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Dependence structure between business cycles and CO2 emissions in the U.S.: Evidence from the time-varying Markov-Switching Copula models

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  • Gozgor, Giray
  • Tiwari, Aviral Kumar
  • Khraief, Naceur
  • Shahbaz, Muhammad

Abstract

The relationship between CO2 emissions and economic growth is well-examined. However, there is a gap in the literature to examine the nexus by regime-switching models. For this purpose, this paper examines the interdependence relations between CO2 emissions and the industrial production index as a measure of business cycles at the monthly frequency in the United States. We use a new approach to modeling dependence between the underlying variables over time, combining the time-varying copula and the Markov switching models. We find that there is a significant dependence structure between business cycles and CO2 emissions, which has a regime-switching feature, for the period from January 1973 to January 2017. Specifically, during the recession episodes, we deduce that until 1982, the high dependence regime with the Gaussian copula is valid. Since the beginning of 1983, the low dependence structure regime becomes prominent.

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  • Gozgor, Giray & Tiwari, Aviral Kumar & Khraief, Naceur & Shahbaz, Muhammad, 2019. "Dependence structure between business cycles and CO2 emissions in the U.S.: Evidence from the time-varying Markov-Switching Copula models," Energy, Elsevier, vol. 188(C).
  • Handle: RePEc:eee:energy:v:188:y:2019:i:c:s0360544219316895
    DOI: 10.1016/j.energy.2019.115995
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    1. Berkowitz, Jeremy, 2001. "Testing Density Forecasts, with Applications to Risk Management," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(4), pages 465-474, October.
    2. Sencer Atasoy, Burak, 2017. "Testing the environmental Kuznets curve hypothesis across the U.S.: Evidence from panel mean group estimators," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 731-747.
    3. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    4. Thoma, Mark, 2004. "Electrical energy usage over the business cycle," Energy Economics, Elsevier, vol. 26(3), pages 463-485, May.
    5. Khan, Hashmat & Metaxoglou, Konstantinos & Knittel, Christopher R. & Papineau, Maya, 2019. "Carbon emissions and business cycles," Journal of Macroeconomics, Elsevier, vol. 60(C), pages 1-19.
    6. Fischer, Carolyn & Springborn, Michael, 2011. "Emissions targets and the real business cycle: Intensity targets versus caps or taxes," Journal of Environmental Economics and Management, Elsevier, vol. 62(3), pages 352-366.
    7. Zhao, Xingrong & Zhang, Xi & Shao, Shuai, 2016. "Decoupling CO2 emissions and industrial growth in China over 1993–2013: The role of investment," Energy Economics, Elsevier, vol. 60(C), pages 275-292.
    8. 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.
    9. Shahbaz, Muhammad & Shafiullah, Muhammad & Papavassiliou, Vassilios G. & Hammoudeh, Shawkat, 2017. "The CO2–growth nexus revisited: A nonparametric analysis for the G7 economies over nearly two centuries," Energy Economics, Elsevier, vol. 65(C), pages 183-193.
    10. Bowen, Alex & Stern, Nicholas, 2010. "Environmental policy and the economic downturn," LSE Research Online Documents on Economics 37589, London School of Economics and Political Science, LSE Library.
    11. Carolyn Fischer & Garth Heutel, 2013. "Environmental Macroeconomics: Environmental Policy, Business Cycles, and Directed Technical Change," Annual Review of Resource Economics, Annual Reviews, vol. 5(1), pages 197-210, June.
    12. Paul J. Burke & Md Shahiduzzaman & David I. Stern, 2015. "Carbon dioxide emissions in the short run: The rate and sources of economic growth matter," CAMA Working Papers 2015-12, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    13. Garth Heutel, 2012. "How Should Environmental Policy Respond to Business Cycles? Optimal Policy under Persistent Productivity Shocks," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 244-264, April.
    14. Sheldon, Tamara L., 2017. "Asymmetric effects of the business cycle on carbon dioxide emissions," Energy Economics, Elsevier, vol. 61(C), pages 289-297.
