi & Gan, Li, 2019. "Credit accessibility, institutional deficiency and entrepreneurship in China," China Economic Review, Elsevier, vol. 54(C), pages 160-175.
    3. Charfeddine, Lanouar & Ben Khediri, Karim, 2016. "Financial development and environmental quality in UAE: Cointegration with structural breaks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 1322-1335.
    4. Ibrahim, Muazu & Alagidede, Paul, 2018. "Nonlinearities in financial development–economic growth nexus: Evidence from sub-Saharan Africa," Research in International Business and Finance, Elsevier, vol. 46(C), pages 95-104.
    5. Doytch, Nadia & Narayan, Seema, 2021. "Does transitioning towards renewable energy accelerate economic growth? An analysis of sectoral growth for a dynamic panel of countries," Energy, Elsevier, vol. 235(C).
    6. Zhu, Xiaoyang & Asimakopoulos, Stylianos & Kim, Jaebeom, 2020. "Financial development and innovation-led growth: Is too much finance better?," Journal of International Money and Finance, Elsevier, vol. 100(C).
    7. Saint-Paul, Gilles, 1992. "Technological choice, financial markets and economic development," European Economic Review, Elsevier, vol. 36(4), pages 763-781, May.
    8. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    9. Lin, Boqiang & Zhu, Junpeng, 2019. "Fiscal spending and green economic growth: Evidence from China," Energy Economics, Elsevier, vol. 83(C), pages 264-271.
    10. Nasreen, Samia & Mahalik, Mantu Kumar & Shahbaz, Muhammad & Abbas, Qaisar, 2020. "How do financial globalization, institutions and economic growth impact financial sector development in European countries?," Research in International Business and Finance, Elsevier, vol. 54(C).
    11. García-Herrero, Alicia & Gavilá, Sergio & Santabárbara, Daniel, 2009. "What explains the low profitability of Chinese banks?," Journal of Banking & Finance, Elsevier, vol. 33(11), pages 2080-2092, November.
    12. Chen, Jiaqi & Lee, Sang-Ho, 2020. "Endogenous timing game with R&D decisions and output subsidies," MPRA Paper 99503, University Library of Munich, Germany.
    13. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    14. Lin, Boqiang & Du, Kerui, 2015. "Energy and CO2 emissions performance in China's regional economies: Do market-oriented reforms matter?," Energy Policy, Elsevier, vol. 78(C), pages 113-124.
    15. Sen, Souvik & Ganguly, Sourav, 2017. "Opportunities, barriers and issues with renewable energy development – A discussion," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1170-1181.
    16. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim & Khalid, Airil & Azman-Saini, W.N.W., 2022. "FinTech and financial stability: Threat or opportunity?," Finance Research Letters, Elsevier, vol. 47(PB).
    17. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    18. Xu, Li & Tan, Junlan, 2020. "Financial development, industrial structure and natural resource utilization efficiency in China," Resources Policy, Elsevier, vol. 66(C).
    19. J. David Cummins & Mary A. Weiss, 2014. "Systemic Risk and The U.S. Insurance Sector," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 81(3), pages 489-528, September.
    20. Chia-Guan Keh & Pei-Tha Gan & Yan-Teng Tan & Fatimah Salwa Binti Abd. Hadi & Norasibah Binti Abdul Jalil, 2022. "Financial development and economic growth in Malaysia: a nonlinear ARDL application," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 14(2), pages 197-215.
    21. Hagedoorn, John & Cloodt, Myriam, 2003. "Measuring innovative performance: is there an advantage in using multiple indicators?," Research Policy, Elsevier, vol. 32(8), pages 1365-1379, September.
    22. Ren, Siyu & Hao, Yu & Xu, Lu & Wu, Haitao & Ba, Ning, 2021. "Digitalization and energy: How does internet development affect China's energy consumption?," Energy Economics, Elsevier, vol. 98(C).
    23. Tadesse, Solomon, 2006. "Innovation, Information, and Financial Architecture," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(4), pages 753-786, December.
    24. Myung Hwan Seo & Sueyoul Kim & Young-Joo Kim, 2019. "Estimation of dynamic panel threshold model using Stata," Stata Journal, StataCorp LP, vol. 19(3), pages 685-697, September.
    25. William R. Kerr & Ramana Nanda & Matthew Rhodes-Kropf, 2014. "Entrepreneurship as Experimentation," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 25-48, Summer.
    26. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    27. Rui Wang & Zhangxi Lin & Hang Luo, 2019. "Blockchain, bank credit and SME financing," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(3), pages 1127-1140, May.
    28. Awaworyi Churchill, Sefa & Inekwe, John & Smyth, Russell & Zhang, Xibin, 2019. "R&D intensity and carbon emissions in the G7: 1870–2014," Energy Economics, Elsevier, vol. 80(C), pages 30-37.
    29. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    30. Jin, Peizhen & Peng, Chong & Song, Malin, 2019. "Macroeconomic uncertainty, high-level innovation, and urban green development performance in China," China Economic Review, Elsevier, vol. 55(C), pages 1-18.
    31. Zameer, Hashim & Yasmeen, Humaira & Wang, Rong & Tao, Jing & Malik, Muhammad Nasir, 2020. "An empirical investigation of the coordinated development of natural resources, financial development and ecological efficiency in China," Resources Policy, Elsevier, vol. 65(C).
    32. Arnoud W. A. Boot & Lev Ratnovski, 2016. "Banking and Trading," Review of Finance, European Finance Association, vol. 20(6), pages 2219-2246.
    33. Law, Siong Hook & Singh, Nirvikar, 2014. "Does too much finance harm economic growth?," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 36-44.
    34. Kulvinder Purewal & Hazwan Haini, 2022. "Re-examining the effect of financial markets and institutions on economic growth: evidence from the OECD countries," Economic Change and Restructuring, Springer, vol. 55(1), pages 311-333, February.
