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Testing for the existence of the Environmental Kuznets Curve (EKC) for CO2 emissions in Ghana: evidence from the bootstrap rolling window Granger causality test

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Abstract

This paper investigates the existence of the Environmental Kuznets Curve for carbon dioxide emissions in Ghana. The causal relationship between economic growth and carbon dioxide emissions being examined and the short-run and long-run parameters of the estimated vector autoregressive models are found to be unstable. This necessitated the use of a time-varying approach and the rolling window Granger causality test to investigate the causal relationship between economic growth and carbon dioxide emissions. We find that GDP has a positive effect on carbon dioxide emissions in the sample periods where GDP Granger causes carbon dioxide emissions. Significant feedbacks from the environment to the economy are observed, with carbon dioxide emissions having a positive effect on GDP in most of the subsample periods. The empirical results show that the Environmental Kuznets Curve for carbon dioxide emissions for Ghana is upward sloping, contrary to the standard Environmental Kuznets Curve theory which postulates an inverted “U”-shaped relationship between economic growth and environmental degradation. The implication of the result is that carbon dioxide emissions increase with increases in GDP. The study recommends that existing policies designed to ensure environmental sustainability and hence control carbon dioxide emissions need to be strengthened and enforced to ensure that the rapid urbanization and industrialization of the Ghanaian economy does not come at a cost to the quality of the environment

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Notes

  1. https://climate.nasa.gov/vital-signs/carbon-dioxide/

  2. https://climate.nasa.gov/causes/

  3. Structural breaks are allowed in both trend and intercepts

References

  • Ahmad N, Du L, Lu J, Wang J, Li H-Z, Hashmi MZ (2017) Modelling the CO2 emissions and economic growth in Croatia: is there any environmental Kuznets curve? Energy 123:164–172

    Google Scholar 

  • Ahmed K, Long W (2012) Environmental Kuznets curve and Pakistan: an empirical analysis. Procedia Econ Finance 1:4–13

    Google Scholar 

  • Aiyetan IR, Olomola PA (2017) Environmental degradation, energy consumption, population growth and economic growth: does environmental Kuznets curve matter for Nigeria? Econ Pol Rev 16

  • Alshehry AS, Belloumi M (2017) Study of the environmental Kuznets curve for transport carbon dioxide emissions in Saudi Arabia. Renew Sust Energ Rev 75:1339–1347

    CAS  Google Scholar 

  • Altintaş H, Kassouri Y (2020) Is the environmental Kuznets curve in Europe related to the per-capita ecological footprint or CO2 emissions? Ecol Indic 113:106187

    Google Scholar 

  • Andrews DW (1993) Tests for parameter instability and structural change with unknown change point. Econometrica 61:821–856

    Google Scholar 

  • Andrews DW, Ploberger W (1994) Optimal tests when a nuisance parameter is present only under the alternative. Econometrica 62:1383–1414

    Google Scholar 

  • Aslan A, Destek MA, Okumus I (2018a) Bootstrap rolling window estimation approach to analysis of the environment Kuznets curve hypothesis: evidence from the USA. Environ Sci Pollut Res 25:2402–2408

  • Aslan A, Destek MA, Okumus I (2018b) Sectoral carbon emissions and economic growth in the US: Further evidence from rolling window estimation method. J Clean Prod 200:402–411

    Google Scholar 

  • Aung TS, Saboori B, Rasoulinezhad E (2017) Economic growth and environmental pollution in Myanmar: an analysis of environmental Kuznets curve. Environ Sci Pollut Res 24:20487–20501

    CAS  Google Scholar 

  • Aye GC (2015) Causality between financial deepening and economic growth in Nigeria: evidence from a bootstrap rolling window approach J Econ Business Manag Account 3:795–801

  • Balcilar M, Ozdemir ZA (2013) The export-output growth nexus in Japan: a bootstrap rolling window approach. Empir Econ 44:639–660

    Google Scholar 

  • Balcilar M, Ozdemir ZA, Arslanturk Y (2010) Economic growth and energy consumption causal nexus viewed through a bootstrap rolling window. Energy Econ 32:1398–1410

    Google Scholar 

  • Bello AK, Abimbola OM (2010) Does the level of economic growth influence environmental quality in Nigeria: a test of environmental Kuznets curve (EKC) hypothesis Pakistan. J Soc Sci 7:325–329

