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Is There an Extended Education-Based Environmental Kuznets Curve? An Analysis of U.S. States

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  • Muhammad Shafiullah

    (University of Nottingham Malaysia)

  • Vassilios G. Papavassiliou

    (University College Dublin)

  • Muhammad Shahbaz

    (Beijing Institute of Technology)

Abstract

This is the first paper to use U.S. state-level data to econometrically assess education’s role in an environmental Kuznets curve setting. The empirical analysis involves testing several models to evaluate the impact of education on carbon dioxide (CO2) emissions and energy consumption and determine the shape of their interrelationships. We employ recent econometric approaches that deal with the bias arising in panel datasets due to cross-section dependence. Our findings indicate that education attainment contributes significantly and positively towards environmental improvements. Granger causality tests reveal that CO2 discharges and energy usage are caused by education. Furthermore, education exhibits a U-shaped relationship with energy consumption and carbon emissions, providing evidence that education can improve environmental quality in the long term.

Suggested Citation

  • Muhammad Shafiullah & Vassilios G. Papavassiliou & Muhammad Shahbaz, 2021. "Is There an Extended Education-Based Environmental Kuznets Curve? An Analysis of U.S. States," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(4), pages 795-819, December.
    • Handle: RePEc:kap:enreec:v:80:y:2021:i:4:d:10.1007_s10640-021-00610-9
    DOI: 10.1007/s10640-021-00610-9
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    as
    1. Mohammadi, Hassan & Ram, Rati, 2017. "Convergence in energy consumption per capita across the US states, 1970–2013: An exploration through selected parametric and non-parametric methods," Energy Economics, Elsevier, vol. 62(C), pages 404-410.
    2. Sargent, Thomas J, 1976. "A Classical Macroeconometric Model for the United States," Journal of Political Economy, University of Chicago Press, vol. 84(2), pages 207-237, April.
    3. Chichilnisky, Graciela, 1994. "North-South Trade and the Global Environment," American Economic Review, American Economic Association, vol. 84(4), pages 851-874, September.
    4. 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.
    5. Gangadharan, Lata & Valenzuela, Ma. Rebecca, 2001. "Interrelationships between income, health and the environment: extending the Environmental Kuznets Curve hypothesis," Ecological Economics, Elsevier, vol. 36(3), pages 513-531, March.
    6. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    7. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    8. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    9. 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.
    10. Shahbaz, Muhammad & Mallick, Hrushikesh & Mahalik, Mantu Kumar & Sadorsky, Perry, 2016. "The role of globalization on the recent evolution of energy demand in India: Implications for sustainable development," Energy Economics, Elsevier, vol. 55(C), pages 52-68.
    11. Susmita Dasgupta & Benoit Laplante & Hua Wang & David Wheeler, 2002. "Confronting the Environmental Kuznets Curve," Journal of Economic Perspectives, American Economic Association, vol. 16(1), pages 147-168, Winter.
    12. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    13. Mishkin, Frederic S., 2009. "Globalization and financial development," Journal of Development Economics, Elsevier, vol. 89(2), pages 164-169, July.
    14. Fei, Li & Dong, Suocheng & Xue, Li & Liang, Quanxi & Yang, Wangzhou, 2011. "Energy consumption-economic growth relationship and carbon dioxide emissions in China," Energy Policy, Elsevier, vol. 39(2), pages 568-574, February.
    15. Saboori, Behnaz & Sulaiman, Jamalludin, 2013. "Environmental degradation, economic growth and energy consumption: Evidence of the environmental Kuznets curve in Malaysia," Energy Policy, Elsevier, vol. 60(C), pages 892-905.
    16. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    17. Shahbaz, Muhammad & Shafiullah, Muhammad & Khalid, Usman & Song, Malin, 2020. "A nonparametric analysis of energy environmental Kuznets Curve in Chinese Provinces," Energy Economics, Elsevier, vol. 89(C).
