IDEAS home Printed from https://ideas.repec.org/a/taf/emetrv/v33y2014i8p815-853.html
   My bibliography  Save this article

Lessons From Quantile Panel Estimation of the Environmental Kuznets Curve

Author

Listed:
  • Carlos A. Flores
  • Alfonso Flores-Lagunes
  • Dimitrios Kapetanakis

Abstract

We employ quantile regression fixed effects models to estimate the income-pollution relationship on NO x (nitrogen oxide) and SO 2 (sulfur dioxide) using U.S. data. Conditional median results suggest that conditional mean methods provide too optimistic estimates about emissions reduction for NO x , while the opposite is found for SO 2 . Deleting outlier states reverses the absence of a turning point for SO 2 in the conditional mean model, while the conditional median model is robust to them. We also document the relationship's sensitivity to including additional covariates for NO x , and undertake simulations to shed light on some estimation issues of the methods employed.

Suggested Citation

  • Carlos A. Flores & Alfonso Flores-Lagunes & Dimitrios Kapetanakis, 2014. "Lessons From Quantile Panel Estimation of the Environmental Kuznets Curve," Econometric Reviews, Taylor & Francis Journals, vol. 33(8), pages 815-853, November.
    • Handle: RePEc:taf:emetrv:v:33:y:2014:i:8:p:815-853
    DOI: 10.1080/07474938.2013.806148
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/07474938.2013.806148
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1080/07474938.2013.806148?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Esfandiar Maasoumi & Daniel L. Millimet, 2005. "Robust inference concerning recent trends in US environmental quality," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 55-77, January.
    2. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    3. Daniel L. Millimet & John A. List & Thanasis Stengos, 2003. "The Environmental Kuznets Curve: Real Progress or Misspecified Models?," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1038-1047, November.
    4. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    5. Selden Thomas M. & Song Daqing, 1994. "Environmental Quality and Development: Is There a Kuznets Curve for Air Pollution Emissions?," Journal of Environmental Economics and Management, Elsevier, vol. 27(2), pages 147-162, September.
    6. Adam B. Jaffe et al., 1995. "Environmental Regulation and the Competitiveness of U.S. Manufacturing: What Does the Evidence Tell Us?," Journal of Economic Literature, American Economic Association, vol. 33(1), pages 132-163, March.
    7. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    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. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    10. Hettige, Hemamala & Lucas, Robert E B & Wheeler, David, 1992. "The Toxic Intensity of Industrial Production: Global Patterns, Trends, and Trade Policy," American Economic Review, American Economic Association, vol. 82(2), pages 478-481, May.
    11. Carlos A. Flores, 2007. "Estimation of Dose-Response Functions and Optimal Doses with a Continuous Treatment," Working Papers 0707, University of Miami, Department of Economics.
    12. Kahn, Matthew E., 1997. "Particulate pollution trends in the United States," Regional Science and Urban Economics, Elsevier, vol. 27(1), pages 87-107, February.
    13. Koenker,Roger, 2005. "Quantile Regression," Cambridge Books, Cambridge University Press, number 9780521845731, September.
    14. Bartz, Sherry & Kelly, David L., 2008. "Economic growth and the environment: Theory and facts," Resource and Energy Economics, Elsevier, vol. 30(2), pages 115-149, May.
    15. Bengt Kristrom & Pere Riera, 1996. "Is the income elasticity of environmental improvements less than one?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 7(1), pages 45-55, January.
    16. William T. Harbaugh & Arik Levinson & David Molloy Wilson, 2002. "Reexamining The Empirical Evidence For An Environmental Kuznets Curve," The Review of Economics and Statistics, MIT Press, vol. 84(3), pages 541-551, August.
    17. Flores, Nicholas E. & Carson, Richard T., 1997. "The Relationship between the Income Elasticities of Demand and Willingness to Pay," Journal of Environmental Economics and Management, Elsevier, vol. 33(3), pages 287-295, July.
    18. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    19. Susmita Dasgupta & Ashoka Mody & Subhendu Roy & David Wheeler, 2001. "Environmental Regulation and Development: A Cross-country Empirical Analysis," Oxford Development Studies, Taylor & Francis Journals, vol. 29(2), pages 173-187.
    20. 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.
    21. Chen, Songnian & Khan, Shakeeb, 2008. "Semiparametric Estimation Of Nonstationary Censored Panel Data Models With Time Varying Factor Loads," Econometric Theory, Cambridge University Press, vol. 24(5), pages 1149-1173, October.