    Google Scholar 

  • Bento JPC, Moutinho V (2016) CO2 emissions, non-renewable and renewable electricity production, economic growth, and international trade in Italy. Renew Sust Energ Rev 55:142–155

    Google Scholar 

  • Bölük G, Mert M (2015) The renewable energy, growth and environmental Kuznets curve in Turkey: an ARDL approach. Renew Sust Energ Rev 52:587–595

    Google Scholar 

  • Destek MA, Ulucak R, Dogan E (2018) Analyzing the environmental Kuznets curve for the EU countries: the role of ecological footprint. Environ Sci Pollut Res 25:29387–29396

    Google Scholar 

  • Dickey DA, Fuller WA (1981) Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica 49:1057–1072

    Google Scholar 

  • Dinda S (2004) Environmental Kuznets curve hypothesis: a survey. Ecol Econ 49:431–455

    Google Scholar 

  • Dogan E, Ozturk I (2017) The influence of renewable and non-renewable energy consumption and real income on CO 2 emissions in the USA: evidence from structural break tests. Environ Sci Pollut Res 24:10846–10854

    Google Scholar 

  • Du G, Liu S, Lei N, Huang Y (2018) A test of environmental Kuznets curve for haze pollution in China: evidence from the penal data of 27 capital cities. J Clean Prod 205:821–827

    Google Scholar 

  • Grossman GM, Krueger AB (1991) Environmental impacts of a north american free trade agreement. National Bureau of Economic Research

  • Grossman G, Krueger AB (1993a) Environmental impacts of a North American free trade agreement, The US-Mexico free trade agreement. MIT Press, Cambridge

    Google Scholar 

  • Grossman GM, Krueger AB (1993b) In: Garber P (ed) Environmental Impacts of a North American Free Trade Agreement in The US-Mexico Free Trade Agreement. MIT Press, Cambridge

    Google Scholar 

  • Halicioglu F (2009) An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey. Energy Policy 37:1156–1164

    Google Scholar 

  • Hanson BE (2002) Tests for parameter instability in regressions with I (1) processes. J Bus Econ Stat 20:45–59

    Google Scholar 

  • Holtz-Eakin D, Selden TM (1995) Stoking the fires? CO2 emissions and economic growth. J Public Econ 57:85–101

    Google Scholar 

  • Joshi P, Beck K (2018) Democracy and carbon dioxide emissions: assessing the interactions of political and economic freedom and the environmental Kuznets curve. Energy Res Soc Sci 39:46–54

    Google Scholar 

  • Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45:1–28

    Google Scholar 

  • Liu X, Zhang S, Bae J (2017) The impact of renewable energy and agriculture on carbon dioxide emissions: investigating the environmental Kuznets curve in four selected ASEAN countries. J Clean Prod 164:1239–1247

    Google Scholar 

  • Mantalos P (2000) A graphical investigation of the size and power of the Granger-causality tests in integrated-cointegrated VAR systems. Stud Nonlinear Dynam Economet J 4

  • Mantalos P, Shukur G (1998) Size and power of the error correction model cointegration test. A bootstrap approach. Oxf Bull Econ Stat 60:249–255

    Google Scholar 

  • Mehmet Akif D, Muhammad S, Ilyas O, Shawkat H, Avik S (2020) The relationship between economic growth and carbon emissions in G-7 countries: evidence from time-varying parameters with a long history

  • Nyblom J (1989) Testing for the constancy of parameters over time. J Am Stat Assoc 84:223–230

    Google Scholar 

  • Ozcan B, Apergis N, Shahbaz M (2018) A revisit of the environmental Kuznets curve hypothesis for Turkey: new evidence from bootstrap rolling window causality. Environ Sci Pollut Res 25:32381–32394

    Google Scholar 

  • Panayotou T (1993) Empirical tests and policy analysis of environmental degradation at different stages of economic development. International Labour Organization

  • Pesaran MH, Timmermann A (2005) Small sample properties of forecasts from autoregressive models under structural breaks. J Econ 129:183–217

    Google Scholar 

  • Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75:335–346

    Google Scholar 

  • Raza SA, Shah N (2018) Testing environmental Kuznets curve hypothesis in G7 countries: the role of renewable energy consumption and trade. Environ Sci Pollut Res 25:26965–26977

