Halkos, George and Tzeremes, Nickolaos (2011): A conditional full frontier modelling for analyzing environmental efficiency and economic growth.
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By applying conditional and unconditional data envelopment analysis (DEA) models along side with statistical inference using bootstrap techniques; this paper investigates the link between China’s carbon dioxide emissions (CO2) environmental efficiency and its economic growth (measured in GNI per capita) for the time period of 1965 to 2009. The results reveal that China’s changing consumption patterns has caused emissions levels to increase dramatically the last two decades providing clear evidence of a negative effect of China’s GNI per capita increase on its environmental efficiency.
|Item Type:||MPRA Paper|
|Original Title:||A conditional full frontier modelling for analyzing environmental efficiency and economic growth|
|Keywords:||Environmental efficiency; Economic growth; Carbon dioxide emissions; China; Data envelopment analysis; Conditional efficiency; Bootstrap procedures|
|Subjects:||C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General
Q - Agricultural and Natural Resource Economics; Environmental and Ecological Economics > Q5 - Environmental Economics > Q56 - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
O - Economic Development, Technological Change, and Growth > O4 - Economic Growth and Aggregate Productivity
C - Mathematical and Quantitative Methods > C6 - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling > C60 - General
|Depositing User:||Nickolaos Tzeremes|
|Date Deposited:||17. Aug 2011 13:24|
|Last Modified:||12. Feb 2013 11:23|
Andreoni, J. and Levinson, A. (2001) The simple analytics of the Environmental Kuznets Curve, Journal of Public Economics, 80 (2), pp. 269–286.
Ansuategi, A. and Perrings, C. (2000) Transboundary externalities in the environmental transition hypothesis, Environmental and Resource Economics, 17(4), pp. 353–373.
Antweiler, W., Copeland, B. and Taylor, S. (2001) Is free trade good for the environment? American Economic Review, 91 (4), pp. 877– 908.
Bădin, L., Daraio, C. and Simar, L. (2010) Optimal bandwidth selection for conditional efficiency measures: A Data-driven approach, European Journal of Operational Research, 201(2), pp. 633-640.
Banker, R.D., Charnes, A. and Cooper, W.W. (1984) Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis, Management Science, 30(9), pp. 1078 – 1092.
Baumol, W.J. and Oates, W.E. (1988) The Theory of Environmental Policy, 2nd edn, (Cambridge: Cambridge University Press).
Beckerman, W. (1992) Economic Growth and the Environment: Whose Growth? Whose Environment? World Development, 20(4), pp. 481-496.
Boles, J.N. (1967) Efficiency Squared—Efficient Computation of Efficiency Indexes. Western Farm Economic Association, Proceedings 1966, pp. 137–142, (Pullman: Washington).
Brajer, V., Mead, R.W. and Xiao, F. (2011) Searching for an Environmental Kuznets Curve in China's air pollution, China Economic Review, doi:10.1016/j.chieco.2011.05.001.
Brock, W.A. (1973) A polluted golden age, in: V.L. Smith (Ed), Economics of Natural and Environmental Resources (New York: Gordon & Breach), pp. 441–461.
Bulte, E.H. and van Soest, D.P. (2001) Environmental degradation in developing countries: households and the (reverse) Environmental Kuznets Curve, Journal of Development Economics, 65 (1), pp. 225–235.
Cavlovic, T., Baker, K., Berrens, R. and Gawande, K. (2000) A meta analysis of the Environmental Kuznets Curve studies, Agriculture and Resource Economics Review, 29(1), pp.32–42.
Cazals, C., Florens, J.P. and Simar, L. (2002) Nonparametric frontier estimation: a robust approach, Journal of Econometrics, 106(1), pp. 1-25.
Charnes, A., Cooper, W.W. and Rhodes E. (1978) Measuring efficiency of decision making units, European Journal of Operational Research, 2(6), pp. 429–444.
Chung, Y., Färe, R. and Grosskopf, S. (1997) Productivity and undesirable outputs: a directional function approach, Journal of Environmental Management, 51(3), pp. 229– 240.
Coelli, T. J., Rao, D.S.P., O'Donnell, C.J. and Battese, G.E. (2005) An Introduction to Efficiency and Productivity Analysis, 2nd edn (New York: Springer).
Daraio, C. and Simar, L. (2005) Introducing environmental variables in nonparametric frontier models: A probabilistic approach, Journal of Productivity Analysis, 24(1), pp. 93–121.
Daraio, C. and Simar, L. (2007a) Advanced robust and nonparametric methods in efficiency analysis, (New York: Springer).
