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Environmental sustainability and economic development in sub-Saharan Africa: A modified EKC hypothesis

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  • Tenaw, Dagmawe
  • Beyene, Abebe D.

Abstract

Despite numerous studies of the Environmental Kuznets Curve (EKC), the evidence is still inconclusive and little has been done to capture the issue of environmental sustainability and welfare aspects of growth in the EKC relationship. Accordingly, this paper aims to investigate the environment-development linkage under a sustainability-oriented EKC framework in 20 sub-Saharan African (SSA) countries for the period from 1990 to 2015. The Common Correlated Effects version of Pooled Mean Group Estimator (CCE-PMG) in the context of error-correction based panel Autoregressive Distributed Lag (ARDL) model augmented with cross-sectional averages was employed as a preferred estimation technique. The study also used an appropriate U test to check the presence of genuine inverted U-shaped EKC relationship. The results confirm the existence of a modified EKC hypothesis in SSA, but the linkage depends on the extent of endowment of natural resources. Among the growth-related factors, energy consumption and trade openness are found to have a long run detrimental effect on the environment. The study suggests that country's effort for economic development needs to be accompanied by appropriate policy options to ensure environmental sustainability.

Suggested Citation

  • Tenaw, Dagmawe & Beyene, Abebe D., 2021. "Environmental sustainability and economic development in sub-Saharan Africa: A modified EKC hypothesis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
  • Handle: RePEc:eee:rensus:v:143:y:2021:i:c:s136403212100191x
    DOI: 10.1016/j.rser.2021.110897
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    1. Valeria Costantini & Chiara Martini, 2010. "A Modified Environmental Kuznets Curve for sustainable development assessment using panel data," International Journal of Global Environmental Issues, Inderscience Enterprises Ltd, vol. 10(1/2), pages 84-122.
    2. Roberto Martino & Phu Nguyen-Van, 2016. "Environmental Kuznets curve and environmental convergence: A unified empirical framework for CO2 emissions," Working Papers of BETA 2016-18, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    3. Kolawole Ogundari & Adebola Abimbola Ademuwagun & Olajide Abraham Ajao, 2017. "Revisiting Environmental Kuznets Curve in Sub-Sahara Africa," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 44(2), pages 222-231, February.
    4. Muhammad Shahbaz & Smile Dube & Ilhan Ozturk & Abdul Jalil, 2015. "Testing the Environmental Kuznets Curve Hypothesis in Portugal," International Journal of Energy Economics and Policy, Econjournals, vol. 5(2), pages 475-481.
    5. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    6. William Brock & M. Taylor, 2010. "The Green Solow model," Journal of Economic Growth, Springer, vol. 15(2), pages 127-153, June.
    7. Frank Adusah-Poku, 2016. "Carbon Dioxide Emissions, Urbanization and Population: Empirical Evidence in Sub Saharan Africa," Energy Economics Letters, Asian Economic and Social Society, vol. 3(1), pages 1-16, March.
    8. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    9. Esteve, Vicente & Tamarit, Cecilio, 2012. "Threshold cointegration and nonlinear adjustment between CO2 and income: The Environmental Kuznets Curve in Spain, 1857–2007," Energy Economics, Elsevier, vol. 34(6), pages 2148-2156.
    10. Holly, Sean & Pesaran, M. Hashem & Yamagata, Takashi, 2010. "A spatio-temporal model of house prices in the USA," Journal of Econometrics, Elsevier, vol. 158(1), pages 160-173, September.
    11. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    12. Tiago V. De V. Cavalcanti & Kamiar Mohaddes & Mehdi Raissi, 2015. "Commodity Price Volatility and the Sources of Growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(6), pages 857-873, September.
    13. Farhani, Sahbi & Mrizak, Sana & Chaibi, Anissa & Rault, Christophe, 2014. "The environmental Kuznets curve and sustainability: A panel data analysis," Energy Policy, Elsevier, vol. 71(C), pages 189-198.
    14. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    15. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    16. Ursel Baumann, 2014. "Has US Household Deleveraging Ended? A Model-Based Estimate of Equilibrium Debt," Working Papers w201404, Banco de Portugal, Economics and Research Department.
    17. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    18. Panayotou, Theodore, 1997. "Demystifying the environmental Kuznets curve: turning a black box into a policy tool," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 465-484, November.
    19. Al-Mulali, Usama & Saboori, Behnaz & Ozturk, Ilhan, 2015. "Investigating the environmental Kuznets curve hypothesis in Vietnam," Energy Policy, Elsevier, vol. 76(C), pages 123-131.