    CAS  Google Scholar 

  • Saboori B, Soleymani A (2011) CO2 emissions, economic growth and energy consumption in Iran: a co-integration approach. Int J Environ Sci 2:44

    Google Scholar 

  • Saboori B, Sulaiman JB, Mohd S (2012) An empirical analysis of the environmental Kuznets curve for CO2 emissions in Indonesia: the role of energy consumption and foreign trade. Int J Econ Financ 4:243–251

    Google Scholar 

  • Sahli I, Rejeb JB (2015) The environmental Kuznets curve and corruption in the MENA region. Procedia Soc Behav Sci 195:1648–1657

    Google Scholar 

  • Sarkodie SA, Ozturk I (2020) Investigating the environmental Kuznets curve hypothesis in Kenya: a multivariate analysis. Renew Sust Energ Rev 117:109481

    Google Scholar 

  • Saudi MHM (2019) The role of renewable, non-renewable energy consumption and technology innovation in testing environmental Kuznets curve in Malaysia

  • Shafik N, Bandyopadhyay S (1992) Economic growth and environmental quality: time-series and cross-country evidence vol 904. World Bank Publications,

  • Shahbaz, M., Islam, F. & Muhammad Sabihuddin, B. (2011) Financial development, energy consumption and CO2 emissions: evidence from ARDL approach for Pakistan. University Library of Munich, Germany

  • Shahbaz M, Solarin SA, Hammoudeh S, Shahzad SJH (2017) Bounds testing approach to analyzing the environment Kuznets curve hypothesis: the role of biomass energy consumption in the United States with structural breaks

  • Shukur G, Mantalos P (2000) A simple investigation of the Granger-causality test in integrated-cointegrated VAR systems. J Appl Stat 27:1021–1031

    Google Scholar 

  • Sims CA, Stock JH, Watson MW (1990) Inference in linear time series models with some unit roots. Econometrica 58:113–144

    Google Scholar 

  • The World Bank (2013) Country partnership strategy for the republic of ghana for the period FY13-FY16. The World Bank, ITU, Washington, DC. Retrieved August 31, 2020 from http://documents1.worldbank.org/curated/en/606871468249312142/pdf/763690CAS0Ghan000PUBLIC00Box379829B.pdf

  • Toda HY, Phillips PC (1993) Vector autoregressions and causality. Econometrica 61:1367–1393

    Google Scholar 

  • Toda HY, Phillips PC (1994) Vector autoregression and causality: a theoretical overview and simulation study. Econ Rev 13:259–285

    Google Scholar 

  • Toda HY, Yamamoto T (1995) Statistical inference in vector autoregressions with possibly integrated processes. J Econ 66:225–250

    Google Scholar 

  • Twerefou DK, Adusah-Poku F, Bekoe W (2016) An empirical examination of the environmental Kuznets curve hypothesis for carbon dioxide emissions in Ghana: an ARDL approach. Environ Socio-Econ Stud 4:1–12

    Google Scholar 

  • Wang Z, Ye X (2017) Re-examining environmental Kuznets curve for China’s city-level carbon dioxide (CO2) emissions. Spatial Stat 21:377–389

    Google Scholar 

  • Zhang B, Wang B, Wang Z (2017) Role of renewable energy and non-renewable energy consumption on EKC: evidence from Pakistan. J Clean Prod 156:855–864

    Google Scholar 

  • Zhang Y, Chen X, Wu Y, Shuai C, Shen L (2019) The environmental Kuznets curve of CO2 emissions in the manufacturing and construction industries: a global empirical analysis. Environ Impact Assess Rev 79:106303

    Google Scholar 

  • Zivot E, Andrews DWK (2002) Further evidence on the great crash, the oil-price shock, and the unit-root hypothesis, Journal of Business & Economic Statistics. 20:25–44

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  1. School of Economics, Qingdao University, Qingdao, China

    Michael Kaku Minlah & Xibao Zhang

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  1. Michael Kaku Minlah
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  2. Xibao Zhang
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Correspondence to Michael Kaku Minlah.

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Minlah, M.K., Zhang, X. Testing for the existence of the Environmental Kuznets Curve (EKC) for CO2 emissions in Ghana: evidence from the bootstrap rolling window Granger causality test. Environ Sci Pollut Res 28, 2119–2131 (2021). https://doi.org/10.1007/s11356-020-10600-x

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