Daraio, C. and Simar, L. (2007b) Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach, Journal of Productivity Analysis, 28(1), pp. 13-32.
Dasgupta, S., Laplante, B., Wang, H. and Wheeler, D. (2002) Confronting the Environmental Kuznets Curve, Journal of Economic Perspectives, 16 (1), pp. 147– 168.
De White, K. and Verschelde, M. (2010) Estimating and explaining efficiency in a multilevel setting: A robust two-stage approach,’ TIER working paper series, TIER WP 10/04, Top Institute for Evidence Based Education Research, University of Amsterdam, Maastricht University, University of Groningen.
De White, K. and Marques, R.C. (2007) Designing incentives in local public utilities, an international comparison of the drinking water sector, Center for Economic Studies, Discussions Paper Series (DPS) 07.32, Department of Economics, (Leuven, Belgium:University of Leuven).
Deacon, R. T., and Norman, C. S. (2006) Does the environmental Kuznets curve describe how individual countries behave? Land Economics, 82(2), pp. 291–315.
Debreu, G. (1951) The coefficient of resource utilization, Econometrics, 19(3), pp. 273–292.
Derpins, D., Simar, L. and Tulkens, H. (1984) Measuring labor efficiency in post offices, in: M., Marchand et al. (Eds) The performance of public enterprises: Concepts and measurement (Amstredam: North-Holland), pp. 243-267.
Diao, X. D., Zeng, S. X., Tam, C. M. and Tam, V. W. Y. (2009) EKC analysis for studying economic growth and environmental quality: A case study in China, Journal of Cleaner Production, 17(5), pp. 541–548.
Djoundourian, S. (2011) Environmental movement in the Arab world, Environment, Development and Sustainability, 13(4), pp. 743-758.
Dyckhoff, H. and Allen, K. (2001) Measuring ecological efficiency with data envelopment analysis, European Journal of Operational Research, 132(2), pp. 312–325.
Ekins, P. (1997) The Kuznets curve for environment and economic growth: examining the evidence, Environment and Planning A, 29(5), pp. 805–830.
Epstein, L. and Denny, M. (1980) Endogenous capital utilization in a short run production model, Journal of Econometrics, 12(2), pp. 189 – 207.
Färe R, Grosskopf, S. and Tyteca, D. (1996) An activity analysis model of the environment performance of firms: application to fossil-fuel-fired electric utilities, Ecological Economics, 18(2), pp. 161–175.
Färe, R., Grosskopf, S., Lovell, C.A.K. and Pasurka, C. (1989) Multilateral productivity comparisons when some outputs are undesirable: a nonparametric approach, Review of Economics and Statistics, 71(1), pp. 90–98.
Farrell, M. (1957) The measurement of productive efficiency, Journal of the Royal Statistical Society Series A, 120(3), pp. 253–281.
Feldstein, M. and Foot, D. (1971) The Other Half of Gross Investment: Replacement and Modernization, Review of Economics and Statistics, 53(1), pp. 49 – 58.
Fontein, P.F., Thijssen, G.J., Magnus, J.R. and Dijk, J. (1994) On levies to reduce the nitrogen surplus: The case of Dutch pig farms, Environment and Resource Economics, 4(5), pp.455-478.
Førsund, F.R. and Sarafoglou, N. (2002) On the origins of data envelopment analysis, Journal of Productivity Analysis, 17(1/2), pp. 23–40.
Førsund, F.R. and Sarafoglou, N. (2005) The tale of two research communities: the diffusion of research on productive efficiency, International Journal of Production Economics, 98(1), pp. 17–40.
Førsund, F.R. and Sarafoglou, N. (2009) Farrell revisited–Visualizing properties of DEA production frontiers, Journal of the Operational Research Society, 60(11), pp. 1535-1545.
Gawande, K., Berrens, R. P. and Bohara, A. K. (2001) A consumption-based theory of the environmental Kuznets curve, Ecological Economics, 37(1), pp.101–112.
Grossman, G.M. and Krueger, A.B. (1995) Economic growth and the environment, Quarterly Journal of Economics, 110(2), pp. 353-377.
Hailu, A. and Veeman, T.S. (2001) Non-parametric Productivity Analysis with Undesirable Outputs: An Application to the Canadian Pulp and Paper Industry, American Journal of Agricultural Economics, 83(3), pp. 605–616.
Halkos, G.E. and Tzeremes, N.G. (2007) International Competitiveness in the ICT industry: Evaluating the Performance of the Top 50 Companies, Global Economic Review, 36(2), pp. 167-182.
