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Does financial development have a non-linear impact on energy consumption? Evidence from 30 provinces in China

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  • Wang, You
  • Gong, Xu

Abstract

This paper uses a sample of 30 provinces in China for the period 1997–2017 to examine the relationship between financial development and energy consumption. Based on the traditional convergence hypothesis, this paper constructs a functional convergence model and explores the dynamic convergence of energy consumption. The results show that there is a significant threshold effect between financial development and energy consumption. There is an inverse-U shaped relationship between foreign investment ratio, financial efficiency, and energy consumption. Besides, financial interrelations ratio and insurance depth increase energy consumption. The trend of China's energy consumption tends to be consistent. In the eastern region, the growth rate of energy consumption is negatively correlated with the initial level. There is only a σ convergence effect on energy consumption in the central region. However, the difference in energy consumption in the western region is continually expanding.

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  • Wang, You & Gong, Xu, 2020. "Does financial development have a non-linear impact on energy consumption? Evidence from 30 provinces in China," Energy Economics, Elsevier, vol. 90(C).
  • Handle: RePEc:eee:eneeco:v:90:y:2020:i:c:s0140988320301857
    DOI: 10.1016/j.eneco.2020.104845
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    as
    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. Gong, Xu & Lin, Boqiang, 2018. "The incremental information content of investor fear gauge for volatility forecasting in the crude oil futures market," Energy Economics, Elsevier, vol. 74(C), pages 370-386.
    3. 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.
    4. Suleiman Abu‐Bader & Aamer S. Abu‐Qarn, 2008. "Financial Development and Economic Growth: Empirical Evidence from Six MENA Countries," Review of Development Economics, Wiley Blackwell, vol. 12(4), pages 803-817, November.
    5. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Ahmad, Nawaz & Alam, Shaista, 2016. "Financial development and environmental quality: The way forward," Energy Policy, Elsevier, vol. 98(C), pages 353-364.
    6. Sala-i-Martin, Xavier X, 1996. "The Classical Approach to Convergence Analysis," Economic Journal, Royal Economic Society, vol. 106(437), pages 1019-1036, July.
    7. Bülent Altay & Mert Topcu, 2015. "Relationship between Financial Development and Energy Consumption: The Case of Turkey," Bulletin of Energy Economics (BEE), The Economics and Social Development Organization (TESDO), vol. 3(1), pages 18-24, March.
    8. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    9. Dollar, David & Kraay, Aart, 2003. "Institutions, trade, and growth : revisiting the evidence," Policy Research Working Paper Series 3004, The World Bank.
    10. 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.
    11. Islam, Faridul & Shahbaz, Muhammad & Ahmed, Ashraf U. & Alam, Md. Mahmudul, 2013. "Financial development and energy consumption nexus in Malaysia: A multivariate time series analysis," Economic Modelling, Elsevier, vol. 30(C), pages 435-441.
    12. Wen, Fenghua & Gong, Xu & Cai, Shenghua, 2016. "Forecasting the volatility of crude oil futures using HAR-type models with structural breaks," Energy Economics, Elsevier, vol. 59(C), pages 400-413.
    13. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    14. Liu, Tangyong & Gong, Xu, 2020. "Analyzing time-varying volatility spillovers between the crude oil markets using a new method," Energy Economics, Elsevier, vol. 87(C).
    15. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    16. 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.
    17. Zhang, Yue-Jun & Hao, Jun-Fang & Song, Juan, 2016. "The CO2 emission efficiency, reduction potential and spatial clustering in China’s industry: Evidence from the regional level," Applied Energy, Elsevier, vol. 174(C), pages 213-223.
    18. Aslan, Alper & Apergis, Nicholas & Topcu, Mert, 2014. "Banking development and energy consumption: Evidence from a panel of Middle Eastern countries," Energy, Elsevier, vol. 72(C), pages 427-433.