    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. S.M. de Bruyn & R.J. Heintz, 1999. "The Environmental Kuznets Curve Hypothesis," Chapters, in: Jeroen C.J.M. van den Bergh (ed.), Handbook of Environmental and Resource Economics, chapter 46, Edward Elgar Publishing.
    24. Kelly, David L., 2003. "On environmental Kuznets curves arising from stock externalities," Journal of Economic Dynamics and Control, Elsevier, vol. 27(8), pages 1367-1390, June.
    25. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    26. Shafik, Nemat & Bandyopadhyay, Sushenjit, 1992. "Economic growth and environmental quality : time series and cross-country evidence," Policy Research Working Paper Series 904, The World Bank.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Elheddad, Mohamed & Benjasak, Chonlakan & Deljavan, Rana & Alharthi, Majed & Almabrok, Jaballa M., 2021. "The effect of the Fourth Industrial Revolution on the environment: The relationship between electronic finance and pollution in OECD countries," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    2. Apergis, Nicholas & Christou, Christina & Gupta, Rangan, 2017. "Are there Environmental Kuznets Curves for US state-level CO2 emissions?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 551-558.
    3. Natalia Porto & Matías Ciaschi, 2021. "Reformulating the tourism-extended environmental Kuznets curve: A quantile regression analysis under environmental legal conditions," Tourism Economics, , vol. 27(5), pages 991-1014, August.
    4. Antonio F. Galvao & Thomas Parker & Zhijie Xiao, 2024. "Bootstrap Inference for Panel Data Quantile Regression," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 42(2), pages 628-639, April.
    5. Kim, Dong-Hyeon & Suen, Yu-Bo & Lin, Shu-Chin, 2019. "Carbon dioxide emissions and trade: Evidence from disaggregate trade data," Energy Economics, Elsevier, vol. 78(C), pages 13-28.
    6. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris & Smyth, Russell, 2020. "The Environmental Kuznets Curve across Australian states and territories," Energy Economics, Elsevier, vol. 90(C).
    7. Al-Mulali, Usama & Ozturk, Ilhan, 2016. "The investigation of environmental Kuznets curve hypothesis in the advanced economies: The role of energy prices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1622-1631.
    8. Javier Alejo, 2013. "Relación de Kuznets en América Latina. Explorando más allá de la media condicional," Económica, Instituto de Investigaciones Económicas, Facultad de Ciencias Económicas, Universidad Nacional de La Plata, vol. 59, pages 3-55, January-D.
    9. Chien, Fengsheng & Anwar, Ahsan & Hsu, Ching-Chi & Sharif, Arshian & Razzaq, Asif & Sinha, Avik, 2021. "The role of information and communication technology in encountering environmental degradation: Proposing an SDG framework for the BRICS countries," Technology in Society, Elsevier, vol. 65(C).
    10. Carolina Castagnetti & Luisa Rosti & Marina Töpfer, 2019. "The Public-Private Sector Wage Differential Across Gender in Italy: a New Quantile-Based Decomposition Approach," Economics Bulletin, AccessEcon, vol. 39(4), pages 2533-2539.
    11. Muhammad Tariq Majeed & Maria Mazhar & Isma Samreen & Aisha Tauqir, 2022. "Economic complexities and environmental degradation: evidence from OECD countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(4), pages 5846-5866, April.
    12. Carolina Castagnetti, 2015. "The Analysis of the Gender Wage Gap in the Italian Public Sector: a Quantile Approach for Panel Data," DEM Working Papers Series 109, University of Pavia, Department of Economics and Management.
    13. Apergis, Nicholas, 2016. "Environmental Kuznets curves: New evidence on both panel and country-level CO2 emissions," Energy Economics, Elsevier, vol. 54(C), pages 263-271.
    14. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    15. Pei-Ing Wu & Je-Liang Liou & Hung-Yi Chang, 2015. "Alternative exploration of EKC for $$\hbox {CO}_{2}$$ CO 2 emissions: inclusion of meta-technical ratio in quantile regression model," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(1), pages 57-73, January.
    16. Maralgua Och, 2017. "Empirical Investigation of the Environmental Kuznets Curve Hypothesis for Nitrous Oxide Emissions for Mongolia," International Journal of Energy Economics and Policy, Econjournals, vol. 7(1), pages 117-128.
    17. Hübler, Michael, 2017. "The inequality-emissions nexus in the context of trade and development: A quantile regression approach," Ecological Economics, Elsevier, vol. 134(C), pages 174-185.
    18. You, Wan-Hai & Zhu, Hui-Ming & Yu, Keming & Peng, Cheng, 2015. "Democracy, Financial Openness, and Global Carbon Dioxide Emissions: Heterogeneity Across Existing Emission Levels," World Development, Elsevier, vol. 66(C), pages 189-207.