Halkos, G.E. and Tzeremes, N.G. (2008) Does the home country’s national culture affect MNCs’ performance? Empirical evidence of the world’s top 100 East- West non-financial MNCs, Global Economic Review, 37(4), pp. 405-427.
Halkos, G.E. and Tzeremes, N.G. (2009a) Exploring the existence of Kuznets curve in countries' environmental efficiency using DEA window analysis, Ecological Economics, 68(7), 2168-2176.
Halkos, G.E. and Tzeremes, N.G. (2009b) Electricity generation and economic efficiency: Panel data evidence from World and East Asian countries, Global Economic Review, 38(3), pp. 251-263.
Halkos, G.E. and Tzeremes, N.G. (2010) Corruption and economic efficiency: Panel data evidence, Global Economic Review, 39(4), pp. 441-454.
Hall, P., Racine, J.S. and Li, Q. (2004) Cross-validation and the estimation of conditional probability densities, Journal of the American Statistical Association, 99(468), pp. 1015–1026.
Hayfield, T. and Racine, J.S. (2008). Nonparametric Econometrics: The np Package, Journal of Statistical Software, 27(5), pp. 1-32.
Holtz-Eakin, D. and Selden, T.M. (1995) Stoking the fires? CO2 emissions and economic growth, Journal of Public Economics, 57(1), pp. 85–101.
Jeong, S.O., Park, B.U. and Simar, L. (2010) Nonparametric conditional efficiency measures: asymptotic properties, Annals of Operational Research, 173(1), pp.105-122.
Kellenberg, D.K. (2008) A reexamination of the role of income for the trade and environment debate, Ecological Economics, 68(1), pp. 106-115.
Kim, S.H. (2001) Environment-security nexus in northeast Asia, Global Economic Review, 30(1), pp.3-23.
Koopmans, T.C. (1951) An analysis of production as an efficient combination of activities, in: T.C. Koopmans (ed) Activity analysis of production and allocation (New York: Wiley), pp 33–97.
Korhonen, P. and Luptacik, M. (2004) Eco-efficiency analysis of power plants: an extension of data envelopment analysis, European Journal of Operational Research, 154(2), pp. 437–446.
Kuznets, S. (1955) Economic growth and income inequality, American Economic Review, 45(1), pp. 1-28.
Li, Q. and Racine, J.S. (2004) Cross-validated local linear nonparametric regression, Statistica Sinica, 14(2), pp. 485-512.
Li, Q. and Racine, J.S. (2007) Nonparametric Econometrics: Theory and Practice, (Princecton, NJ: Princeton University Press).
Lu, D. (2005) Responses to Globalization from a big transition economy: the case of China, Global Economic Review, 34(4), pp. 435-452.
Managi, S. (2006) Are there increasing returns to pollution abatement? Empirical analytics of the Environmental Kuznets Curve in pesticides, Ecological Economics, 58(3), pp. 617-636.
Mandal, S.K. and Madheswaran, S. (2010) Environmental efficiency of the Indian cement industry: An interstate analysis, Energy Policy, 38(2), pp. 1108-118.
Nadaraya, E.A. (1964) On estimating regression, Theory of Probability and its Applications, 9(1), pp. 141-142.
Nadiri, I. and Prucha, I. (1996) Estimation of the depreciation rate of physical and R&D capital in the U.S. total manufacturing sector, Economic Inquiry,34(1),pp. 43–56.
Picazo-Tadeo, A. and García-Reche, A. (2007) What makes environmental performance differ between firms? Empirical evidence from the Spanish tile industry, Environment and Planning A, 39(9), pp. 2232–2247.
Pittman, R.W. (1981) Issues in pollution control: interplant cost differences and economies of scale, Land Economics, 57(1), pp. 1–17.
Plassmann, F. and Khanna, N. (2006) Preferences, technology, and the environment: understanding the Environmental Kuznets Curve hypothesis, American Journal of Agricultural Economics, 88(3), pp. 632–643.
Rothman, D. S. (1998) Environmental Kuznets Curves—real progress or passing the buck? A case for consumption-based approaches, Ecological Economics, 25(2), pp. 177–194.
Schreus, M.A. (2008) Environmental cooperation in Northeast Asia, Global Economic Review, 27(1), pp. 88-101.
Selden, T. and Song, D. (1994) Environmental quality and development: is there a Kuznets curve for air pollution emissions? Journal of Environmental Economics and Management, 27(2), pp. 147-162.
Shen, J. (2006) A simultaneous estimation of environmental Kuznets curve: Evidence from China, China Economic Review, 17(4), pp. 383–394.
