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Spatial spillover effects and action paths of electricity consumption driven by China’s financial development based on global co-integration

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Abstract

Although studies on the influencing factors of electricity consumption are rich, the focus on the relationship between financial development and electricity consumption is scarce due to the characteristics of financial sector. In fact, the financial development cannot only increase electricity consumption, but also have the spatial spillover effects. Based on the global spatial modeling techniques, the long-term and short-term relationship between financial development and electricity consumption is examined, and the intermediary effect of financial development on electricity consumption through economic growth, urbanization, and industrial structure optimization is also verified. Results show that there is a global co-integration relationship between financial development, economic growth, urbanization, industrial structure optimization, and China’s electricity consumption, rather than a local co-integration relationship. When the short-term change of electricity consumption deviates from the equilibrium state, the global error correction mechanism can promote the unbalanced system to return to equilibrium from time and spatial dimension. This study confirms not only the spatial spillover effects, but also heterogeneous influences of financial development on electricity consumption, which provides new evidence to make relevant policies.

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The datasets used in this study are available from the authors on reasonable request.

References

  • Acaravci A, Erdogan S, Akalin G (2015) Electricity consumption, real income, trade openness and foreign direct investment: the empirical evidence from Turkey. Int J Energy Econ Policy 5(54):1050–1057

    Google Scholar 

  • Al-Bajjali SK, Shamayleh AY (2018) Estimating the determinants of electricity consumption in Jordan. Energy 147:1311–1320

    Article  Google Scholar 

  • An H, Xu J, Ma X (2020) Does technological progress and industrial structure reduce electricity consumption? Evidence from spatial and heterogeneity analysis. Struct Chang Econ Dyn 52:206–220

    Article  Google Scholar 

  • Anselin L (1988) Spatial econometrics: methods and models. Kluwer Academic, Dordrecht

    Book  Google Scholar 

  • Apergis N, Payne JE (2012) The electricity consumption-growth nexus: renewable versus non-renewable electricity in Central America. Energy Sources 7(1–4):423–431

    Article  Google Scholar 

  • Asteriou D, Spanos K (2019) The relationship between financial development and economic growth during the recent crisis: evidence from the EU. Financ Res Lett 28:238–245

    Article  Google Scholar 

  • Baltagi BH, Feng Q, Kao C (2012) A Lagrange multiplier test for cross sectional dependence in a fixed effects panel data model. J Econometrics 170:164–177

    Article  Google Scholar 

  • Baron RM, Kenny DA (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol 51:1173–1182

    Article  CAS  Google Scholar 

  • Beenstock M, Felsenstein D (2010) Spatial error correction and co-integration in nonstationary panel data: regional house prices in Israel. J Geogr Syst 12:189–206

    Article  Google Scholar 

  • Beenstock M, Felsenstein D (2015) Estimating spatial spillover in housing construction with nonstationary panel data. J Hous Econ 28:42–58

    Article  Google Scholar 

  • Beenstock M, Felsenstein D (2019) The econometric analysis of non-stationary spatial panel data. Springer, Berlin

    Book  Google Scholar 

  • Bencivenga VR, Smith BD (1991) Financial intermediation and endogenous growth. Rev Econ Stud 58(2):195–209

    Article  Google Scholar 

  • Breusch TS, Pagan AR (1980) The Lagrange multiplier test and its applications to model specification in econometric. Rev Econ Stud 47:239–253

    Article  Google Scholar 

  • Chang SC (2015) Effect of financial developments and income on energy consumption. Int Rev Econ Financ 35:28–44

    Article  Google Scholar 

  • Duan RJ, Shen T, Li CM, Fatima N (2021) Energy Strategy Reviews 35:100651

    Article  Google Scholar 

  • Cheng Z, Li L, Liu J (2018) Renew Sustain Energy Rev 81(pt.2):2935–2946

    Article  Google Scholar 

  • Christopoulos DK, Tsionas EG (2004) Financial development and economic growth: evidence from panel unit root and cointegration tests. J Dev Econ 73(1):55–74

    Article  Google Scholar 

  • Çoban S, Topcu M (2013) The nexus between financial development and energy consumption in the EU: a dynamic panel data analysis. Energy Economics 39:81–88

