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Income inequality and CO2 emissions in the G7, 1870–2014: Evidence from non-parametric modelling

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  • Uddin, Md. Main
  • Mishra, Vinod
  • Smyth, Russell

Abstract

We examine whether income inequality effected carbon emissions in what are now the world's wealthiest countries over the period 1870–2014. Employing a non-parametric panel estimation method with cross-sectional and time-varying coefficients, we find that the relationship between income inequality and CO2 emissions is highly non-linear. In terms of signs and significance, the nonparametric coefficient function for income inequality is found to vary over the period 1870–2014. Income inequality exhibits a significant positive effect from 1870 to 1880 and a significant negative impact from 1950 to 2000 on CO2 emissions. We also find that for extended periods between 1881 and 1949 and between 2000 and 2014, there is no significant relationship between the two variables.

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  • Uddin, Md. Main & Mishra, Vinod & Smyth, Russell, 2020. "Income inequality and CO2 emissions in the G7, 1870–2014: Evidence from non-parametric modelling," Energy Economics, Elsevier, vol. 88(C).
    • Handle: RePEc:eee:eneeco:v:88:y:2020:i:c:s0140988320301201
    DOI: 10.1016/j.eneco.2020.104780
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    as
    1. Kiminori Matsuyama, 2002. "The Rise of Mass Consumption Societies," Journal of Political Economy, University of Chicago Press, vol. 110(5), pages 1035-1070, October.
    2. Jalil, Abdul & Feridun, Mete, 2011. "The impact of growth, energy and financial development on the environment in China: A cointegration analysis," Energy Economics, Elsevier, vol. 33(2), pages 284-291, March.
    3. Baozhi Qu & Yifan Zhang, 2011. "Effect Of Income Distribution On The Environmental Kuznets Curve," Pacific Economic Review, Wiley Blackwell, vol. 16(3), pages 349-370, August.
    4. George J. Borjas, 2021. "The Economic Benefits from Immigration," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 13, pages 411-430, World Scientific Publishing Co. Pte. Ltd..
    5. Yao, Yao & Ivanovski, Kris & Inekwe, John & Smyth, Russell, 2019. "Human capital and energy consumption: Evidence from OECD countries," Energy Economics, Elsevier, vol. 84(C).
    6. George J. Borjas, 2000. "The Economic Progress of Immigrants," NBER Chapters, in: Issues in the Economics of Immigration, pages 15-50, National Bureau of Economic Research, Inc.
    7. A. B Atkinson & Andrew Leigh, 2013. "The Distribution of Top Incomes in Five Anglo-Saxon Countries Over the Long Run," The Economic Record, The Economic Society of Australia, vol. 89, pages 31-47, June.
    8. Alassane Drabo, 2011. "Impact of Income Inequality on Health: Does Environment Quality Matter?," Environment and Planning A, , vol. 43(1), pages 146-165, January.
    9. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    10. 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.
    11. 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.
    12. Scruggs, Lyle A., 1998. "Political and economic inequality and the environment," Ecological Economics, Elsevier, vol. 26(3), pages 259-275, September.
    13. Zhang, Chuanguo & Zhao, Wei, 2014. "Panel estimation for income inequality and CO2 emissions: A regional analysis in China," Applied Energy, Elsevier, vol. 136(C), pages 382-392.
    14. Baek, Jungho & Gweisah, Guankerwon, 2013. "Does income inequality harm the environment?: Empirical evidence from the United States," Energy Policy, Elsevier, vol. 62(C), pages 1434-1437.
    15. Castellani, Davide & Pieri, Fabio, 2013. "R&D offshoring and the productivity growth of European regions," Research Policy, Elsevier, vol. 42(9), pages 1581-1594.
    16. Javid, Muhammad & Sharif, Fatima, 2016. "Environmental Kuznets curve and financial development in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 406-414.
    17. Jones, C.I., 2016. "The Facts of Economic Growth," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 3-69, Elsevier.
    18. Giovanni Andrea Cornia & Sampsa Kiiski, 2001. "Trends in Income Distribution in the Post-World War II Period: Evidence and Interpretation," WIDER Working Paper Series DP2001-89, World Institute for Development Economic Research (UNU-WIDER).
