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Investigating the environmental Kuznets’s curve for Sweden: evidence from multivariate adaptive regression splines (MARS)

Author

Listed:
  • Muhammad Shahbaz

    (Montpellier Business School
    COMSATS University Islamabad)

  • Naceur Khraief

    (Université de Tunis)

  • Mantu Kumar Mahalik

    (Indian Institute of Technology)

Abstract

This paper aims to examine the long-run nonlinear relationship between economic growth and CO2 emissions for the Sweden economy by using a long span of annual time-series data over the period of 1850–2008. We applied novel multivariate adaptive regression splines (MARS) model suggested by Friedman (Ann Stat 19(1):1–67, 1991) and also employed threshold cointegration approach suggested by Sephton (Comput Econ 7(1):23–35, 1994) and Sephton and Mann (Energy Econ 36:177–181, 2013a, J Econ Econom 56(2):54–77, 2013b) to investigate the presence of both nonlinear cointegration and asymmetric dynamic adjusting processes between economic growth and CO2 emissions. The results provide the presence of nonlinear cointegration between economic growth and CO2 emissions. The environmental Kuznets curve (EKC) is verified with the estimated turning point in 1970. This rough estimate mainly explained by the implementation of Naturvårdsverket in 1967, the increasing use of nuclear power and the Swedish Environmental Protection Act (Miljöskyddslagen) in 1969. The findings also suggest a three-regime threshold cointegration model for economic growth–CO2 emissions nexus. Thus, the speed of adjustment in emissions function around the long-run equilibrium depends on the threshold behaviour. The adjustment back to attractor is asymmetric: it differs if the disequilibrium is above or below the critical threshold point. The asymmetric adjustment in CO2 emissions is much faster than GDP per capita with 75% response to disequilibrium.