    Article  Google Scholar 

  • Danish SS, Baloch MA, Lodhi RN (2018) The nexus between energy consumption and financial development: estimating the role of globalization in next-11 countries. Environ Sci Pollut Res 25:18651–18661

    Article  CAS  Google Scholar 

  • Dasgupta S, Hong JH, Laplante B, Mamingi N (2004) Disclosure of environmental violations and stock market in the Republic of Korea. Ecol Econ 58(4):759–777

    Article  Google Scholar 

  • Dong XY, Hao Y (2018) Would income inequality affect electricity consumption? Evidence from China Energy 142(1):215–227

    Google Scholar 

  • Elhorst JP (2014) Spatial econometrics from cross-sectional data to spatial panels. Springer, Berlin

    Google Scholar 

  • Faisal F, Tursoy T, Berk N (2018) Linear and non-linear impact of internet usage and financial deepening on electricity consumption for Turkey: empirical evidence from asymmetric causality. Environ Sci Pollut Res 5:11536–11555

    Article  Google Scholar 

  • Farhani S, Solarin SA (2017) Financial development and energy demand in the United States: new evidence from combined cointegration and asymmetric causality tests. Energy 134:1029–1037

    Article  Google Scholar 

  • Hamdi H, Sbia R, Shahbaz M (2014) The nexus between electricity consumption and economic growth in Bahrain. Econ Model 38:227–237

    Article  Google Scholar 

  • Hassan MK, Sanchez B, Yu JS (2011) Financial development and economic growth: new evidence from panel data. Q Rev Econ Finance 51:88–104

    Article  Google Scholar 

  • Hayes AF (2013) Introduction to mediation, moderation, and conditional process analysis: a regression-based approach. The Guilford Press, New York, NY

    Google Scholar 

  • Hzarc AE, Zeren F (2020) The Electricity Journal 33(6):106776

    Article  Google Scholar 

  • Im K, Pesaran H, Shin Y (2003) Testing for unit roots in heterogeneous panels. J Econometrics 115:53–74

    Article  Google Scholar 

  • Islam F, Shahbaz M, Ahmed AU, Alam MM (2013) Financial development and energy consumption nexus in Malaysia: a multivariate time series analysis. Econ Model 30:435–441

    Article  Google Scholar 

  • Kahouli B (2017) The short and long run causality relationship among economic growth, energy consumption and financial development: evidence from South Mediterranean countries (SMCs). Energy Economics 68:19–30

    Article  Google Scholar 

  • Khan S, Jam FA, Shahbaz M, Mamun MA (2018) Electricity consumption, economic growth and trade openness in kazakhstan: evidence from cointegration and causality. OPEC Energy Review 42(3):224–243

    Article  Google Scholar 

  • King RG, Levine R (1993) Finance and growth: Schumpeter might be right. Quart J Econ 108(7):717–737

    Article  Google Scholar 

  • Kosfeld R, Dreger C (2018) Local and spatial co-integration in the wage curve: a spatial panel analysis for German regions. Review of Regional Research 38:53–75

    Article  Google Scholar 

  • Kosfeld R, Dreger C (2019) Towards an east German wage curve: nuts boundaries, labour market regions and unemployment spillovers. Reg Sci Urban Econ 76:115–124

    Article  Google Scholar 

  • Lean H H, Smyth R (2014) Electricity consumption, output, and trade in Bhutan. ADB South Asia Working Paper Series.34:1–19. http://hdl.handle.net/11540/2263.

  • Levin A, Lin F, Chu C (2002) Unit root tests in panel data: asymptotic and finite-sample properties. J Econometrics 108:1–24

    Article  Google Scholar 

  • Levine R (1997) Financial development and economic growth: views and agenda. Journal of Economic Literature 35:688–726

    Google Scholar 

  • Levine R (2005) Finance and growth: theory, evidence and mechanisms. In: Aghion, P. and Durlauf, S., Eds., Handbook of Economic Growth. North Holland, Amsterdam 1(1):865–934,

  • Lin B, Omoju OE, Okonkwo JU (2016) Factors influencing renewable electricity consumption in China. Renew Sustain Energy Rev 55:687–696