    19. Chao, Angela & Schor, Juliet B., 1998. "Empirical tests of status consumption: Evidence from women's cosmetics," Journal of Economic Psychology, Elsevier, vol. 19(1), pages 107-131, February.
    20. Madsen, Jakob B. & Islam, Md. Rabiul & Doucouliagos, Hristos, 2018. "Inequality, financial development and economic growth in the OECD, 1870–2011," European Economic Review, Elsevier, vol. 101(C), pages 605-624.
    21. Henderson,Daniel J. & Parmeter,Christopher F., 2015. "Applied Nonparametric Econometrics," Cambridge Books, Cambridge University Press, number 9781107010253, January.
    22. Awaworyi Churchill, Sefa & Inekwe, John & Smyth, Russell & Zhang, Xibin, 2019. "R&D intensity and carbon emissions in the G7: 1870–2014," Energy Economics, Elsevier, vol. 80(C), pages 30-37.
    23. Yonghui Zhang & Liangjun Su & Peter C. B. Phillips, 2012. "Testing for common trends in semi‐parametric panel data models with fixed effects," Econometrics Journal, Royal Economic Society, vol. 15(1), pages 56-100, February.
    24. Chen, Jia & Gao, Jiti & Li, Degui, 2012. "Semiparametric trending panel data models with cross-sectional dependence," Journal of Econometrics, Elsevier, vol. 171(1), pages 71-85.
    25. George J. Borjas, 1994. "The Economics of Immigration," Journal of Economic Literature, American Economic Association, vol. 32(4), pages 1667-1717, December.
    26. Samuel Bowles & Yongjin Park, 2005. "Emulation, Inequality, and Work Hours: Was Thorsten Veblen Right?," Economic Journal, Royal Economic Society, vol. 115(507), pages 397-412, November.
    27. Sager, Lutz, 2019. "Income inequality and carbon consumption: Evidence from Environmental Engel curves," Energy Economics, Elsevier, vol. 84(S1).
    28. Henriques, Sofia Teives & Borowiecki, Karol J., 2017. "The drivers of long-run CO2 emissions in Europe, North America and Japan since 1800," Energy Policy, Elsevier, vol. 101(C), pages 537-549.
    29. Wolde-Rufael, Yemane & Idowu, Samuel, 2017. "Income distribution and CO2 emission: A comparative analysis for China and India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1336-1345.
    30. Henderson, Daniel J. & Kumbhakar, Subal C. & Parmeter, Christopher F., 2012. "A simple method to visualize results in nonlinear regression models," Economics Letters, Elsevier, vol. 117(3), pages 578-581.
    31. A. B. Atkinson, 2004. "Income Tax and Top Incomes over the Twentieth Century," Hacienda Pública Española / Review of Public Economics, IEF, vol. 168(1), pages 123-141, march.
    32. James Boyce, 1994. "Inequality as a Cause of Environmental Degradation," Published Studies ps1, Political Economy Research Institute, University of Massachusetts at Amherst.
    33. Martin Gassebner & Noel Gaston & Michael J Lamla, 2008. "Relief For The Environment? The Importance Of An Increasingly Unimportant Industrial Sector," Economic Inquiry, Western Economic Association International, vol. 46(2), pages 160-178, April.
    34. A. B. Atkinson, 1999. "The Economic Consequences of Rolling Back the Welfare State," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011719, December.
    35. Felix Hüfner & Isabell Koske, 2010. "Explaining Household Saving Rates in G7 Countries: Implications for Germany," OECD Economics Department Working Papers 754, OECD Publishing.
    36. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    37. Berthe, Alexandre & Elie, Luc, 2015. "Mechanisms explaining the impact of economic inequality on environmental deterioration," Ecological Economics, Elsevier, vol. 116(C), pages 191-200.
    38. Magnani, Elisabetta, 2000. "The Environmental Kuznets Curve, environmental protection policy and income distribution," Ecological Economics, Elsevier, vol. 32(3), pages 431-443, March.
    39. Jaforullah, Mohammad & King, Alan, 2017. "The econometric consequences of an energy consumption variable in a model of CO2 emissions," Energy Economics, Elsevier, vol. 63(C), pages 84-91.
    40. Frederick Solt, 2016. "The Standardized World Income Inequality Database," Social Science Quarterly, Southwestern Social Science Association, vol. 97(5), pages 1267-1281, November.
    41. Liddle, Brantley & Smyth, Russell & Zhang, Xibin, 2020. "Time-varying income and price elasticities for energy demand: Evidence from a middle-income panel," Energy Economics, Elsevier, vol. 86(C).
    42. Su, Liangjun & Ullah, Aman, 2008. "Local polynomial estimation of nonparametric simultaneous equations models," Journal of Econometrics, Elsevier, vol. 144(1), pages 193-218, May.
