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How inclusive financial development eradicates energy poverty in China? The role of technological innovation

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  • Dong, Kangyin
  • Taghizadeh-Hesary, Farhad
  • Zhao, Jun

Abstract

Although numerous policies and measures in China are aimed at accelerating energy poverty eradication, few scholars have investigated the nexus between China's inclusive financial development (IFD) and energy poverty. To this end, we first evaluate the composite index of China's IFD, and then empirically investigate the energy poverty eradication effect of IFD by applying the differential generalized method of moments (Diff-GMM) technique based on the sample data of China's 30 provinces between 2004 and 2017. We also conduct an asymmetric analysis and detect the moderating and mediating roles of technical innovation in the linkage between IFD and energy poverty. The primary findings imply that: (1) improving the development of China's inclusive finance can help eradicate energy poverty, and the interaction of inclusive finance and technical innovation can strengthen this effect; (2) the energy poverty eradication effect of IFD is mainly caused by strengthening the supply of energy services and improving energy management institutions; (3) IFD and technical innovation show an asymmetric correlation with energy poverty at different quantiles; and (4) China's IFD not only directly eradicates energy poverty, but also has an indirect promotion effect on energy poverty eradication by accelerating technical innovation. We propose some policy implications related to supporting inclusive finance, strengthening technical innovation, and considering regional heterogeneity.