Shephard, R.W. (1970) Theory of cost and production function, (Princecton, NJ: Princeton University Press).
Silverman, B.W. (1986) Density estimation for Statistics and Data Analysis, Monographs on Statistics and Applied Probabilities No 26, (Chapman and Hall/CRC).
Simar, L. and Wilson, P.W. (1998) Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models, Management Science, 44(1), pp. 49–61.
Simar, L. and Wilson, P.W. (2000a) A general methodology for bootstrapping in nonparametric frontier models, Journal of Applied Statistics, 27(6), pp. 779–802.
Simar, L. and Wilson, P.W. (2000b) Statistical inference in nonparametric frontier models: the state of the art, Journal of Productivity Analysis, 13(1), pp. 49–78.
Simar, L. and Wilson, P.W. (2007) Estimation and inference in two-stage, semi-parametric models of production processes, Journal of Econometrics, 136(1), pp. 31-64.
Simar, L. and Wilson, P.W. (2011) Two-stage DEA: caveat emptor, Journal of Productivity Analysis, doi 10.1007/s11123-011-0230-6.
Song, T., Zheng, T. and Tong, L. (2008) An empirical test of the environmental Kuznets curve in China: A panel cointegration approach, China Economic Review, 19(3), pp. 381–392.
Stern, D.I. (1998) Progress on the Environmental Kuznets Curve? Environment and Development Economics, 3(2), pp.175– 198.
Stern, D.I. (2002) Explaining changes in global sulfur emissions: an econometric decomposition approach, Ecological Economics, 42 (1–2), pp. 201–220.
Stern, D.I. (2004) The rise and fall of the Environmental Kuznets Curve, World Development, 32(8), pp. 1419–1439.
Stokey, N.L. (1996) Are there limits to growth? International Economic Review, 39(1), pp. 1–31.
Taskin, F. and Zaim, O. (2001) The role of international trade on environmental efficiency: a DEA approach, Economic Modelling, 18(1), pp.1-17.
Terregrossa, R. (1997) Capital Depreciation and Investment Demand, The Quarterly Review of Economics and Finance, 37(1), pp.79 – 95.
Tsolas, I. (2005) Aggregate environmental performance indicators for thermal electrical power sector: a comparative approach, IASME Transactions, 5(2), pp. 663–667.
Tsolas, I. (2011) Performance assessment of mining operations using nonparametric production analysis: A bootstrapping approach in DEA, Resource Policy, 36(2), pp.159-167.
Tsuzuki, Y. (2008) Relationships between water pollutant discharges per capita (PDCs) and indicators of economic level, water supply and sanitation in developing countries, Ecological Economics, 68(1-2), pp. 273-287.
Tyteca, D. (1996) On the Measurement of the Environmental Performance of Firms- A Literature Review and a Productive Efficiency Perspective, Journal of Environmental Management, 46(3), pp. 281- 308.
Verstraete, J. (1976) An estimate of the capital stock for the Belgian industrial sector, European Economic Review, 8(1), pp.33 – 49.
Watson, G.S. (1964) Smooth regression analysis, Sankhya Series A, 26(4), pp. 359-372.
Wei, C., Ni, J. and Du, L. (2011) Regional allocation of carbon dioxide abatement in China, China Economic Review, doi:10.1016/j.chieco.2011.06.002.
Wu, Y. (2004) Openness, productivity and growth in the APEC economies, Empirical Economics, 29(3), pp.593–604.
Yaguchi, Y., Sonobe, T. and Otsuka, K. (2007) Beyond the Environmental Kuznets Curve: A comparative study of SO2 and CO2 emissions between Japan and China, Environment and Development Economics, 12(3), pp. 445–470.
Yörük, B.K. and Zaim, O. (2006) The Kuznets curve and the effect of international regulations on environmental efficiency, Economics Bulletin, 17(1), pp.1-7.
Zaim, O. (2004) Measuring environmental performance of state manufacturing through changes in pollution intensities: a DEA framework, Ecological Economics, 48(1), pp. 37-47.
Zaim, O. and Taskin, F. (2000) Environmental efficiency in carbon dioxide emissions in the OECD: A non-parametric approach, Journal of Environmental Management, 58(2), pp. 95–107.
Zhang, X.P., Cheng, X.M., Yuan, J.H. and Gao, X.J. (2011) Total-factor energy efficiency in developing countries, Energy Policy, 39(2), pp.644-650.
Zofio, J.L. and Prieto, A.M. (2001) Environmental efficiency and regulatory standards: The case of CO2 emissions from OECD industries, Ecological Economics, 23(1), pp. 63–83.