    20. Ogundipe, Adeyemi & Alege, Philip & Ogundipe, Oluwatomisin, 2014. "Income Heterogeneity and Environmental Kuznets Curve in Africa," MPRA Paper 55822, University Library of Munich, Germany.
    21. Abdul Ghafoor Awan, 2013. "Relationship between Environment and Sustainable Economic Development: A Theoretical Approach to Environmental Problems," International Journal of Asian Social Science, Asian Economic and Social Society, vol. 3(3), pages 741-761.
    22. Dinda, Soumyananda, 2005. "A theoretical basis for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 53(3), pages 403-413, May.
    23. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    24. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    25. Solomon Aboagye, 2017. "Economic Expansion and Environmental Sustainability Nexus in Ghana," African Development Review, African Development Bank, vol. 29(2), pages 155-168, June.
    26. Shafik, Nemat & Bandyopadhyay, Sushenjit, 1992. "Economic growth and environmental quality : time series and cross-country evidence," Policy Research Working Paper Series 904, The World Bank.
    27. Viktoriia Koilo, 2019. "Evidence of the Environmental Kuznets Curve: Unleashing the Opportunity of Industry 4.0 in Emerging Economies," JRFM, MDPI, vol. 12(3), pages 1-18, July.
    28. Azam, Muhammad, 2016. "Does environmental degradation shackle economic growth? A panel data investigation on 11 Asian countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 175-182.
    29. Frank Adusah-Poku, 2016. "Carbon Dioxide Emissions, Urbanization and Population: Empirical Evidence in Sub Saharan Africa," Energy Economics Letters, Asian Economic and Social Society, vol. 3(1), pages 1-16.
    30. Churchill, Sefa Awaworyi & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2018. "The Environmental Kuznets Curve in the OECD: 1870–2014," Energy Economics, Elsevier, vol. 75(C), pages 389-399.
    31. Shahbaz, Muhammad & Mutascu, Mihai & Azim, Parvez, 2013. "Environmental Kuznets curve in Romania and the role of energy consumption," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 165-173.
    32. Panayotou T., 1993. "Empirical tests and policy analysis of environmental degradation at different stages of economic development," ILO Working Papers 992927783402676, International Labour Organization.
    33. Omotunde E. G. Johnson, 2020. "Financial Sector Development in African Countries," Springer Books, Springer, number 978-3-030-32938-9, December.
    34. 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.
    35. Kijima, Masaaki & Nishide, Katsumasa & Ohyama, Atsuyuki, 2010. "Economic models for the environmental Kuznets curve: A survey," Journal of Economic Dynamics and Control, Elsevier, vol. 34(7), pages 1187-1201, July.
    36. Nutnaree Maneejuk & Sutthipat Ratchakom & Paravee Maneejuk & Woraphon Yamaka, 2020. "Does the Environmental Kuznets Curve Exist? An International Study," Sustainability, MDPI, vol. 12(21), pages 1-22, November.
    37. Twerefou Daniel Kwabena & Adusah-Poku Frank & Bekoe William, 2016. "An empirical examination of the Environmental Kuznets Curve hypothesis for carbon dioxide emissions in Ghana: an ARDL approach," Environmental & Socio-economic Studies, Sciendo, vol. 4(4), pages 1-12, December.
    38. Alexandra Soberon & Irene D’Hers, 2020. "The Environmental Kuznets Curve: A Semiparametric Approach with Cross-Sectional Dependence," JRFM, MDPI, vol. 13(11), pages 1-23, November.
    39. Prof Dr.Abdul Ghafoor Awan, 2013. "Relationship between Environment and Sustainable Economic Development: A Theoretical Approach to Environmental Problems," International Journal of Asian Social Science, Asian Economic and Social Society, vol. 3(3), pages 741-761, March.
    40. Kivyiro, Pendo & Arminen, Heli, 2014. "Carbon dioxide emissions, energy consumption, economic growth, and foreign direct investment: Causality analysis for Sub-Saharan Africa," Energy, Elsevier, vol. 74(C), pages 595-606.
    41. Muhammad, Shahbaz & Adebola Solarin, Solarin & Ozturk, Ilhan, 2016. "Environmental Kuznets curve hypothesis and the role of globalization in selected African countries," MPRA Paper 69859, University Library of Munich, Germany, revised 04 Mar 2016.
    42. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    43. Rina Bhattacharya & Katja Mann & Mwanza Nkusu, 2019. "Estimating the demand for reserve assets across diverse groups of countries," Review of International Economics, Wiley Blackwell, vol. 27(3), pages 822-853, August.
    44. Sahbi Farhani & Sana Mrizak & Anissa Chaibi & Christophe Rault, 2014. "The Environmental Kuznets Curve and Sustainability: A Panel Data Analysis," CESifo Working Paper Series 4787, CESifo.
    45. Apergis, Nicholas, 2016. "Environmental Kuznets curves: New evidence on both panel and country-level CO2 emissions," Energy Economics, Elsevier, vol. 54(C), pages 263-271.
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