Suggested Citation

  • Muhammad Shahbaz & Naceur Khraief & Mantu Kumar Mahalik, 2020. "Investigating the environmental Kuznets’s curve for Sweden: evidence from multivariate adaptive regression splines (MARS)," Empirical Economics, Springer, vol. 59(4), pages 1883-1902, October.
  • Handle: RePEc:spr:empeco:v:59:y:2020:i:4:d:10.1007_s00181-019-01698-1
    DOI: 10.1007/s00181-019-01698-1
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    as
    1. Halicioglu, Ferda, 2009. "An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey," Energy Policy, Elsevier, vol. 37(3), pages 1156-1164, March.
    2. Balke, Nathan S & Fomby, Thomas B, 1997. "Threshold Cointegration," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 38(3), pages 627-645, August.
    3. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    4. Holtz-Eakin, Douglas & Selden, Thomas M., 1995. "Stoking the fires? CO2 emissions and economic growth," Journal of Public Economics, Elsevier, vol. 57(1), pages 85-101, May.
    5. Breitung, Jorg, 2001. "Rank Tests for Nonlinear Cointegration," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(3), pages 331-340, July.
    6. Sephton, Peter & Mann, Janelle, 2013. "Further evidence of an Environmental Kuznets Curve in Spain," Energy Economics, Elsevier, vol. 36(C), pages 177-181.
    7. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    8. Lo, Ming Chien & Zivot, Eric, 2001. "Threshold Cointegration And Nonlinear Adjustment To The Law Of One Price," Macroeconomic Dynamics, Cambridge University Press, vol. 5(4), pages 533-576, September.
    9. Sephton, Peter S, 1994. "Cointegration Tests on MARS," Computational Economics, Springer;Society for Computational Economics, vol. 7(1), pages 23-35, February.
    10. Jaunky, Vishal Chandr, 2011. "The CO2 emissions-income nexus: Evidence from rich countries," Energy Policy, Elsevier, vol. 39(3), pages 1228-1240, March.
    11. Peter Sephton & Janelle Mann, 2013. "Threshold Cointegration: Model Selection with an Application," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 56(2), pages 54-77.
    12. C. W. J. Granger & Jeff Hallman, 1991. "Nonlinear Transformations Of Integrated Time Series," Journal of Time Series Analysis, Wiley Blackwell, vol. 12(3), pages 207-224, May.
    13. Robalino-López, Andrés & Mena-Nieto, Ángel & García-Ramos, José-Enrique & Golpe, Antonio A., 2015. "Studying the relationship between economic growth, CO2 emissions, and the environmental Kuznets curve in Venezuela (1980–2025)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 602-614.
    14. Lindmark, Magnus & Bergquist, Ann-Kristin & Andersson, Lars Fredrik, 2011. "Energy transition, carbon dioxide reduction and output growth in the Swedish pulp and paper industry: 1973-2006," Energy Policy, Elsevier, vol. 39(9), pages 5449-5456, September.
    15. Alvaro Escribano & Santiago Mira, 2002. "Nonlinear error correction models," Journal of Time Series Analysis, Wiley Blackwell, vol. 23(5), pages 509-522, September.
    16. William Brock & M. Taylor, 2010. "The Green Solow model," Journal of Economic Growth, Springer, vol. 15(2), pages 127-153, June.
    17. Seo, Myung Hwan, 2008. "Unit Root Test In A Threshold Autoregression: Asymptotic Theory And Residual-Based Block Bootstrap," Econometric Theory, Cambridge University Press, vol. 24(6), pages 1699-1716, December.
    18. Chontanawat, Jaruwan & Hunt, Lester C. & Pierse, Richard, 2008. "Does energy consumption cause economic growth?: Evidence from a systematic study of over 100 countries," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 209-220.
    19. Granger, Clive W J & Hallman, Jeffrey J, 1991. "Long Memory Series with Attractors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 53(1), pages 11-26, February.
    20. 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.
    21. Ozturk, Ilhan & Acaravci, Ali, 2010. "The causal relationship between energy consumption and GDP in Albania, Bulgaria, Hungary and Romania: Evidence from ARDL bound testing approach," Applied Energy, Elsevier, vol. 87(6), pages 1938-1943, June.
    22. Komen, Marinus H.C. & Gerking, Shelby & Folmer, Henk, 1997. "Income and environmental R&D: empirical evidence from OECD countries," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 505-515, November.
    23. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    24. 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.
    25. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Carbon dioxide emissions and economic growth: Panel data evidence from developing countries," Energy Policy, Elsevier, vol. 38(1), pages 661-666, January.
    26. Lindmark, Magnus & Acar, Sevil, 2013. "Sustainability in the making? A historical estimate of Swedish sustainable and unsustainable development 1850–2000," Ecological Economics, Elsevier, vol. 86(C), pages 176-187.
    27. Jutta Bolt & Jan Luiten Zanden, 2014. "The Maddison Project: collaborative research on historical national accounts," Economic History Review, Economic History Society, vol. 67(3), pages 627-651, August.
    28. Shahbaz, Muhammad & Lean, Hooi Hooi & Shabbir, Muhammad Shahbaz, 2012. "Environmental Kuznets Curve hypothesis in Pakistan: Cointegration and Granger causality," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2947-2953.
    29. Lindmark, Magnus, 2002. "An EKC-pattern in historical perspective: carbon dioxide emissions, technology, fuel prices and growth in Sweden 1870-1997," Ecological Economics, Elsevier, vol. 42(1-2), pages 333-347, August.
    30. Enders, Walter & Falk, Barry, 1998. "Threshold-autoregressive, median-unbiased, and cointegration tests of purchasing power parity," International Journal of Forecasting, Elsevier, vol. 14(2), pages 171-186, June.
    31. Fare, Rolf & Grosskopf, Shawna, 2004. "Modeling undesirable factors in efficiency evaluation: Comment," European Journal of Operational Research, Elsevier, vol. 157(1), pages 242-245, August.
    32. Kander, Astrid & Lindmark, Magnus, 2006. "Foreign trade and declining pollution in Sweden: a decomposition analysis of long-term structural and technological effects," Energy Policy, Elsevier, vol. 34(13), pages 1590-1599, September.
    33. Theodore Panayotou, 2000. "Globalization and Environment," CID Working Papers 53A, Center for International Development at Harvard University.
    34. Gales, Ben & Kander, Astrid & Malanima, Paolo & Rubio, Mar, 2007. "North versus South: Energy transition and energy intensity in Europe over 200 years," European Review of Economic History, Cambridge University Press, vol. 11(2), pages 219-253, August.
    35. Baum, Christopher F. & Barkoulas, John T. & Caglayan, Mustafa, 2001. "Nonlinear adjustment to purchasing power parity in the post-Bretton Woods era," Journal of International Money and Finance, Elsevier, vol. 20(3), pages 379-399, June.
    36. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    37. Lee, Chien-Chiang, 2005. "Energy consumption and GDP in developing countries: A cointegrated panel analysis," Energy Economics, Elsevier, vol. 27(3), pages 415-427, May.
    38. Panayotou T., 1993. "Empirical tests and policy analysis of environmental degradation at different stages of economic development," ILO Working Papers 992927783402676, International Labour Organization.
    39. Gonzalo, Jesus & Pitarakis, Jean-Yves, 2002. "Estimation and model selection based inference in single and multiple threshold models," Journal of Econometrics, Elsevier, vol. 110(2), pages 319-352, October.
    40. Peter J G Pearson, 1994. "Energy, Externalities and Environmental Quality: Will Development Cure the Ills it Creates?," Surrey Energy Economics Centre (SEEC), School of Economics Discussion Papers (SEEDS) 78, Surrey Energy Economics Centre (SEEC), School of Economics, University of Surrey.
    41. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    42. Kander, Astrid & Lindmark, Magnus, 2004. "Energy consumption, pollutant emissions and growth in the long run: Sweden through 200 years," European Review of Economic History, Cambridge University Press, vol. 8(3), pages 297-335, December.
    43. Fosten, Jack & Morley, Bruce & Taylor, Tim, 2012. "Dynamic misspecification in the environmental Kuznets curve: Evidence from CO2 and SO2 emissions in the United Kingdom," Ecological Economics, Elsevier, vol. 76(C), pages 25-33.
    44. Unruh, G. C. & Moomaw, W. R., 1998. "An alternative analysis of apparent EKC-type transitions," Ecological Economics, Elsevier, vol. 25(2), pages 221-229, May.
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    More about this item

    Keywords

    Emissions; Growth; KEC; Asymmetric;
    All these keywords.

    JEL classification:

    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
    • F43 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Economic Growth of Open Economies
    • F64 - International Economics - - Economic Impacts of Globalization - - - Environment
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes

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