Abstract
In this paper, we analyze the existence of the environmental Kuznets curve as reported by Kuznets (Am Econ Rev 5:1–28, 1955) by using the methodology proposed by Kejriwal and Perron (J Econ 146:59–73, 2008, J Bus Econ Stat 28:503–522, 2010) and applying Jaunky’s (Energy Policy 39(3):1228–1240, 2011) specification using quarterly data from 1973:1 to 2015:2. We also allow different behaviors across time and identify it by economic sectors. Our results show the existence of the environmental Kuznets curve (EKC) in the USA only when we allow for structural breaks. Interestingly, the industrial sector shows a different pattern than do other economic sectors; with the beginning of the economic crisis, it appears to have abandoned the objective of the environmental stabilization found until then.
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In this action, the Environmental Protection Agency (EPA) established final emission guidelines for states to follow when developing plans to reduce greenhouse gas (GHG) emissions from existing fossil fuel-fired electric generating units (EGUs). Specifically, the EPA established subcategories of existing fossil fuel-fired EGUs, fossil fuel-fired electric utility steam generating units and stationary combustion turbines; and state- implementation of state plans that establish emission standards emission performance rates, which may be accomplished by meeting the state goals.
The argument over technological change, as detailed in the work of Roca and Padilla (2003), is ruled by the so-called “rebound effect”, by which the increase in environmental efficiency derived from technology leads to greater technological demands that nullify this effect. In addition, it would be unconvincing if environmental improvement resulted from the replacement of the service sector by industry, if we suppose that the environmentally most problematic sectors produce inferior goods, which is not likely (Torras and Boyce 1998).
Jaunky (2009) previously surveyed the link between CO2 emissions and productivity growth for 27 rich countries over the period 1974–2000. Unidirectional causality running from productivity growth to CO2 emissions is found in the short run, whereas bidirectional causality is revealed in the long run. Productivity growth is found to exert a positive impact on CO2 emissions in the long run.
The exercise was also conducted using variables in per capita terms. The results are very similar to those presented in this work and are available to the reader upon request. We consider it more appropriate to show the results in aggregate terms that establish no comparison between countries.
In general, the majority of conventional unit root tests, such as the Dickey-Fuller tests and the Phillips-Perron tests, suffer from three problems. First, many tests have low power when the root of the autoregressive polynomial is close to but less than one (de Jong et al., 1992). Second, most tests suffer from severe size distortions when the moving-average polynomial of the first-differenced series has a large negative autoregressive root (Schwert 1989 and Perron and Ng 1996). Third, the implementation of unit root tests often requires the selection of an autoregressive truncation lag k; however, as discussed by Ng and Perron (1995), there is a strong association between k and the severity of size distortions and/or the extent of power loss. Ng and Perron (2001) solved these problems, and we refer to their article for further details.
We use 15 % trimming so that the maximum number of breaks allowed under the alternative hypothesis is 3. However, a lower trimming than 15 % would mean that the required years of each regime is at least 2.25 or 4.25 years, perhaps some significant periods, so we opted for the broader trimming permitted by this technique, as 15 % involved at least 6.5 years. However, if a higher number of breaks states that three breaks (four regimes), in the case of the existence of more breaks, occurs, than the number of years of each regimen should be 8.4 years maximum, so again it seems more representative to opt for the largest possible amplitude by this technique, i.e., 10.5 years corresponding to 42 quarters.
DOLS approach allows a robust correction to the possible presence of endogeneity in the independent variables and the serial correlation in error terms of OLS estimation.
To overcome the problem of the low power of classical tests under the presence of persistent roots in the residuals of the regression, Shin (1994) suggested a test in which the null hypothesis is cointegration.
These tests are called the Kwiatkowski et al. (1992) tests and assume the null hypothesis of stationarity.
Cμ is the test statistic for deterministic cointegration, i.e., when no trend is present in the regression.
References
AEO (2015): Annual energy outlook 2015 with projections to 2040. April 2015 U.S. energy information administration. Office of Integrated and International Energy Analysis. U.S. Department of Energy Washington, DC 20585.
