Assessing the functional relationship between CO2 emissions and economic development using an additive mixed model approach
AbstractResearchers have suggested that the relationship between the emission of carbon dioxide per capita and the real gross domestic product per capita follows an inverted-U-shaped (so-called environmental Kuznets) curve. Studies have generally used polynomial regression (quadratic or cubic form) to investigate this relationship. It has been recognised that polynomials are not that flexible and that, by choosing the degree of the polynomial, researchers make a priori assumptions. In this paper, we investigate the environmental Kuznets curve hypothesis using a flexible approach from additive mixed models. Such models are well-suited to handle nonlinear covariate effects flexibly and to simultaneously deal with temporal error structure. We consider the following countries: Australia, Austria, Canada, Denmark, Finland, France, Italy, Spain and Switzerland. Our results show the existence of the classic environmental Kuznets curve for France and Switzerland, and of a nonlinear (increasing) relationship for Australia, Italy and Spain. For Austria, the evidence reveals a weak N-shaped relationship. New nonlinear shapes are found for Finland (inverted-L-shape relationship), Canada (a special case of the inverted-L-shape relationship), and Denmark (M-shape relationship). Our findings are complemented by the calculation of the elasticity of the carbon dioxide emission per capita as a percentage of each level of real gross domestic product per capita.
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Bibliographic InfoArticle provided by Elsevier in its journal Economic Modelling.
Volume (Year): 29 (2012)
Issue (Month): 4 ()
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Web page: http://www.elsevier.com/locate/inca/30411
Additive mixed model; CO2 emission; Economic development; Environmental Kuznets curve; Penalised regression spline; Polynomial regression;
Find related papers by JEL classification:
- C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- C50 - Mathematical and Quantitative Methods - - Econometric Modeling - - - General
- E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
- Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
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- Jaunky, Vishal Chandr, 2011. "The CO2 emissions-income nexus: Evidence from rich countries," Energy Policy, Elsevier, vol. 39(3), pages 1228-1240, March.
- 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.
- BERTINELLI, Luisito & STROBL, Eric, 2004.
"The Environmental Kuznets Curve semi-parametrically revisited,"
CORE Discussion Papers
2004051, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Bertinelli, Luisito & Strobl, Eric, 2005. "The Environmental Kuznets Curve semi-parametrically revisited," Economics Letters, Elsevier, vol. 88(3), pages 350-357, September.
- Alan M. Taylor & Mark Taylor, 2004.
"The Purchasing Power Parity Debate,"
46, University of California, Davis, Department of Economics.
- Hughes, Larry & Chaudhry, Nikhil, 2011. "The challenge of meeting Canada's greenhouse gas reduction targets," Energy Policy, Elsevier, vol. 39(3), pages 1352-1362, March.
- Azomahou, Théophile & Laisney, François & van Phu, Nguyen, 2005.
"Economic Development and CO2 Emissions: A Nonparametric Panel Approach,"
ZEW Discussion Papers
05-56, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
- Azomahou, Theophile & Laisney, Francois & Nguyen Van, Phu, 2006. "Economic development and CO2 emissions: A nonparametric panel approach," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 1347-1363, August.
- Matthew Cole, 2005. "Re-examining the pollution-income relationship: a random coefficients approach," Economics Bulletin, AccessEcon, vol. 14(1), pages 1-7.
- Roy, Nilanjana & Cornelis van Kooten, G., 2004.
"Another look at the income elasticity of non-point source air pollutants: a semiparametric approach,"
Elsevier, vol. 85(1), pages 17-22, October.
- Nilanjana Roy & G. Cornelis van Kooten, 2004. "Another Look at the Income Elasticity of Non-Point Source Air Pollutants: A Semiparametric Approach," Working Papers 2004-07, University of Victoria, Department of Economics, Resource Economics and Policy Analysis Research Group.
- Teräväinen, Tuula & Lehtonen, Markku & Martiskainen, Mari, 2011. "Climate change, energy security, and risk--debating nuclear new build in Finland, France and the UK," Energy Policy, Elsevier, vol. 39(6), pages 3434-3442, June.