    19. Zhong, Sheng, 2016. "Structural decompositions of energy consumption, energy intensity, emissions and emission intensity - A sectoral perspective: empirical evidence from WIOD over 1995 to 2009," MERIT Working Papers 2016-015, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    20. Castagnetti, Carolina & Giorgetti, Maria Letizia, 2019. "Understanding the gender wage-gap differential between the public and private sectors in Italy: A quantile approach," Economic Modelling, Elsevier, vol. 78(C), pages 240-261.
    21. Yu, Lu & Gu, Jiaying & Volgushev, Stanislav, 2024. "Spectral clustering with variance information for group structure estimation in panel data," Journal of Econometrics, Elsevier, vol. 241(1).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    2. Onafowora, Olugbenga A. & Owoye, Oluwole, 2014. "Bounds testing approach to analysis of the environment Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 44(C), pages 47-62.
    3. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    4. Bartz, Sherry & Kelly, David L., 2008. "Economic growth and the environment: Theory and facts," Resource and Energy Economics, Elsevier, vol. 30(2), pages 115-149, May.
    5. Fæhn, Taran & Bruvoll, Annegrete, 2009. "Richer and cleaner--At others' expense?," Resource and Energy Economics, Elsevier, vol. 31(2), pages 103-122, May.
    6. Germani, Anna Rita & Morone, Piergiuseppe & Testa, Giuseppina, 2014. "Environmental justice and air pollution: A case study on Italian provinces," Ecological Economics, Elsevier, vol. 106(C), pages 69-82.
    7. He, Jie & Wang, Hua, 2012. "Economic structure, development policy and environmental quality: An empirical analysis of environmental Kuznets curves with Chinese municipal data," Ecological Economics, Elsevier, vol. 76(C), pages 49-59.
    8. Hatem M'henni & Mohamed El Hedi Arouri & Adel Ben Youssef & Christophe Rault, 2011. "Income Level and Environmental Quality in The MENA Countries: Discussing the Environmental Kuznets Curve Hypothesis," Working Papers 587, Economic Research Forum, revised 05 Jan 2011.
    9. Jie He, 2007. "Is the Environmental Kuznets Curve hypothesis valid for developing countries? A survey," Cahiers de recherche 07-03, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    10. Richard T. Carson, 2010. "The Environmental Kuznets Curve: Seeking Empirical Regularity and Theoretical Structure," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 4(1), pages 3-23, Winter.
    11. Sabuj Kumar Mandal & Devleena Chakravarty, 2017. "Role of energy in estimating turning point of Environmental Kuznets Curve: an econometric analysis of the existing studies," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 19(2), pages 387-401, October.
    12. Xiaosheng Li & Xia Yan & Qingxian An & Ke Chen & Zhen Shen, 2016. "The coordination between China’s economic growth and environmental emission from the Environmental Kuznets Curve viewpoint," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 83(1), pages 233-252, August.
    13. Donatella Baiardi, 2012. "Innovation and the environmental Kuznets curve: the case of CO, NMVOCs and SOx in the Italian regions," Quaderni di Dipartimento 156, University of Pavia, Department of Economics and Quantitative Methods.
    14. Neophyta Empora, 2017. "Air pollution spillovers and U.S. state productivity growth," University of Cyprus Working Papers in Economics 06-2017, University of Cyprus Department of Economics.
    15. Carson, Richard T, 2009. "Searching for Empirical Regularity and Theoretical Structure: The Environmental Kuznets Curve," University of California at San Diego, Economics Working Paper Series qt4m6263c2, Department of Economics, UC San Diego.
    16. Orubu, Christopher O. & Omotor, Douglason G., 2011. "Environmental quality and economic growth: Searching for environmental Kuznets curves for air and water pollutants in Africa," Energy Policy, Elsevier, vol. 39(7), pages 4178-4188, July.
    17. Bimonte, Salvatore & Stabile, Arsenio, 2017. "Land consumption and income in Italy: a case of inverted EKC," Ecological Economics, Elsevier, vol. 131(C), pages 36-43.
    18. Roxana Pincheira & Felipe Zuniga, 2021. "Environmental Kuznets curve bibliographic map: a systematic literature review," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 1931-1956, April.
    19. Zhimin Zhou & Xinyue Ye & Xiangyu Ge, 2017. "The Impacts of Technical Progress on Sulfur Dioxide Kuznets Curve in China: A Spatial Panel Data Approach," Sustainability, MDPI, vol. 9(4), pages 1-27, April.
    20. Sinha, Avik & Bhattacharya, Joysankar, 2017. "Estimation of environmental Kuznets curve for SO2 emission: A case of Indian cities," MPRA Paper 100009, University Library of Munich, Germany.

    More about this item

    JEL classification:

    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:emetrv:v:33:y:2014:i:8:p:815-853. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: http://www.tandfonline.com/LECR20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.