Ajmi AN, Hammoudeh S, Nguyen DK, Sato JR (2015) On the relationships between CO2 emissions, energy consumption and income: the importance of time variation. Energy Econ 49:629–638
Aldy JE (2005) An environmental Kuznets curve analysis of U.S. state-level carbon dioxide emissions. J Environ Dev 14(1):48–72
Andreoni J, Levinson A (2001) The simple analytics of the environmental Kuznets curve. J Public Econ 80:269–286
Arai Y, Kurozoumi E (2007) Testing for the null hypothesis of cointegration with a structural break. Econ Rev 26:705–739
Arrow K, Bolin B, Costanza R, Dasgupta P, Folke C, Holling CS, Jansson BO, Levin S, Maler KG, Perrings C, Pimentel D (1995) Economic growth, carrying capacity, and the environment. Science 268:520–521
Aslanidis, N. (2009). Environmental Kuznets curves for carbon emissions: a critical survey. Department of Economics, University Rovira Virgili FCEE, Avinguda Universitat, Department of Communication, Working Paper No 51.
Baek J, Gweisah G (2013) Does income inequality harm the environment?: empirical evidence from the United States. Energy Policy 62:1434–1437
Bai J, Perron P (2003) Critical values for multiple structural change tests. Econ J 6:72–78
Bataa, E., Izzeldin, M., Osborn, D. R. (2015). Changes in the global oil market. economics working paper series 2015/004. The Department of Economics Lancaster University Management School Lancaster LA1 4YX UK.
Beckerman W (1992) Economic growth and the environment: whose growth? Whose environment? World Dev 20(4):481–496, Elsevier
Bin S, Dowlatabadi H (2005) Consumer lifestyle approach to US energy use and the related CO2 emissions. Energy Policy 33:197–208
Bo S (2010) A literature survey on environmental Kuznets curve. Energy Procedia 5:1322–1325
Borghesi, S. (1999). The environmental Kuznets curve: a survey of the literature. European University Institute November 1999.
Bowden N, Payne JE (2010) Sectoral analysis of the causal relationship between renewable and non-renewable energy consumption and real output in the US. Energy Sources Part B 5:400–408
Burnett JW, Bergstrom JC, Dorfman H (2013) A spatial panel data approach to estimating U.S. state-level energy emissions. Energy Econ 40:396–404
Carpentier CL (2006) NAFTA commission for environmental cooperation: ongoing assessment of trade liberalization in North America. Impact Assess Proj Apprais 24(4):259–272
Carson R (2010) The environmental Kuznets curve: seeking empirical regularity and theoretical structure. Rev Econ Environ Policy 4(1):3–23
Carson RJ, Mccubbin D (1997) The relationship between air pollution emissions and income: US Data. Environ Dev Econ 2:433–450
Cole MA (2008) Industrial activity and the environment in china: an industry-level analysis. China Econ Rev 19(2008):393–408
Cole MA, Rayner AJ, Bates JM (1997) The environmental Kuznets curve: an empirical analysis. Environ Dev Econ 2:401–416
Cologni A, Manera M (2008) Oil prices, inflation and interest rates in a structural cointegrated VAR model for the G-7 countries. Energy Econ 30(3):8569–8888
de Bruyn S, Heintz R (1999) The environmental Kuznets curve hypothesis. Handbook of environmental and resource economics. Edward Elgar, Massachusetts
Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74:427–431
Dinda S (2004) Environmental Kuznets curve hypothesis: a survey. Ecol Econ 4(1):431–455
Doda B (2014) Evidence on business cycles and CO2 emissions. J Macroecon 40:214–227
Egli, H. (2004). The environmental Kuznets curve-evidence from time series data for Germany. Working Paper Series 04–33, Institute of Economic Research.