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  • Dong, Kangyin & Taghizadeh-Hesary, Farhad & Zhao, Jun, 2022. "How inclusive financial development eradicates energy poverty in China? The role of technological innovation," Energy Economics, Elsevier, vol. 109(C).
  • Handle: RePEc:eee:eneeco:v:109:y:2022:i:c:s0140988322001797
    DOI: 10.1016/j.eneco.2022.106007
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    1. Sun, Huaping & Edziah, Bless Kofi & Kporsu, Anthony Kwaku & Sarkodie, Samuel Asumadu & Taghizadeh-Hesary, Farhad, 2021. "Energy efficiency: The role of technological innovation and knowledge spillover," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    2. Alessandra Cepparulo & Juan Carlos Cuestas & Maurizio Intartaglia, 2017. "Financial development, institutions, and poverty alleviation: an empirical analysis," Applied Economics, Taylor & Francis Journals, vol. 49(36), pages 3611-3622, August.
    3. Fungáčová, Zuzana & Weill, Laurent, 2015. "Understanding financial inclusion in China," China Economic Review, Elsevier, vol. 34(C), pages 196-206.
    4. Bhide, Anjali & Monroy, Carlos Rodríguez, 2011. "Energy poverty: A special focus on energy poverty in India and renewable energy technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(2), pages 1057-1066, February.
    5. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    6. Hu, Yue & Liu, Chang & Peng, Jiangang, 2021. "Financial inclusion and agricultural total factor productivity growth in China," Economic Modelling, Elsevier, vol. 96(C), pages 68-82.
    7. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There be a Benefit without a Cost?," Journal of Development Studies, Taylor & Francis Journals, vol. 47(1), pages 143-163.
    8. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    9. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    10. Uddin, Gazi Salah & Shahbaz, Muhammad & Arouri, Mohamed & Teulon, Frédéric, 2014. "Financial development and poverty reduction nexus: A cointegration and causality analysis in Bangladesh," Economic Modelling, Elsevier, vol. 36(C), pages 405-412.
    11. Chen, Maozhi & Sinha, Avik & Hu, Kexiang & Shah, Muhammad Ibrahim, 2021. "Impact of technological innovation on energy efficiency in industry 4.0 era: Moderation of shadow economy in sustainable development," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    12. Zameer, Hashim & Shahbaz, Muhammad & Vo, Xuan Vinh, 2020. "Reinforcing poverty alleviation efficiency through technological innovation, globalization, and financial development," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    13. Uddin, Md Akther & Ali, Md Hakim & Masih, Mansur, 2017. "Political stability and growth: An application of dynamic GMM and quantile regression," Economic Modelling, Elsevier, vol. 64(C), pages 610-625.
    14. Elodie Mania & Arsène Rieber, 2019. "Product export diversification and sustainable economic growth in developing countries," Post-Print hal-02297128, HAL.
    15. Aisen, Ari & Veiga, Francisco José, 2013. "How does political instability affect economic growth?," European Journal of Political Economy, Elsevier, vol. 29(C), pages 151-167.
    16. Wang, Qiang & Kwan, Mei-Po & Fan, Jie & Lin, Jian, 2021. "Racial disparities in energy poverty in the United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    17. Feng-Wen Chen & Yuan Feng & Wei Wang, 2018. "Impacts of Financial Inclusion on Non-Performing Loans of Commercial Banks: Evidence from China," Sustainability, MDPI, vol. 10(9), pages 1-28, August.
    18. Jinmian Han & Jiaqi Wang & Xiaoqiang Ma, 2019. "Effects of Farmers’ Participation in Inclusive Finance on Their Vulnerability to Poverty: Evidence from Qinba Poverty-Stricken Area in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(5), pages 998-1013, April.
    19. Ren, Xiaohang & Duan, Kun & Tao, Lizhu & Shi, Yukun & Yan, Cheng, 2022. "Carbon prices forecasting in quantiles," Energy Economics, Elsevier, vol. 108(C).
    20. Pereira, Marcio Giannini & Freitas, Marcos Aurélio Vasconcelos & da Silva, Neilton Fidelis, 2010. "Rural electrification and energy poverty: Empirical evidences from Brazil," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(4), pages 1229-1240, May.
    21. Madhu Sehrawat & A. K. Giri, 2018. "The impact of financial development, economic growth, income inequality on poverty: evidence from India," Empirical Economics, Springer, vol. 55(4), pages 1585-1602, December.
    22. Apergis, Nicholas & Polemis, Michael & Soursou, Simeoni-Eleni, 2022. "Energy poverty and education: Fresh evidence from a panel of developing countries," Energy Economics, Elsevier, vol. 106(C).
    23. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There Be a Benefit Without a Cost?," Post-Print halshs-00601306, HAL.
    24. Banerjee, Rajabrata & Mishra, Vinod & Maruta, Admasu Asfaw, 2021. "Energy poverty, health and education outcomes: Evidence from the developing world," Energy Economics, Elsevier, vol. 101(C).
    25. Gazi Salah Uddin & Muhammed Shahbaz & Mohamed Arouri & Frédéric Teulon, 2014. "Financial Development and Poverty Reduction Nexus: A cointegration and causality analysis in Bangladesh," Working Papers 2014-291, Department of Research, Ipag Business School.
    26. Zhao, Jun & Jiang, Qingzhe & Dong, Xiucheng & Dong, Kangyin, 2020. "Would environmental regulation improve the greenhouse gas benefits of natural gas use? A Chinese case study," Energy Economics, Elsevier, vol. 87(C).
    27. Mohamed Amine Boutabba & Diadié Diaw & Amandine Laré & Albert Lessoua, 2020. "The impact of microfinance on energy access: a case study from peripheral districts of Lomé, Togo," Applied Economics, Taylor & Francis Journals, vol. 52(45), pages 4927-4951, September.
    28. Uğur Soytas & Engin Kucukkaya, 2011. "Economic growth and financial development in Turkey: new evidence," Applied Economics Letters, Taylor & Francis Journals, vol. 18(6), pages 595-600.
    29. Awaworyi Churchill, Sefa & Smyth, Russell, 2021. "Energy poverty and health: Panel data evidence from Australia," Energy Economics, Elsevier, vol. 97(C).
    30. Huang, Yongfu, 2010. "Political Institutions and Financial Development: An Empirical Study," World Development, Elsevier, vol. 38(12), pages 1667-1677, December.
    31. Michael Chibba, 2009. "Financial Inclusion, Poverty Reduction and the Millennium Development Goals," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 21(2), pages 213-230, April.
    32. Elodie Mania & Arsène Rieber, 2019. "Product export diversification and sustainable economic growth in developing countries," Post-Print hal-03284696, HAL.
