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Financial development, energy consumption and China's economic growth: New evidence from provincial panel data

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  • Hao, Yu
  • Wang, Ling-Ou
  • Lee, Chien-Chiang

Abstract

In recent years, China has experienced a period of rapid economic transition to the sustainable style of economic development, which is termed as the “new normal”. Although the extant literature has verified that investment and foreign business are two main growth engines of China's economy, investigations on the impacts of financial development and energy consumption on economic growth using a comprehensive framework are still scarce. This paper examines the dynamic interrelationship between financial development, energy consumption and economic development using the data on 29 Chinese provinces covering the period from 1995 to 2014. The empirical results indicate that energy consumption is the Granger cause of GDP, while financial development is not the Granger cause of GDP. Additionally, according to the estimation results of the impulse response function, financial development has a negative effect on GDP, while energy consumption could foster economic growth. Among the control variables, capital stock contributes significantly to economic growth. Further reforming the financial system and accelerating the transition of the economic structure are vital for China's sustainable economic growth as the pressure of controlling the excessive growth of energy consumption and improving environmental quality accumulates over time.

Suggested Citation

  • Hao, Yu & Wang, Ling-Ou & Lee, Chien-Chiang, 2020. "Financial development, energy consumption and China's economic growth: New evidence from provincial panel data," International Review of Economics & Finance, Elsevier, vol. 69(C), pages 1132-1151.
  • Handle: RePEc:eee:reveco:v:69:y:2020:i:c:p:1132-1151
    DOI: 10.1016/j.iref.2018.12.006
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    1. Shahbaz, Muhammad & Khan, Saleheen & Tahir, Mohammad Iqbal, 2013. "The dynamic links between energy consumption, economic growth, financial development and trade in China: Fresh evidence from multivariate framework analysis," Energy Economics, Elsevier, vol. 40(C), pages 8-21.
    2. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    3. Zhang, Xing-Ping & Cheng, Xiao-Mei, 2009. "Energy consumption, carbon emissions, and economic growth in China," Ecological Economics, Elsevier, vol. 68(10), pages 2706-2712, August.
    4. Hasan, Iftekhar & Wachtel, Paul & Zhou, Mingming, 2009. "Institutional development, financial deepening and economic growth: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 157-170, January.
    5. Felix Rioja & Neven Valev, 2004. "Finance and the Sources of Growth at Various Stages of Economic Development," Economic Inquiry, Western Economic Association International, vol. 42(1), pages 127-140, January.
    6. Firth, Michael & Lin, Chen & Wong, Sonia M.L., 2008. "Leverage and investment under a state-owned bank lending environment: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 14(5), pages 642-653, December.
    7. Chien-Chiang Lee & Tie-Ying Liu, 2017. "Insurance development, banking activities, and regional output: evidence from China," Empirical Economics, Springer, vol. 53(3), pages 1059-1081, November.
    8. Fei, Li & Dong, Suocheng & Xue, Li & Liang, Quanxi & Yang, Wangzhou, 2011. "Energy consumption-economic growth relationship and carbon dioxide emissions in China," Energy Policy, Elsevier, vol. 39(2), pages 568-574, February.
    9. Xiaohui Liu & Peter Burridge & P. J. N. Sinclair, 2002. "Relationships between economic growth, foreign direct investment and trade: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 34(11), pages 1433-1440.
    10. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    11. Shahbaz, Muhammad & Hye, Qazi Muhammad Adnan & Tiwari, Aviral Kumar & Leitão, Nuno Carlos, 2013. "Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 25(C), pages 109-121.
    12. Carsten A. Holz, 2004. "China's Statistical System in Transition: Challenges, Data Problems, and Institutional Innovations," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 50(3), pages 381-409, September.
    13. Chien-Chiang Lee & Meng-Fen Hsieh, 2013. "Beyond Bank Competition and Profitability: Can Moral Hazard Tell Us More?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(1), pages 87-109, August.
    14. 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.
    15. Hao, Yu & Wei, Yi-Ming, 2015. "When does the turning point in China's CO2 emissions occur? Results based on the Green Solow model," Environment and Development Economics, Cambridge University Press, vol. 20(6), pages 723-745, December.
    16. Shi, Yingying, 2012. "The Role of Infrastructure Capital in China’s Regional Economic Growth," 2012 Conference, August 18-24, 2012, Foz do Iguacu, Brazil 126547, International Association of Agricultural Economists.
    17. Chien-Chiang Lee & Chi-Chuan Lee & Chun-Ping Chang, 2015. "Globalization, Economic Growth and Institutional Development in China," Global Economic Review, Taylor & Francis Journals, vol. 44(1), pages 31-63, March.
    18. Alwyn Young, 1991. "Learning by Doing and the Dynamic Effects of International Trade," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 369-405.
    19. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    20. Romain Wacziarg & Karen Horn Welch, 2008. "Trade Liberalization and Growth: New Evidence," The World Bank Economic Review, World Bank, vol. 22(2), pages 187-231, June.
    21. Jordan Shan & Alan Morris, 2002. "Does Financial Development 'Lead' Economic Growth?," International Review of Applied Economics, Taylor & Francis Journals, vol. 16(2), pages 153-168.
    22. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    23. Guariglia, Alessandra & Poncet, Sandra, 2008. "Could financial distortions be no impediment to economic growth after all? Evidence from China," Journal of Comparative Economics, Elsevier, vol. 36(4), pages 633-657, December.