    Article  Google Scholar 

  • Liu X, Sun T, Feng Q, Zhang D (2020) Dynamic nonlinear influence of urbanization on China’s electricity consumption: evidence from dynamic economic growth threshold effect. Energy 196

    Article  Google Scholar 

  • Ma C (2020) Analysis of the mechanism of foreign trade affecting energy consumption: based on Chinese city data. J Serv Sci Manag 13(1):118–133

    Google Scholar 

  • Mahalik MK, Babu MS, Loganathan N, Shahbazde M (2017) Does financial development intensify energy consumption in Saudi Arabia. Renew Sustain Energy Rev 75:1022–1034

    Article  Google Scholar 

  • Mankiw NG, Scarth W (2008) Macroeconomics Third Canadian Edition[M]. Worth Publisher, New York

    Google Scholar 

  • Moon HR, Perron B (2004) Testing for a unit root in panels with dynamic factors. Journal of Econometrics 122:81–126

    Article  Google Scholar 

  • Nguyen CT, Nguyen DT, Phan DK (2021) Factors affecting urban electricity consumption: a case study in the Bangkok Metropolitan Area using an integrated approach of earth observation data and data analysis. Environ Sci Pollut Res 28:12056–12066

    Article  Google Scholar 

  • Niu S, Jia Y, Wang W, He R, Hu L, Liu Y (2013) Electricity consumption and human development level: a comparative analysis based on panel data for 50 countries. Int J Electrical Power Energy Syst 53:338–347

    Article  Google Scholar 

  • Ohlan R, Ohlan R (2018) The relationship between electricity consumption, trade openness and economic growth in India. OPEC Energy Review 42:331–354

    Article  Google Scholar 

  • Osman M, Gachino G, Hoque A (2016) Electricity consumption and economic growth in the GCC countries: panel data analysis. Energy Policy 98:318–327

    Article  Google Scholar 

  • Ouédraogo IM (2010) Electricity consumption and economic growth in Burkina Faso: a co-integration analysis. Energy Economics 32(3):524–531

    Article  Google Scholar 

  • Payne JE (2010) A survey of the electricity consumption-growth literature. Appl Energy 87(3):723–731

    Article  Google Scholar 

  • Pesaran M H (2004) General diagnostic tests for cross-section dependence in panel. Cambridge Working Papers in Economics, 69(7):1240. http://www.dspace.cam.ac.uk/handle/1810/446.

  • Pesaran MH (2007) A simple panel unit root test in the presence of cross section dependence. J Appl Economet 22:265–312

    Article  Google Scholar 

  • Rafindadi AA, Ozturk I (2016) Effects of financial development, economic growth and trade on electricity consumption: evidence from post-Fukushima Japan. Renew Sustain Energy Rev 54:1073–1084

    Article  Google Scholar 

  • Rana RH, Barua S (2015) Financial development and economic growth: evidence from a panel study on South Asian countries. Asian Economic & Financial Review 5(10):1159–1173

    Article  Google Scholar 

  • Sadorsky P (2010) The impact of financial development on energy consumption in emerging economies. Energy Policy 38(5):2535–2825

    Article  Google Scholar 

  • Sadorsky P (2011) Financial development and energy consumption in Central and Eastern European frontier economics. Energy Policy 39(2):999–1006

    Article  Google Scholar 

  • Sadorsky P (2013) Do urbanization and industrialization affect energy intensity in developing countries? Energy Economics 37:52–59

    Article  Google Scholar 

  • Sbia R, Shahbaz M, Ozturk I (2017) Economic growth, financial development, urbanisation and electricity consumption nexus in UAE. Economic Research Ekonomska Istraivanja 30(1):527–549

    Article  Google Scholar 

  • Shahbaz M, Islam F, Butt M S (2011a) Financial development, energy consumption and CO2 emissions: evidence from ARDL approach for Pakistans. MPRA Paper No. 30138. https://ideas.repec.org/p/pra/mprapa/30138.html.