    33. Bao Zhu & Jing He & Shiting Zhai, 2019. "Does Financial Inclusion Create a Spatial Spillover Effect Between Regions? Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(5), pages 980-997, April.
    34. Taghizadeh-Hesary, Farhad & Yoshino, Naoyuki, 2019. "The way to induce private participation in green finance and investment," Finance Research Letters, Elsevier, vol. 31(C), pages 98-103.
    35. Guangyou Zhou & Kuangxiong Gong & Sumei Luo & Guohu Xu, 2018. "Inclusive Finance, Human Capital and Regional Economic Growth in China," Sustainability, MDPI, vol. 10(4), pages 1-20, April.
    36. Minh Son Le & Jen-Je Su & Jeremy Nguyen, 2019. "Trade liberalisation, poverty, and inequality in Vietnam: a quantile regression approach," Applied Economics, Taylor & Francis Journals, vol. 51(36), pages 3971-3981, August.
    37. Elodie Mania & Arsène Rieber, 2019. "Product export diversification and sustainable economic growth in developing countries," Post-Print hal-02444074, HAL.
    38. Dogan, Eyup & Madaleno, Mara & Taskin, Dilvin, 2021. "Which households are more energy vulnerable? Energy poverty and financial inclusion in Turkey," Energy Economics, Elsevier, vol. 99(C).
    39. Dong, Xiao-Ying & Hao, Yu, 2018. "Would income inequality affect electricity consumption? Evidence from China," Energy, Elsevier, vol. 142(C), pages 215-227.
    40. Xiuhua Wang & Jian Guan, 2017. "Financial inclusion: measurement, spatial effects and influencing factors," Applied Economics, Taylor & Francis Journals, vol. 49(18), pages 1751-1762, April.
    41. Xiaohang Ren & Cheng Cheng & Zhen Wang & Cheng Yan, 2021. "Spillover and dynamic effects of energy transition and economic growth on carbon dioxide emissions for the European Union: A dynamic spatial panel model," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 228-242, January.
    42. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    43. Sharma, Sangeeta V. & Han, Phoumin & Sharma, Vinod K., 2019. "Socio-economic determinants of energy poverty amongst Indian households: A case study of Mumbai," Energy Policy, Elsevier, vol. 132(C), pages 1184-1190.
    44. Jennifer T. Lai & Isabel K. M. Yan & Xingjian Yi & Hao Zhang, 2020. "Digital Financial Inclusion and Consumption Smoothing in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 28(1), pages 64-93, January.
    45. Mania, Elodie & Rieber, Arsène, 2019. "Product export diversification and sustainable economic growth in developing countries," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 138-151.
    46. Dong, Kangyin & Jiang, Qingzhe & Shahbaz, Muhammad & Zhao, Jun, 2021. "Does low-carbon energy transition mitigate energy poverty? The case of natural gas for China," Energy Economics, Elsevier, vol. 99(C).
    47. Tai-Yuan Chen & Lie-Jane Kao, 2014. "Dividend changes and information about future profitability: an application of difference GMM," Applied Economics Letters, Taylor & Francis Journals, vol. 21(7), pages 505-508, May.
    48. Wang, Ke & Wang, Ya-Xuan & Li, Kang & Wei, Yi-Ming, 2015. "Energy poverty in China: An index based comprehensive evaluation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 308-323.
    49. Chakravarty, Satya R. & Pal, Rupayan, 2013. "Financial inclusion in India: An axiomatic approach," Journal of Policy Modeling, Elsevier, vol. 35(5), pages 813-837.
    50. Zhao, Jun & Jiang, Qingzhe & Dong, Xiucheng & Dong, Kangyin, 2021. "Assessing energy poverty and its effect on CO2 emissions: The case of China," Energy Economics, Elsevier, vol. 97(C).
    51. Sylviane Guillaumont Jeanneney & Kangni Kpodar, 2011. "Financial Development and Poverty Reduction: Can There be a Benefit without a Cost?," Post-Print halshs-00554229, HAL.
    52. Oum, Sothea, 2019. "Energy poverty in the Lao PDR and its impacts on education and health," Energy Policy, Elsevier, vol. 132(C), pages 247-253.
    53. Dong, Kangyin & Ren, Xiaohang & Zhao, Jun, 2021. "How does low-carbon energy transition alleviate energy poverty in China? A nonparametric panel causality analysis," Energy Economics, Elsevier, vol. 103(C).
    54. Abbas, Khizar & Xie, Xiaoqing & Xu, Deyi & Butt, Khalid Manzoor, 2021. "Assessing an empirical relationship between energy poverty and domestic health issues: A multidimensional approach," Energy, Elsevier, vol. 221(C).
    55. Tian Liu & Guangwen He & Calum G. Turvey, 2021. "Inclusive Finance, Farm Households Entrepreneurship, and Inclusive Rural Transformation in Rural Poverty-stricken Areas in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(7), pages 1929-1958, May.
    56. Koomson, Isaac & Danquah, Michael, 2021. "Financial inclusion and energy poverty: Empirical evidence from Ghana," Energy Economics, Elsevier, vol. 94(C).
    57. Zhang, Quanda & Appau, Samuelson & Kodom, Peter Lord, 2021. "Energy poverty, children's wellbeing and the mediating role of academic performance: Evidence from China," Energy Economics, Elsevier, vol. 97(C).
    58. Soytas, Ugur & Sari, Ramazan, 2009. "Energy consumption, economic growth, and carbon emissions: Challenges faced by an EU candidate member," Ecological Economics, Elsevier, vol. 68(6), pages 1667-1675, April.
    59. Rao, P. Sharath Chandra & Miller, Jeffrey B. & Wang, Young Doo & Byrne, John B., 2009. "Energy-microfinance intervention for below poverty line households in India," Energy Policy, Elsevier, vol. 37(5), pages 1694-1712, May.
    60. Zhang, Dayong & Li, Jiajia & Han, Phoumin, 2019. "A multidimensional measure of energy poverty in China and its impacts on health: An empirical study based on the China family panel studies," Energy Policy, Elsevier, vol. 131(C), pages 72-81.
    61. Boukhatem, Jamel, 2016. "Assessing the direct effect of financial development on poverty reduction in a panel of low- and middle-income countries," Research in International Business and Finance, Elsevier, vol. 37(C), pages 214-230.
    62. Scarpellini, Sabina & Alexia Sanz Hernández, M. & Moneva, José M. & Portillo-Tarragona, Pilar & Rodríguez, María Esther López, 2019. "Measurement of spatial socioeconomic impact of energy poverty," Energy Policy, Elsevier, vol. 124(C), pages 320-331.
    63. 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.
    64. Adom, Philip Kofi & Amuakwa-Mensah, Franklin & Agradi, Mawunyo Prosper & Nsabimana, Aimable, 2021. "Energy poverty, development outcomes, and transition to green energy," Renewable Energy, Elsevier, vol. 178(C), pages 1337-1352.
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    More about this item

    Keywords

    Inclusive financial development; Energy poverty alleviation; Technical innovation; Mediation effect; China;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

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