    35. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    36. Wang, Rong & Tan, Junlan, 2021. "Exploring the coupling and forecasting of financial development, technological innovation, and economic growth," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    37. Junhao Zhong & Tinghui Li, 2020. "Impact of Financial Development and Its Spatial Spillover Effect on Green Total Factor Productivity: Evidence from 30 Provinces in China," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-11, January.
    38. Seo, Myung Hwan & Shin, Yongcheol, 2016. "Dynamic panels with threshold effect and endogeneity," Journal of Econometrics, Elsevier, vol. 195(2), pages 169-186.
    39. Najia Saqib, 2022. "Green energy, non-renewable energy, financial development and economic growth with carbon footprint: heterogeneous panel evidence from cross-country," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 6945-6964, December.
    40. Feng Wang & Siyue Yang & Ann Reisner & Na Liu, 2019. "Does Green Credit Policy Work in China? The Correlation between Green Credit and Corporate Environmental Information Disclosure Quality," Sustainability, MDPI, vol. 11(3), pages 1-15, January.
    41. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    42. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    43. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    44. Wu, Haitao & Hao, Yu & Ren, Siyu, 2020. "How do environmental regulation and environmental decentralization affect green total factor energy efficiency: Evidence from China," Energy Economics, Elsevier, vol. 91(C).
    45. Salifou Ouedraogo & Hamidou Sawadogo, 2022. "Financial development, financial structure and economic growth in the Sub‐Saharan African countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 3139-3162, July.
    46. Wu, Long & Xu, Lei, 2020. "The role of venture capital in SME loans in China," Research in International Business and Finance, Elsevier, vol. 51(C).
    47. Sami Ben Naceur & Mondher Cherif & Magda Kandil, 2014. "What drives the development of the MENA financial sector?," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 14(4), pages 212-223, December.
    48. Doytch, Nadia & Uctum, Merih, 2011. "Does the worldwide shift of FDI from manufacturing to services accelerate economic growth? A GMM estimation study," Journal of International Money and Finance, Elsevier, vol. 30(3), pages 410-427, April.
    49. Hasan, Iftekhar & Malkamaki, Markku & Schmiedel, Heiko, 2003. "Technology, automation, and productivity of stock exchanges: International evidence," Journal of Banking & Finance, Elsevier, vol. 27(9), pages 1743-1773, September.
    50. Doytch, Nadia & Uctum, Merih, 2016. "Globalization and the environmental impact of sectoral FDI," Economic Systems, Elsevier, vol. 40(4), pages 582-594.
    51. Doytch, Nadia & Narayan, Seema, 2016. "Does FDI influence renewable energy consumption? An analysis of sectoral FDI impact on renewable and non-renewable industrial energy consumption," Energy Economics, Elsevier, vol. 54(C), pages 291-301.
    52. Kevin X.D. Huang & Shuangjian Li & Guoqiang Tian, 2021. "Chinese Economy under the New ¡°Dual Circulation¡± Strategy: Challenges and Opportunities¡ªA Summary of the Annual SUFE Macroeconomic Report (2020¨C2021)," Frontiers of Economics in China-Selected Publications from Chinese Universities, Higher Education Press, vol. 16(1), pages 1-29, March.
    53. Jianxin Wu & Yanrui Wu & Bing Wang, 2018. "Local Government Debt, Factor Misallocation and Regional Economic Performance in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 26(4), pages 82-105, July.
    54. Li, Guangchen & Wei, Weixian, 2021. "Financial development, openness, innovation, carbon emissions, and economic growth in China," Energy Economics, Elsevier, vol. 97(C).
    55. Shikong (Scott) Luo, 2019. "Credit Misallocation, Endogenous TFP Changes, and Economic Fluctuation in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(9), pages 1909-1925, July.
    56. Burze Yasar, 2021. "The new investment landscape: Equity crowdfunding," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 21(1), pages 1-16.
    57. Tadiwanashe Muganyi & Linnan Yan & Yingkai Yin & Huaping Sun & Xiangbin Gong & Farhad Taghizadeh-Hesary, 2022. "Fintech, regtech, and financial development: evidence from China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-20, December.
    58. Carlos Aller, Maria Jesus Herrerias, and Javier Ordóñez, 2018. "The Effect of Financial Development on Energy Intensity in China," The Energy Journal, International Association for Energy Economics, vol. 0(Special I).
    59. Yang, Lisha & Ni, Mengying, 2022. "Is financial development beneficial to improve the efficiency of green development? Evidence from the “Belt and Road” countries," Energy Economics, Elsevier, vol. 105(C).
    60. Nicholas Kaldor, 1961. "Capital Accumulation and Economic Growth," International Economic Association Series, in: D. C. Hague (ed.), The Theory of Capital, chapter 0, pages 177-222, Palgrave Macmillan.
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    Cited by:

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    2. Zhu, Yi & Lin, Yangyi & Tan, Yanyu & Liu, Bin & Wang, Hao, 2024. "The potential nexus between fintech and energy consumption: A new perspective on natural resource consumption," Resources Policy, Elsevier, vol. 89(C).

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    More about this item

    Keywords

    Green growth; Financial development; Financial vanishing effect; Dynamic threshold regression;
    All these keywords.

    JEL classification:

    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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