    19. Khan, Muhammad Tariq Iqbal & Yaseen, Muhammad Rizwan & Ali, Qamar, 2019. "Nexus between financial development, tourism, renewable energy, and greenhouse gas emission in high-income countries: A continent-wise analysis," Energy Economics, Elsevier, vol. 83(C), pages 293-310.
    20. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    21. Li, Jianglong & Lin, Boqiang, 2016. "Inter-factor/inter-fuel substitution, carbon intensity, and energy-related CO2 reduction: Empirical evidence from China," Energy Economics, Elsevier, vol. 56(C), pages 483-494.
    22. 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.
    23. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    24. Ji, Qiang & Zhang, Dayong, 2019. "How much does financial development contribute to renewable energy growth and upgrading of energy structure in China?," Energy Policy, Elsevier, vol. 128(C), pages 114-124.
    25. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    26. Shahbaz, Muhammad & Zakaria, Muhammad & Shahzad, Syed Jawad Hussain & Mahalik, Mantu Kumar, 2018. "The energy consumption and economic growth nexus in top ten energy-consuming countries: Fresh evidence from using the quantile-on-quantile approach," Energy Economics, Elsevier, vol. 71(C), pages 282-301.
    27. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    28. Kumbaroglu, Gürkan & Karali, Nihan & ArIkan, YIldIz, 2008. "CO2, GDP and RET: An aggregate economic equilibrium analysis for Turkey," Energy Policy, Elsevier, vol. 36(7), pages 2694-2708, July.
    29. 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.
    30. Fung, Michael K., 2009. "Financial development and economic growth: Convergence or divergence?," Journal of International Money and Finance, Elsevier, vol. 28(1), pages 56-67, February.
    31. Dollar, David & Kraay, Aart, 2003. "Institutions, trade, and growth," Journal of Monetary Economics, Elsevier, vol. 50(1), pages 133-162, January.
    32. Abbasi, Faiza & Riaz, Khalid, 2016. "CO2 emissions and financial development in an emerging economy: An augmented VAR approach," Energy Policy, Elsevier, vol. 90(C), pages 102-114.
    33. Abu-Bader, Suleiman & Abu-Qarn, Aamer S., 2008. "Financial development and economic growth: The Egyptian experience," Journal of Policy Modeling, Elsevier, vol. 30(5), pages 887-898.
    34. Du, Gang & Sun, Chuanwang & Fang, Zhongnan, 2015. "Evaluating the Atkinson index of household energy consumption in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 1080-1087.
    35. Das, Sonali & Demirer, Riza & Gupta, Rangan & Mangisa, Siphumlile, 2019. "The effect of global crises on stock market correlations: Evidence from scalar regressions via functional data analysis," Structural Change and Economic Dynamics, Elsevier, vol. 50(C), pages 132-147.
    36. Ouyang, Yaofu & Li, Peng, 2018. "On the nexus of financial development, economic growth, and energy consumption in China: New perspective from a GMM panel VAR approach," Energy Economics, Elsevier, vol. 71(C), pages 238-252.
    37. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    38. Çoban, Serap & Topcu, Mert, 2013. "The nexus between financial development and energy consumption in the EU: A dynamic panel data analysis," Energy Economics, Elsevier, vol. 39(C), pages 81-88.
    39. Gong, Xu & Lin, Boqiang, 2017. "Forecasting the good and bad uncertainties of crude oil prices using a HAR framework," Energy Economics, Elsevier, vol. 67(C), pages 315-327.
    40. Li, Jianglong & Liu, Hongxun & Du, Kerui, 2019. "Does market-oriented reform increase energy rebound effect? Evidence from China's regional development," China Economic Review, Elsevier, vol. 56(C), pages 1-1.
    41. Ozturk, Ilhan & Aslan, Alper & Kalyoncu, Huseyin, 2010. "Energy consumption and economic growth relationship: Evidence from panel data for low and middle income countries," Energy Policy, Elsevier, vol. 38(8), pages 4422-4428, August.
