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Empowering the powerless: Does access to energy improve income inequality?

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  • Acheampong, Alex O.
  • Dzator, Janet
  • Shahbaz, Muhammad

Abstract

The 2030 agenda for sustainable development makes it a priority for countries to reduce income inequality while ensuring that people have access to affordable, reliable, and modern energy. Up to date, research examining the impact of energy accessibility on income inequality remain scarce. To contribute to knowledge and policy, this study utilizes a comprehensive dataset for 166 countries to investigate the impact of energy accessibility on income inequality for the period 1990–2017. Utilizing a two-stage generalized-method of moment (IV-GMM) approach, the empirical results indicated that access to electricity reduces global income inequality, while access to modern and clean energy increase global income inequality. On spatial accessibility to energy, rural and urban electrification were found to reduce global income inequality; however, the estimated elasticity of urban electrification exceeds rural electrification. The results further revealed that access to electricity, modern and clean energy, as well as rural and urban electrification moderate the impact of economic growth and education to improve global income inequality. The findings also indicated that employment, economic growth, education, gender empowerment, industrialization, and health are some of the potential channels through which access to energy influences global income inequality. Sensitivity analysis revealed that the direct and indirect effect of energy accessibility on income inequality varies between Latin America-Caribbean, Sub-Saharan Africa, South Asia, East Asia & Pacific, Middle East & North Africa, and Europe & Central Asia countries. The findings are robust to alternative econometric estimators and different measures of income inequality. We, therefore, argue that access to energy is a pre-condition for improving global income inequality.