    43. 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.
    44. Silvapulle, Param & Smyth, Russell & Zhang, Xibin & Fenech, Jean-Pierre, 2017. "Nonparametric panel data model for crude oil and stock market prices in net oil importing countries," Energy Economics, Elsevier, vol. 67(C), pages 255-267.
    45. George J. Borjas, 2000. "Issues in the Economics of Immigration," NBER Books, National Bureau of Economic Research, Inc, number borj00-1, March.
    46. Richard Baldwin & Philippe Martin, 1999. "Two Waves of Globalisation: Superficial Similarities, Fundamental Differences," Post-Print hal-03417560, HAL.
    47. Golley, Jane & Meng, Xin, 2012. "Income inequality and carbon dioxide emissions: The case of Chinese urban households," Energy Economics, Elsevier, vol. 34(6), pages 1864-1872.
    48. Degui Li & Jia Chen & Jiti Gao, 2011. "Non‐parametric time‐varying coefficient panel data models with fixed effects," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 387-408, October.
    49. Itkonen, Juha V.A., 2012. "Problems estimating the carbon Kuznets curve," Energy, Elsevier, vol. 39(1), pages 274-280.
    50. Neumayer, Eric, 2003. "Are left-wing party strength and corporatism good for the environment? Evidence from panel analysis of air pollution in OECD countries," Ecological Economics, Elsevier, vol. 45(2), pages 203-220, June.
    51. Borjas, George J. (ed.), 2000. "Issues in the Economics of Immigration," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226066318, December.
    52. James Boyce, 2003. "Inequality and Environmental Protection," Working Papers wp52, Political Economy Research Institute, University of Massachusetts at Amherst.
    53. James Boyce, 2007. "Is Inequality Bad for the Environment?," Working Papers wp135, Political Economy Research Institute, University of Massachusetts at Amherst.
    54. Jorgenson, Andrew & Schor, Juliet & Huang, Xiaorui, 2017. "Income Inequality and Carbon Emissions in the United States: A State-level Analysis, 1997–2012," Ecological Economics, Elsevier, vol. 134(C), pages 40-48.
    55. Boyce, James K., 1994. "Inequality as a cause of environmental degradation," Ecological Economics, Elsevier, vol. 11(3), pages 169-178, December.
    56. Grunewald, Nicole & Klasen, Stephan & Martínez-Zarzoso, Inmaculada & Muris, Chris, 2017. "The Trade-off Between Income Inequality and Carbon Dioxide Emissions," Ecological Economics, Elsevier, vol. 142(C), pages 249-256.
    57. Minniti, Antonio & Venturini, Francesco, 2017. "The long-run growth effects of R&D policy," Research Policy, Elsevier, vol. 46(1), pages 316-326.
    58. Jakob B. Madsen & James B. Ang, 2016. "Finance-Led Growth in the OECD since the Nineteenth Century: How Does Financial Development Transmit to Growth?," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 552-572, July.
    59. Heerink, Nico & Mulatu, Abay & Bulte, Erwin, 2001. "Income inequality and the environment: aggregation bias in environmental Kuznets curves," Ecological Economics, Elsevier, vol. 38(3), pages 359-367, September.
    60. Hailemariam, Abebe & Smyth, Russell & Zhang, Xibin, 2019. "Oil prices and economic policy uncertainty: Evidence from a nonparametric panel data model," Energy Economics, Elsevier, vol. 83(C), pages 40-51.
    61. Bhagwati, Jagdish, 1994. "Free Trade: Old and New Challenges," Economic Journal, Royal Economic Society, vol. 104(423), pages 231-246, March.
    62. Ali, Wajahat & Abdullah, Azrai & Azam, Muhammad, 2017. "Re-visiting the environmental Kuznets curve hypothesis for Malaysia: Fresh evidence from ARDL bounds testing approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 990-1000.
    63. Lin Guo, 2014. "Co2emissions And Regional Income Disparity: Evidence From China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 59(01), pages 1-20.
    64. Ravallion, Martin & Heil, Mark & Jalan, Jyotsna, 2000. "Carbon Emissions and Income Inequality," Oxford Economic Papers, Oxford University Press, vol. 52(4), pages 651-669, October.
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    More about this item

    Keywords

    Income inequality; CO2 emissions; Non-parametric analysis; G7 countries; Endogeneity;
    All these keywords.

    JEL classification:

    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation

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