    15. Frank Jotzo & Paul J. Burke & Peter J. Wood & Andrew Macintosh & David I. Stern, 2012. "Decomposing the 2010 global carbon dioxide emissions rebound," Nature Climate Change, Nature, vol. 2(4), pages 213-214, April.
    16. Gail Cohen & João Tovar Jalles & Mr. Prakash Loungani & Ricardo Marto, 2017. "Emissions and Growth: Trends and Cycles in a Globalized World," IMF Working Papers 2017/191, International Monetary Fund.
    17. Doda, Baran, 2014. "Evidence on business cycles and CO2 emissions," LSE Research Online Documents on Economics 57009, London School of Economics and Political Science, LSE Library.
    18. Silva Filho, Osvaldo Candido da & Ziegelmann, Flavio Augusto & Dueker, Michael J., 2012. "Modeling dependence dynamics through copulas with regime switching," Insurance: Mathematics and Economics, Elsevier, vol. 50(3), pages 346-356.
    19. Gozgor, Giray & Can, Muhlis, 2016. "Export Product Diversification and the Environmental Kuznets Curve: Evidence from Turkey," MPRA Paper 69761, University Library of Munich, Germany.
    20. Shahiduzzaman, Md. & Layton, Allan, 2015. "Changes in CO2 emissions over business cycle recessions and expansions in the United States: A decomposition analysis," Applied Energy, Elsevier, vol. 150(C), pages 25-35.
    21. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    22. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2010. "CO2 emissions, energy consumption and economic growth in BRIC countries," Energy Policy, Elsevier, vol. 38(12), pages 7850-7860, December.
    23. Shahiduzzaman, Md & Layton, Allan, 2017. "Decomposition analysis for assessing the United States 2025 emissions target: How big is the challenge?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 372-383.
    24. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    25. Richard York, 2012. "Asymmetric effects of economic growth and decline on CO2 emissions," Nature Climate Change, Nature, vol. 2(11), pages 762-764, November.
    26. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds testing approach to analyzing the environment Kuznets curve hypothesis with structural beaks: The role of biomass energy consumption in the United States," Energy Economics, Elsevier, vol. 68(C), pages 548-565.
    27. Alex Bowen & Nicholas Stern, 2010. "Environmental policy and the economic downturn," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 26(2), pages 137-163, Summer.
    28. Cohen, Gail & Jalles, Joao Tovar & Loungani, Prakash & Marto, Ricardo, 2018. "The long-run decoupling of emissions and output: Evidence from the largest emitters," Energy Policy, Elsevier, vol. 118(C), pages 58-68.
    29. Shahbaz, Muhammad & Solarin, Sakiru Adebola & Hammoudeh, Shawkat & Shahzad, Syed Jawad Hussain, 2017. "Bounds Testing Approach to Analyzing the Environment Kuznets Curve Hypothesis: The Role of Biomass Energy Consumption in the United States with Structural Breaks," MPRA Paper 81840, University Library of Munich, Germany, revised 07 Oct 2017.
    30. Glen P. Peters & Gregg Marland & Corinne Le Quéré & Thomas Boden & Josep G. Canadell & Michael R. Raupach, 2012. "Rapid growth in CO2 emissions after the 2008–2009 global financial crisis," Nature Climate Change, Nature, vol. 2(1), pages 2-4, January.
    31. Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
    32. Doda, Baran, 2014. "Evidence on business cycles and CO2 emissions," Journal of Macroeconomics, Elsevier, vol. 40(C), pages 214-227.
    33. Kim, Chang-Jin, 1994. "Dynamic linear models with Markov-switching," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 1-22.
    34. Garth Heutel, 2012. "How Should Environmental Policy Respond to Business Cycles? Optimal Policy under Persistent Productivity Shocks," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 244-264, April.
    35. Alex Bowen & Nicholas Stern, 2010. "Environmental policy and the economic downturn," GRI Working Papers 16, Grantham Research Institute on Climate Change and the Environment.
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    More about this item

    Keywords

    Carbon dioxide emissions; Business cycles; Markov-switching models; Copula models; Regime-dependency;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics

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