- 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.
- Denis Kwiatkowski & Peter C.B. Phillips & Peter Schmidt, 1991.
"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?,"
Cowles Foundation Discussion Papers
979, Cowles Foundation for Research in Economics, Yale University.
- 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.
- Tom Doan, . "KPSS: RATS procedure to perform KPSS (Kwiatowski, Phillips, Schmidt, and Shin) stationarity test," Statistical Software Components RTS00100, Boston College Department of Economics.
- Kwiatkowski, D. & Phillips, P.C.B. & Schmidt, P., 1990. "Testing the Null Hypothesis of Stationarity Against the Alternative of Unit Root : How Sure are we that Economic Time Series have a Unit Root?," Papers 8905, Michigan State - Econometrics and Economic Theory.
- Hanley, Nicholas & Turner, Karen, 2010.
"Energy Efficiency, Rebound Effects and the Environmental Kuznets Curve,"
Stirling Economics Discussion Papers
2010-17, University of Stirling, Division of Economics.
- Turner, Karen & Hanley, Nick, 2011. "Energy efficiency, rebound effects and the environmental Kuznets Curve," Energy Economics, Elsevier, vol. 33(5), pages 709-720, September.
- Owen, Anthony D., 2011. "The economic viability of nuclear power in a fossil-fuel-rich country: Australia," Energy Policy, Elsevier, vol. 39(3), pages 1305-1311, March.
- List, John A. & Gallet, Craig A., 1999. "The environmental Kuznets curve: does one size fit all?," Ecological Economics, Elsevier, vol. 31(3), pages 409-423, December.
- Magnus, J.R. & Melenberg, B. & Muris, C.H.M., 2011.
"Global Warming and Local Dimming: The Statistical Evidence,"
2011-004, Tilburg University, Center for Economic Research.
- Magnus, Jan R. & Melenberg, Bertrand & Muris, Chris, 2011. "Global Warming and Local Dimming: The Statistical Evidence," Journal of the American Statistical Association, American Statistical Association, vol. 106(494), pages 452-464.
- Phillips, Peter C B & Ouliaris, S, 1990.
"Asymptotic Properties of Residual Based Tests for Cointegration,"
Econometric Society, vol. 58(1), pages 165-93, January.
- Tom Doan, . "POTESTRESIDS: RATS procedure to perform Phillips-Ouliaris-Hansen test for Cointegration on 1st stage residuals," Statistical Software Components RTS00248, Boston College Department of Economics.
- Tom Doan, . "POTEST: RATS procedure to perform Phillips-Ouliaris-Hansen test for Cointegration," Statistical Software Components RTS00247, Boston College Department of Economics.
- Peter C.B. Phillips & Sam Ouliaris, 1987. "Asymptotic Properties of Residual Based Tests for Cointegration," Cowles Foundation Discussion Papers 847R, Cowles Foundation for Research in Economics, Yale University, revised Jul 1988.
- Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521785167.
- Kenneth Rogoff, 1996. "The Purchasing Power Parity Puzzle," Journal of Economic Literature, American Economic Association, vol. 34(2), pages 647-668, June.
- Vollebergh, Herman R.J. & Melenberg, Bertrand & Dijkgraaf, Elbert, 2009. "Identifying reduced-form relations with panel data: The case of pollution and income," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 27-42, July.
- Sperling, Karl & Hvelplund, Frede & Mathiesen, Brian Vad, 2010. "Evaluation of wind power planning in Denmark – Towards an integrated perspective," Energy, Elsevier, vol. 35(12), pages 5443-5454.
- Fodha, Mouez & Zaghdoud, Oussama, 2010. "Economic growth and pollutant emissions in Tunisia: An empirical analysis of the environmental Kuznets curve," Energy Policy, Elsevier, vol. 38(2), pages 1150-1156, February.
- Lofstedt, Ragnar, 2008. "Are renewables an alternative to nuclear power? An analysis of the Austria/Slovakia discussions," Energy Policy, Elsevier, vol. 36(6), pages 2226-2233, June.