    24. Gilles Dufrenot & Valerie Mignon & Charalambos Tsangarides, 2010. "The trade-growth nexus in the developing countries: a quantile regression approach," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 146(4), pages 731-761, December.
    25. Holz, Carsten A, 2013. "Chinese statistics: classification systems and data sources," MPRA Paper 43869, University Library of Munich, Germany.
    26. Justin Yifu Lin & Zhiqiang Liu, 2000. "Fiscal Decentralization and Economic Growth in China," Economic Development and Cultural Change, University of Chicago Press, vol. 49(1), pages 1-21.
    27. Yuxiang, Karl & Chen, Zhongchang, 2011. "Financial development and environmental performance: evidence from China," Environment and Development Economics, Cambridge University Press, vol. 16(1), pages 93-111, February.
    28. Xianming Fang & Yu Jiang, 2014. "The Promoting Effect of Financial Development on Economic Growth: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(S1), pages 34-50.
    29. Talha Yalta, A. & Cakar, Hatice, 2012. "Energy consumption and economic growth in China: A reconciliation," Energy Policy, Elsevier, vol. 41(C), pages 666-675.
    30. Lean, Hooi Hooi & Smyth, Russell, 2010. "On the dynamics of aggregate output, electricity consumption and exports in Malaysia: Evidence from multivariate Granger causality tests," Applied Energy, Elsevier, vol. 87(6), pages 1963-1971, June.
    31. Barry Bosworth & Susan M. Collins, 2008. "Accounting for Growth: Comparing China and India," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 45-66, Winter.
    32. Peter Pedroni, 2001. "Purchasing Power Parity Tests In Cointegrated Panels," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 727-731, November.
    33. Yuan, Jia-Hai & Kang, Jian-Gang & Zhao, Chang-Hong & Hu, Zhao-Guang, 2008. "Energy consumption and economic growth: Evidence from China at both aggregated and disaggregated levels," Energy Economics, Elsevier, vol. 30(6), pages 3077-3094, November.
    34. Jun Du & Sourafel Girma, 2007. "Finance and Firm Export in China," Kyklos, Wiley Blackwell, vol. 60(1), pages 37-54, February.
    35. Rahman, Mohammad Mafizur & Mamun, Shamsul Arifeen Khan, 2016. "Energy use, international trade and economic growth nexus in Australia: New evidence from an extended growth model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 806-816.
    36. Robert C. Feenstra & Zhiyuan Li & Miaojie Yu, 2014. "Exports and Credit Constraints under Incomplete Information: Theory and Evidence from China," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 729-744, October.
    37. Jordan Shan & Jianhong Qi, 2006. "Does Financial Development 'Lead' Economic Growth? The Case of China," Annals of Economics and Finance, Society for AEF, vol. 7(1), pages 197-216, May.
    38. Chow, Gregory & Lin, An-loh, 2002. "Accounting for Economic Growth in Taiwan and Mainland China: A Comparative Analysis," Journal of Comparative Economics, Elsevier, vol. 30(3), pages 507-530, September.
    39. Halkos, George E. & Paizanos, Epameinondas Α., 2013. "The effect of government expenditure on the environment:An empirical investigation," Ecological Economics, Elsevier, vol. 91(C), pages 48-56.
    40. Wang, Yuan & Wang, Yichen & Zhou, Jing & Zhu, Xiaodong & Lu, Genfa, 2011. "Energy consumption and economic growth in China: A multivariate causality test," Energy Policy, Elsevier, vol. 39(7), pages 4399-4406, July.
    41. Alwyn Young, 1991. "Learning by Doing and the Dynamic Effects of International Trade," NBER Working Papers 3577, National Bureau of Economic Research, Inc.
    42. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    43. Li, Tingting & Wang, Yong & Zhao, Dingtao, 2016. "Environmental Kuznets Curve in China: New evidence from dynamic panel analysis," Energy Policy, Elsevier, vol. 91(C), pages 138-147.
    44. Niels Hermes & Robert Lensink, 2003. "Foreign direct investment, financial development and economic growth," Journal of Development Studies, Taylor & Francis Journals, vol. 40(1), pages 142-163.
    45. Hao, Chen, 2006. "Development of financial intermediation and economic growth: The Chinese experience," China Economic Review, Elsevier, vol. 17(4), pages 347-362.
    46. Shen, Chung-Hua & Lee, Chien-Chiang, 2006. "Same Financial Development Yet Different Economic Growth: Why?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(7), pages 1907-1944, October.
    47. Zhang, Jin & Wang, Lanfang & Wang, Susheng, 2012. "Financial development and economic growth: Recent evidence from China," Journal of Comparative Economics, Elsevier, vol. 40(3), pages 393-412.
    48. Lee, Chien-Chiang & Chien, Mei-Se, 2010. "Dynamic modelling of energy consumption, capital stock, and real income in G-7 countries," Energy Economics, Elsevier, vol. 32(3), pages 564-581, May.
    49. Best, Rohan, 2017. "Switching towards coal or renewable energy? The effects of financial capital on energy transitions," Energy Economics, Elsevier, vol. 63(C), pages 75-83.
    50. Xianming Fang & Yu Jiang, 2014. "The Promoting Effect of Financial Development on Economic Growth: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(1S), pages 34-50, January.
    51. Wang, S.S. & Zhou, D.Q. & Zhou, P. & Wang, Q.W., 2011. "CO2 emissions, energy consumption and economic growth in China: A panel data analysis," Energy Policy, Elsevier, vol. 39(9), pages 4870-4875, September.
    52. Shujie Yao, 2006. "On economic growth, FDI and exports in China," Applied Economics, Taylor & Francis Journals, vol. 38(3), pages 339-351.
    53. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    54. Zhang, Chuanguo & Xu, Jiao, 2012. "Retesting the causality between energy consumption and GDP in China: Evidence from sectoral and regional analyses using dynamic panel data," Energy Economics, Elsevier, vol. 34(6), pages 1782-1789.
    55. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
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    More about this item

    Keywords

    Energy consumption; Economics growth; Financial development; China;
    All these keywords.

    JEL classification:

    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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