    42. Furuoka, Fumitaka, 2015. "Financial development and energy consumption: Evidence from a heterogeneous panel of Asian countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 430-444.
    43. Karanfil, Fatih, 2009. "How many times again will we examine the energy-income nexus using a limited range of traditional econometric tools?," Energy Policy, Elsevier, vol. 37(4), pages 1191-1194, April.
    44. Belke, Ansgar & Dobnik, Frauke & Dreger, Christian, 2011. "Energy consumption and economic growth: New insights into the cointegration relationship," Energy Economics, Elsevier, vol. 33(5), pages 782-789, September.
    45. Fang, Zheng & Chang, Youngho, 2016. "Energy, human capital and economic growth in Asia Pacific countries — Evidence from a panel cointegration and causality analysis," Energy Economics, Elsevier, vol. 56(C), pages 177-184.
    46. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    47. Komal, Rabia & Abbas, Faisal, 2015. "Linking financial development, economic growth and energy consumption in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 211-220.
    48. Liu, Yaobin, 2009. "Exploring the relationship between urbanization and energy consumption in China using ARDL (autoregressive distributed lag) and FDM (factor decomposition model)," Energy, Elsevier, vol. 34(11), pages 1846-1854.
    49. Li, Jianglong & Yang, Lisha & Long, Houyin, 2018. "Climatic impacts on energy consumption: Intensive and extensive margins," Energy Economics, Elsevier, vol. 71(C), pages 332-343.
    50. Ozturk, Ilhan & Acaravci, Ali, 2013. "The long-run and causal analysis of energy, growth, openness and financial development on carbon emissions in Turkey," Energy Economics, Elsevier, vol. 36(C), pages 262-267.
    51. 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.
    52. Kahouli, Bassem, 2017. "The short and long run causality relationship among economic growth, energy consumption and financial development: Evidence from South Mediterranean Countries (SMCs)," Energy Economics, Elsevier, vol. 68(C), pages 19-30.
    53. Yue, Shujing & Lu, Rou & Shen, Yongchang & Chen, Hongtao, 2019. "How does financial development affect energy consumption? Evidence from 21 transitional countries," Energy Policy, Elsevier, vol. 130(C), pages 253-262.
    54. Fenghua Wen & Feng Min & Yue‐Jun Zhang & Can Yang, 2019. "Crude oil price shocks, monetary policy, and China's economy," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(2), pages 812-827, April.
    55. Mielnik, Otavio & Goldemberg, Jose, 2002. "Foreign direct investment and decoupling between energy and gross domestic product in developing countries," Energy Policy, Elsevier, vol. 30(2), pages 87-89, January.
    56. Chang, Shu-Chen, 2015. "Effects of financial developments and income on energy consumption," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 28-44.
    57. Xu, Xiaofeng & Wei, Zhifei & Ji, Qiang & Wang, Chenglong & Gao, Guowei, 2019. "Global renewable energy development: Influencing factors, trend predictions and countermeasures," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    58. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    59. Du, Zhili & Lin, Boqiang, 2019. "Changes in automobile energy consumption during urbanization: Evidence from 279 cities in China," Energy Policy, Elsevier, vol. 132(C), pages 309-317.
    60. Dogan, Eyup & Seker, Fahri, 2016. "Determinants of CO2 emissions in the European Union: The role of renewable and non-renewable energy," Renewable Energy, Elsevier, vol. 94(C), pages 429-439.
    61. Chen, Tao & DeJuan, Joseph & Tian, Renfang, 2018. "Distributions of GDP across versions of the Penn World Tables: A functional data analysis approach," Economics Letters, Elsevier, vol. 170(C), pages 179-184.
    62. Al-mulali, Usama & Lee, Janice Y.M., 2013. "Estimating the impact of the financial development on energy consumption: Evidence from the GCC (Gulf Cooperation Council) countries," Energy, Elsevier, vol. 60(C), pages 215-221.
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