Ekins P (1997) The Kuznets curve for the environment and economic growth: examining the evidence. Environ Plan A 29:805–830
Esteve V, Tamarit C (2012) Is there an environmental Kuznets curve for Spain? Fresh evidence from old data. Econ Model 29(6):2696–2703
Fischer C, Heutel G (2013) Environmental macroeconomics: environmental policy, business cycles, and directed technical change. Ann Rev Resour Econ 5(1):197–210
Galeotti M, Lanza A, Pauli F (2006) Reassessing the environmental Kuznets curve for CO2 emissions: a robustness exercise. Ecol Econ 57:152–163
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. Woodrow Wilson School - Public and International Affairs, Princeton, Papers 158
Grossman GM, Krueger AB (1995) Economic growth and the environment. Q J Econ 110(2):353–377
Harbaugh W, Levinson A, Wilson DM (2002) Reexamining the empirical evidence for an environmental Kuznets curve. Rev Econ Stat 84:541–551
He J, Richard P (2010) Environmental Kuznets curve for CO2 in Canada. Ecol Econ 69:1083–1093
Hettige H (2000) Industrial pollution in economic development: the environmental Kuznets curve revisited. J Dev Econ 62(2)
Heutel G (2012) How should environmental policy respond to business cycles? Optimal policy under persistent productivity shocks. Rev Econ Dyn 15(2):244–264
Huntington H (2005) U.S. carbon emissions, technological progress and economic growth since 1870. Int J Global Energy Issues 23(4):292–306
Iglesias J, Carmona M, Golpe AA, Martín JM (2013) La curva de Kuznets y la emisión de CO2 en España. 1850–2008. Rev Econ Ind 389:135–144
Jalil A, Mahmud SF (2010) Kuznets curve for CO2 emissions: a cointegration analysis for China. Energy Policy 37:5167–5172
Jaunky VC (2009) Is productivity growth driving higher CO2 emissions? Evidence from high-income economies. Int J Environ Cult Econ Soc Sustain 5(5):250–269
Jaunky VC (2011) The CO2 emissions-income nexus: evidence from rich countries. Energy Policy 39(3):1228–1240
Jordan, B.R. (2010). The environmental Kuznets curve: preliminary meta-analysis of published studies, 1995–2010. Georgia Tech School of Public Policy Workshop on Original Policy Research (WOPR). December 3, 2010.
Jotzo F, Burke PJ, Wood PJ, Macintosh A, Stern DI (2012) Decomposing the 2010 global carbon dioxide emissions rebound. Nat Clim Chang 2(4):213–214, 2012
Kaika D, Zervas E (2013a) The environmental Kuznets curve (EKC) theory-part A: concept, causes and the CO2 emissions case. Energy Policy 62:1392–1402
Kaika D, Zervas E (2013b) The environmental Kuznets curve (EKC) theory. Part B: critical issues. Energy Policy 62:1403–1411
Kejriwal M (2008) Cointegration with structural breaks: an application to the Feldstein-Horioka Puzzle. Stud Nonlin Dyn Econ 12(1):1–37
Kejriwal M, Perron P (2008) The limit distribution of the estimates in cointegrated regression models with multiple structural changes. J Econ 146:59–73
Kejriwal M, Perron P (2010) Testing for multiple structural changes in cointegrated regression models. J Bus Econ Stat 28:503–522
Kijima M, Katsumasa N, Atsuyuki O (2010) Economic models for the environmental Kuznets curve: a survey. J Econ Dyn Control 34:1187–1201
Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45:1–28
Kwiatkowski D, Phillips PCB, Schmidt P, Shin Y (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? J Econ 54:159–178
Lanne M, Liski M (2004) Trends and breaks in per-capita carbon dioxide emissions, 1870–2028. Energy J 25(4):41–65
List J, Gallet C (1999) The environmental Kuznets curve: does one size fit all? Ecol Econ 31(3):473–480
López R (1994) The environment as a factor of production: the effects of economic growth and trade liberalization. J Environ Econ Manag 27:163–184
López R, Mitra S (2000) Corruption, pollution, and the Kuznets environment curve. J Environ Econ Manag 40:137–150
López RE, Yoon SW (2014) Pollution–income dynamics. Econ Lett 124(3):504–507, Elsevier
Martínez-Alier J (1995) The environment as a luxury good or too poor to be green? Ecol Econ 13(1):1–10
McConnell KE (1997) Income and the demand for environmental quality. Environ Dev Econ 2(4):383–400
Moomaw WR, Unruh GC (1997) Are environmental Kuznets curve misleading us? The case of CO2 emissions. Environ Dev Econ 2:451–463
Mork KA (1989) Oil and the macroeconomy when prices go up and down: an extension of Hamilton’s results. J Polit Econ 97(3):740–744, Jun., 1989
Narayan PK, Narayan S (2010) Carbon dioxide emissions and economic growth: panel data evidence from developing countries. Energy Policy 38(1):661–666, Elsevier
Narayan PK, Smyth R (2008) Energy consumption and real GDP in G7 countries: new evidence from panel cointegration with structural breaks. Energy Econ 30(5):2331–2341, react-text: 47
Ng S, Perron P (1995) Unit root tests in ARMA models with data dependent methods for the selection of the truncation lag. J Am Stat Assoc 90:268–281
Ng S, Perron P (2001) Lag length section and the construction of unit root tests with good size and power. Econometrica 69:1529–1554
Niu, H., Li, H. (2014). An empirical study on economic growth and carbon emissions of G20 group. International Conference on Education Reform and Modern Management.