  • Shahbaz M, Nasreen S, Ling C, Sbia R (2014) Causality between trade openness and energy consumption: what causes what in high, middle and low income countries. Energy Policy 70:126–143

    Article  Google Scholar 

  • Shahbaz M, Tang CF, Shabbir MS (2011b) Electricity consumption and economic growth nexus in Portugal using cointegration and causality approaches. Energy Policy 39(6):3529–3536

    Article  Google Scholar 

  • Sharif A, Ali Raza S, Ozturk I, Afshan S (2019) The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: a global study with the application of heterogeneous panel estimations. Renew Energy 133:685–691

    Article  Google Scholar 

  • Solarin SA, Shahbaz M (2013) Trivariate causality between economic growth, urbanisation and electricity consumption in Angola: cointegration and causality analysis. Energy Policy 60:876–884

    Article  Google Scholar 

  • Solarin SA, Shahbaz M, Khan HN, Razali RB (2019) Financial development, economic growth and electricity consumption: new evidence from Malaysia. Glob Bus Rev 22(4):1–22

    Google Scholar 

  • Topcu M, Payne JE (2017) The financial development-energy consumption nexus revisited. Energy Sources Part B 12(9):822–830

    Article  Google Scholar 

  • Ubani O (2013) Determinants of the dynamics of electricity consumption in Nigeria. OPEC Energy Review 37(2):149–161

    Article  Google Scholar 

  • Usman O, Lortile IB, Ike GN (2020) Enhancing sustainable electricity consumption in a large ecological reserve-based country: the role of democracy, ecological footprint, economic growth, and globalisation in Brazil. Environ Sci Pollut Res 27:13370–13383

    Article  Google Scholar 

  • Wang J, Zhao J, Li H (2018) The electricity consumption and economic growth nexus in China: a bootstrap seemingly unrelated regression estimator approach. Comput Econ 52:1195–1211

    Article  Google Scholar 

  • Wolde-Rufael Y (2014) Electricity consumption and economic growth in transition countries: a revisit using bootstrap panel Granger causality analysis. Energy Economics 44:325–330

    Article  Google Scholar 

  • Yin J, Wang S, Gong L (2018) The effects of factor market distortion and technical innovation on China’s electricity consumption. J Clean Prod 188:195–202

    Article  Google Scholar 

  • Yoo SH, Kwak SY (2010) Electricity consumption and economic growth in seven South American countries[J]. Energy Policy 38(1):181–188

    Article  Google Scholar 

  • Yu Y H (2009) CHINA_SPATDWM: Stata module to provide spatial distance matrices for Chinese provinces and cities. Statistical Software Components S457059, http://fmwww.bc.edu/repec/bocode/c/china_spatdwm.zip

  • Yuan J H, Zhao D F (2021) A panel empirical modeling on the driving factors of provincial electricity consumption in China. Environ Sci Pollut Res 29(7):10345–10356 

  • Yue S, Lu R, Shen Y, Chen H (2019) How does financial development affect energy consumption? Evidence from 21 transitional countries. Energy Policy 130:253–262

    Article  Google Scholar 

  • Zhong X, Jiang H, Zhang C, Shi R (2019) Electricity consumption and economic growth nexus in China: an autoregressive distributed lag approach. Environ Sci Pollut Res 26(14):14627–14637

    Article  Google Scholar 

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Funding

This work was financially sponsored by National Natural Science Foundation of China (No.71773057), Humanities and Social Sciences Research Youth Foundation Project of the Ministry of Education in China (No.16YJCZH124; No.17YJCZH218; No. 21YJC630046); Key Project of National Statistical Science Research (No. 2021LZ17); Liaoning Social Science Foundation project (No. L21CTJ001); the Project of Social Science Research Base in Ningbo city (No. JD5-ZD17); Science and Technology Innovation 2025 Major Project in Ningbo city (No. 2019B10009); Entrusted project of young talents of Philosophy and Social sciences of Liaoning Province (No. 20221slwtkt-022).

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Jianjun Xu contributed to the conception of the study, conducted the data analysis, and wrote the manuscript; Xuejiao Ma reviewed and revised the manuscript; Xiaoqing Xu proofread the paper.

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Correspondence to Xuejiao Ma.

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Xu, J., Ma, X. & Xu, X. Spatial spillover effects and action paths of electricity consumption driven by China’s financial development based on global co-integration. Environ Sci Pollut Res 29, 53137–53157 (2022). https://doi.org/10.1007/s11356-022-19386-6

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