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  • Acheampong, Alex O. & Dzator, Janet & Shahbaz, Muhammad, 2021. "Empowering the powerless: Does access to energy improve income inequality?," Energy Economics, Elsevier, vol. 99(C).
  • Handle: RePEc:eee:eneeco:v:99:y:2021:i:c:s0140988321001936
    DOI: 10.1016/j.eneco.2021.105288
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    as
    1. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    2. Sefa Awaworyi Churchill & Lisa Farrell & Russell Smyth, 2019. "Neighbourhood ethnic diversity and mental health in Australia," Health Economics, John Wiley & Sons, Ltd., vol. 28(9), pages 1075-1087, September.
    3. Payne, James E., 2009. "On the dynamics of energy consumption and output in the US," Applied Energy, Elsevier, vol. 86(4), pages 575-577, April.
    4. Dobson, Stephen & Ramlogan-Dobson, Carlyn, 2012. "Why is Corruption Less Harmful to Income Inequality in Latin America?," World Development, Elsevier, vol. 40(8), pages 1534-1545.
    5. Taryn Dinkelman, 2011. "The Effects of Rural Electrification on Employment: New Evidence from South Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3078-3108, December.
    6. Kwabena Gyimah-Brempong, 2002. "Corruption, economic growth, and income inequality in Africa," Economics of Governance, Springer, vol. 3(3), pages 183-209, November.
    7. Ahlborg, Helene & Boräng, Frida & Jagers, Sverker C. & Söderholm, Patrik, 2015. "Provision of electricity to African households: The importance of democracy and institutional quality," Energy Policy, Elsevier, vol. 87(C), pages 125-135.
    8. Alberto Alesina & Ekaterina Zhuravskaya, 2011. "Segregation and the Quality of Government in a Cross Section of Countries," American Economic Review, American Economic Association, vol. 101(5), pages 1872-1911, August.
    9. Edward Anderson & Maria Ana Jalles D'Orey & Maren Duvendack & Lucio Esposito, 2017. "Does Government Spending Affect Income Inequality? A Meta-Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 31(4), pages 961-987, September.
    10. Stephan Litschig & María Lombardi, 2019. "Which tail matters? Inequality and growth in Brazil," Journal of Economic Growth, Springer, vol. 24(2), pages 155-187, June.
    11. Glomm, Gerhard & Ravikumar, B., 2003. "Public education and income inequality," European Journal of Political Economy, Elsevier, vol. 19(2), pages 289-300, June.
    12. Robinson, Sherman, 1976. "A Note on the U Hypothesis Relating Income Inequality and Economic Development," American Economic Review, American Economic Association, vol. 66(3), pages 437-440, June.
    13. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    14. Markus Brueckner & Daniel Lederman, 2018. "Inequality and economic growth: the role of initial income," Journal of Economic Growth, Springer, vol. 23(3), pages 341-366, September.
    15. Antonio Andres & Carlyn Ramlogan-Dobson, 2011. "Is Corruption Really Bad for Inequality? Evidence from Latin America," Journal of Development Studies, Taylor & Francis Journals, vol. 47(7), pages 959-976.
    16. Mattias Lundberg & Lyn Squire, 2003. "The simultaneous evolution of growth and inequality," Economic Journal, Royal Economic Society, vol. 113(487), pages 326-344, April.
    17. Odhiambo, Nicholas M., 2009. "Electricity consumption and economic growth in South Africa: A trivariate causality test," Energy Economics, Elsevier, vol. 31(5), pages 635-640, September.
    18. Chiara Franco & Elisa Gerussi, 2013. "Trade, foreign direct investments (FDI) and income inequality: Empirical evidence from transition countries," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 22(8), pages 1131-1160, December.
    19. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    20. Herzer, Dierk & Nunnenkamp, Peter, 2012. "The effect of foreign aid on income inequality: Evidence from panel cointegration," Structural Change and Economic Dynamics, Elsevier, vol. 23(3), pages 245-255.
    21. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    22. Samuel Adams & Edem Kwame Mensah Klobodu, 2016. "Financial development, control of corruption and income inequality," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(6), pages 790-808, November.
    23. François Bourguignon, 2015. "Revisiting the Debate on Inequality and Economic Development," Revue d'économie politique, Dalloz, vol. 125(5), pages 633-663.
    24. Omri, Anis, 2014. "An international literature survey on energy-economic growth nexus: Evidence from country-specific studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 951-959.
    25. Facundo Alvaredo & Thomas Piketty & Emmanuel Saez & Lucas Chancel & Gabriel Zucman, 2018. "World Inequality Report 2018," PSE-Ecole d'économie de Paris (Postprint) halshs-01885458, HAL.
    26. Awaworyi Churchill, Sefa & Smyth, Russell, 2017. "Ethnic Diversity and Poverty," World Development, Elsevier, vol. 95(C), pages 285-302.
    27. Alberto Chong & Mark Gradstein & Cecilia Calderon, 2009. "Can foreign aid reduce income inequality and poverty?," Public Choice, Springer, vol. 140(1), pages 59-84, July.
    28. Acheampong, Alex O. & Erdiaw-Kwasie, Michael Odei & Abunyewah, Matthew, 2021. "Does energy accessibility improve human development? Evidence from energy-poor regions," Energy Economics, Elsevier, vol. 96(C).
    29. Imran Khan & Zuhaba Nawaz, 2019. "Trade, FDI and income inequality: empirical evidence from CIS," International Journal of Development Issues, Emerald Group Publishing Limited, vol. 18(1), pages 88-108, February.
    30. Awaworyi Churchill, Sefa & Smyth, Russell, 2021. "Energy poverty and health: Panel data evidence from Australia," Energy Economics, Elsevier, vol. 97(C).
    31. Best, Rohan & Burke, Paul J., 2018. "Electricity availability: A precondition for faster economic growth?," Energy Economics, Elsevier, vol. 74(C), pages 321-329.
    32. Meltem Ucal & Alfred Albert Haug & Mehmet Hüseyin Bilgin, 2016. "Income inequality and FDI: evidence with Turkish data," Applied Economics, Taylor & Francis Journals, vol. 48(11), pages 1030-1045, March.
    33. Awaworyi Churchill, Sefa & Smyth, Russell, 2020. "Ethnic diversity, energy poverty and the mediating role of trust: Evidence from household panel data for Australia11We thank two referees for constructive comments. This article uses unit record data ," Energy Economics, Elsevier, vol. 86(C).
    34. Knight, J B & Sabot, R H, 1983. "Educational Expansion and the Kuznets Effect," American Economic Review, American Economic Association, vol. 73(5), pages 1132-1136, December.
    35. Frederick Solt, 2016. "The Standardized World Income Inequality Database," Social Science Quarterly, Southwestern Social Science Association, vol. 97(5), pages 1267-1281, November.
    36. Acheampong, Alex O., 2018. "Economic growth, CO2 emissions and energy consumption: What causes what and where?," Energy Economics, Elsevier, vol. 74(C), pages 677-692.
    37. Mishra, Vinod & Smyth, Russell, 2015. "Estimating returns to schooling in urban China using conventional and heteroskedasticity-based instruments," Economic Modelling, Elsevier, vol. 47(C), pages 166-173.
    38. Stephen J. Turnovsky, 2011. "The Accumulation of Human Capital and Income Inequality in a Two-Sector Economy," Journal of Human Capital, University of Chicago Press, vol. 5(4), pages 418-452.
    39. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    40. Policardo, Laura & Carrera, Edgar J. Sánchez, 2018. "Corruption causes inequality, or is it the other way around? An empirical investigation for a panel of countries," Economic Analysis and Policy, Elsevier, vol. 59(C), pages 92-102.
    41. Jauch, Sebastian & Watzka, Sebastian, 2016. "Financial development and income inequality: a panel data approach," Munich Reprints in Economics 43505, University of Munich, Department of Economics.
    42. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    43. Amie Gaye, 2007. "Access to Energy and Human Development," Human Development Occasional Papers (1992-2007) HDOCPA-2007-25, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
    44. 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.
    45. Ambe J. Njoh & Erick O. Ananga & Ijang B. Ngyah-Etchutambe & Lucy E. Deba & Fotoh Jacob Asah & Elizabeth N. M. Ayuk-Etang & Fenda A. Akiwumi, 2018. "Electricity Supply, and Access to Water and Improved Sanitation as Determinants of Gender-Based Inequality in Educational Attainment in Africa," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(2), pages 533-548, January.
    46. Sanjeev Gupta & Hamid Davoodi & Rosa Alonso-Terme, 2002. "Does corruption affect income inequality and poverty?," Economics of Governance, Springer, vol. 3(1), pages 23-45, March.
    47. Barro, Robert J, 2000. "Inequality and Growth in a Panel of Countries," Journal of Economic Growth, Springer, vol. 5(1), pages 5-32, March.
    48. Abdul Abdullah & Hristos Doucouliagos & Elizabeth Manning, 2015. "Does Education Reduce Income Inequality? A Meta-Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 301-316, April.
    49. Sambodo, Maxensius Tri & Novandra, Rio, 2019. "The state of energy poverty in Indonesia and its impact on welfare," Energy Policy, Elsevier, vol. 132(C), pages 113-121.
    50. Djeneba Doumbia & Mr. Tidiane Kinda, 2019. "Reallocating Public Spending to Reduce Income Inequality: Can It Work?," IMF Working Papers 2019/188, International Monetary Fund.
    51. Francois Bourguignon, 2004. "The Poverty-growth-inequality triangle," Indian Council for Research on International Economic Relations, New Delhi Working Papers 125, Indian Council for Research on International Economic Relations, New Delhi, India.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Clean energy; Economic growth; Education; Electricity; Income inequality;
    All these keywords.

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

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