Panayotou T (1993) Economic growth and the environment. Spring Seminar of The United Nations Economic Commission For Europe, Geneva
Pasten R, Figueroa E (2012) The environmental Kuznets curve: a survey of the theoretical literature. Int Rev Environ Resour Econ 6(3):195–224
Payne JE (2010) Survey of the international evidence on the causal relationship between energy consumption and growth. J Econ Stud 37(1):53–95
Perron P, Ng S (1996) Useful modifications to some unit root tests with dependent errors and their local asymptotic properties. Rev Econ Stud 63:435–465
Pfaff A, Chaudhuri S, Nye H (2004) Household production and the environmental Kuznets curve. Environ Resour Econ 27:187–200
Plassmann F, Khanna N (2006) household income and pollution. Implications for the debate about the environmental kuznets curve hypothesis. J Environ Dev 15(1):22–44
Roca J (2003) Do individual preferences explain the environmental Kuznets curve? Ecol Econ 45:3–10
Roca J, Padilla E (2003) Emisiones atmosféricas y crecimiento económico en España. La curva de Kuznets ambiental y el protocolo de Kyoto. Economía Industrial 351:73–86.
Schwert GW (1989) Tests for unit roots: a Monte Carlo investigation. J Bus Econ Stat 7:147–159
Selden TM, Song D (1994) Environmental quality and development: is there a Kuznets curve for air pollution emissions? J Environ Econ Manag 27:147–162
Shahiduzzaman M, Layton A (2015) Changes in CO2 emissions over business cycle recessions and expansions in the United States: A decomposition analysis. Appl Energy 150:25–35
Sheldon, T.L. (2014). Asymmetric effects of the business cycle on carbon dioxide emissions: a new layer of climate change uncertainty San Diego Manuscript. Department of Economics, University of California; 2014.
Shin Y (1994) A residual-based test of the null of cointegration against the alternative of no cointegration. Econometric Theory 10:91–115
Soytas U, Sari R, Ewing BT (2007) Energy consumption, income, and carbon emissions in the United States. Ecol Econ 62:482–489
Stern, D. I. (2004). The environmental kuznets curve. internet encyclopaedia of ecological economics. International Society for Ecological Economics.
Stock JH, Watson MW (1993) A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica 61:783–820
Suri V, Chapman D (1998) Economic growth, trade and energy: implications for the environmental Kuznets curve. Ecol Econ 25(2):195–208
Thoma M (2004) Electrical energy usage over the business cycle. Energy Econ 26(3):463–485
Toda HY, Yamamoto T (1995) Statistical inference in vector autoregressions with possibly integrated processes. J Econ 66:225–250
Torras M, Boyce JK (1998) Income, inequality and pollution: a reassessment of the environmental Kuznets curve. Ecol Econ 25:147–160
U.S. Enviromental Protection Agency. Web site: https://www3.epa.gov
Wagner M (2008) The carbon Kuznets curve: a cloudy picture emitted by bad econometrics? Resour Energy Econ 30:388–408
World Resources Institute (1994) World resources 1994–1995: a guide to the global environment. Oxford University Press, New York
World Resources Institute (1996) World resources 1996–1997: a guide to the global environment. Oxford University Press, New York
York R (2012) Asymmetric effects of economic growth and decline on CO2 emissions. Nat Climate Chang 2(11):762–764, 2012
Zhao F, Xu M, Zheng Y, Gi Wong M, Chi Y (2013) Improving the environmental Kuznets curve for evaluating the relationships between carbon dioxide emissions and economic development. J Food Agric Environ 11(2):1193–1199
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Congregado, E., Feria-Gallardo, J., Golpe, A.A. et al. The environmental Kuznets curve and CO2 emissions in the USA. Environ Sci Pollut Res 23, 18407–18420 (2016). https://doi.org/10.1007/s11356-016-6982-9
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DOI: https://doi.org/10.1007/s11356-016-6982-9