- Foidart, F. & Oliver-Solá, J. & Gasol, C.M. & Gabarrell, X. & Rieradevall, J., 2010. "How important are current energy mix choices on future sustainability? Case study: Belgium and Spain--projections towards 2020-2030," Energy Policy, Elsevier, vol. 38(9), pages 5028-5037, September.
- Galeotti, Marzio & Lanza, Alessandro & Pauli, Francesco, 2006. "Reassessing the environmental Kuznets curve for CO2 emissions: A robustness exercise," Ecological Economics, Elsevier, vol. 57(1), pages 152-163, April.
- Martinez-Zarzoso, Inmaculada & Bengochea-Morancho, Aurelia, 2004. "Pooled mean group estimation of an environmental Kuznets curve for CO2," Economics Letters, Elsevier, vol. 82(1), pages 121-126, January.
- Engle, Robert F & Granger, Clive W J, 1987. "Co-integration and Error Correction: Representation, Estimation, and Testing," Econometrica, Econometric Society, vol. 55(2), pages 251-76, March.
- repec:ebl:ecbull:v:14:y:2005:i:1:p:1-7 is not listed on IDEAS
- Ruppert,David & Wand,M. P. & Carroll,R. J., 2003. "Semiparametric Regression," Cambridge Books, Cambridge University Press, number 9780521780506.
- He, Jie & Richard, Patrick, 2010.
"Environmental Kuznets curve for CO2 in Canada,"
Elsevier, vol. 69(5), pages 1083-1093, March.
- Panayotou T, 1993. "Empirical tests and policy analysis of environmental degradation at different stages of economic development," ILO Working Papers 292778, International Labour Organization.
- Iwata, Hiroki & Okada, Keisuke & Samreth, Sovannroeun, 2009.
"Empirical Study on the Environmental Kuznets Curve for CO2 in France: The Role of Nuclear Energy,"
18997, University Library of Munich, Germany.
- Iwata, Hiroki & Okada, Keisuke & Samreth, Sovannroeun, 2010. "Empirical study on the environmental Kuznets curve for CO2 in France: The role of nuclear energy," Energy Policy, Elsevier, vol. 38(8), pages 4057-4063, August.
- Jalil, Abdul & Mahmud, Syed F., 2009. "Environment Kuznets curve for CO2 emissions: A cointegration analysis for China," Energy Policy, Elsevier, vol. 37(12), pages 5167-5172, December.
- Stern, David I., 2010. "Between estimates of the emissions-income elasticity," Ecological Economics, Elsevier, vol. 69(11), pages 2173-2182, September.
- Stern, David I. & Common, Michael S. & Barbier, Edward B., 1996. "Economic growth and environmental degradation: The environmental Kuznets curve and sustainable development," World Development, Elsevier, vol. 24(7), pages 1151-1160, July.
- Taskin, Fatma & Zaim, Osman, 2000. "Searching for a Kuznets curve in environmental efficiency using kernel estimation," Economics Letters, Elsevier, vol. 68(2), pages 217-223, August.
- Ciprian M. Crainiceanu & David Ruppert, 2004. "Likelihood ratio tests in linear mixed models with one variance component," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(1), pages 165-185.
- Krivobokova, Tatyana & Kauermann, Goran, 2007. "A Note on Penalized Spline Smoothing With Correlated Errors," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 1328-1337, December.
- Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
- Thomas Jobert & Fatih Karanfil & Anna Tykhonenko, 2014. "Estimating country-specific environmental Kuznets curves from panel data: a Bayesian shrinkage approach," Applied Economics, Taylor & Francis Journals, vol. 46(13), pages 1449-1464, May.
- Ernesto Aguayo-Téllez & José Martínez-Navarro, 2013. "Internal and international migration in Mexico: 1995--2000," Applied Economics, Taylor & Francis Journals, vol. 45(13), pages 1647-1661, May.
- Lau, Lin-Sea & Choong, Chee-Keong & Eng, Yoke-Kee, 2014. "Investigation of the environmental Kuznets curve for carbon emissions in Malaysia: Do foreign direct investment and trade matter?," Energy Policy, Elsevier, vol. 68(C), pages 490-497.
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