    18. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    19. Vasilis Sarafidis & Tom Wansbeek, 2012. "Cross-Sectional Dependence in Panel Data Analysis," Econometric Reviews, Taylor & Francis Journals, vol. 31(5), pages 483-531, September.
    20. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    21. Dinda, Soumyananda & Coondoo, Dipankor, 2006. "Income and emission: A panel data-based cointegration analysis," Ecological Economics, Elsevier, vol. 57(2), pages 167-181, May.
    22. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    23. 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.
    24. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    25. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    26. 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.
    27. Elena Meschi & Francesco Scervini, 2014. "Expansion of schooling and educational inequality in Europe: the educational Kuznets curve revisited," Oxford Economic Papers, Oxford University Press, vol. 66(3), pages 660-680.
    28. Halicioglu, Ferda, 2007. "Residential electricity demand dynamics in Turkey," Energy Economics, Elsevier, vol. 29(2), pages 199-210, March.
    29. Robert W. Fogel, 1987. "Some Notes on the Scientific Methods of Simon Kuznets," NBER Working Papers 2461, National Bureau of Economic Research, Inc.
    30. M. Hashem Pesaran & Badi H. Baltagi, 2007. "Heterogeneity and cross section dependence in panel data models: theory and applications introduction," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 229-232.
    31. Robert J. Hill & Elisabetta Magnani, 2002. "An Exploration of the Conceptual and Empirical Basis of the Environmental Kuznets Curve," Australian Economic Papers, Wiley Blackwell, vol. 41(2), pages 239-254, June.
    32. Torras, Mariano & Boyce, James K., 1998. "Income, inequality, and pollution: a reassessment of the environmental Kuznets Curve," Ecological Economics, Elsevier, vol. 25(2), pages 147-160, May.
    33. Abosedra, Salah & Dah, Abdallah & Ghosh, Sajal, 2009. "Electricity consumption and economic growth, the case of Lebanon," Applied Energy, Elsevier, vol. 86(4), pages 429-432, April.
    34. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    35. Axel Dreher, 2006. "Does globalization affect growth? Evidence from a new index of globalization," Applied Economics, Taylor & Francis Journals, vol. 38(10), pages 1091-1110.
    36. White, Halbert & Pettenuzzo, Davide, 2014. "Granger causality, exogeneity, cointegration, and economic policy analysis," Journal of Econometrics, Elsevier, vol. 178(P2), pages 316-330.
    37. 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.
    38. Baltagi, Badi H. & Feng, Qu & Kao, Chihwa, 2012. "A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model," Journal of Econometrics, Elsevier, vol. 170(1), pages 164-177.
    39. Balaguer, Jacint & Cantavella, Manuel, 2018. "The role of education in the Environmental Kuznets Curve. Evidence from Australian data," Energy Economics, Elsevier, vol. 70(C), pages 289-296.
    40. Sapkota, Pratikshya & Bastola, Umesh, 2017. "Foreign direct investment, income, and environmental pollution in developing countries: Panel data analysis of Latin America," Energy Economics, Elsevier, vol. 64(C), pages 206-212.
    41. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    42. Hu, Jin-Li & Lin, Cheng-Hsun, 2008. "Disaggregated energy consumption and GDP in Taiwan: A threshold co-integration analysis," Energy Economics, Elsevier, vol. 30(5), pages 2342-2358, September.
    43. Suri, Vivek & Chapman, Duane, 1998. "Economic growth, trade and energy: implications for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 25(2), pages 195-208, May.
    44. Vollebergh, H.R.J. & Dijkgraaf, E. & Melenberg, B., 2005. "Environmental Kuznets Curves for CO2 : Heterogeneity Versus Homogeneity," Other publications TiSEM f0eaa75c-2345-484c-82b9-e, Tilburg University, School of Economics and Management.
    45. Fang, Zheng & Chang, Youngho, 2016. "Energy, human capital and economic growth in Asia Pacific countries — Evidence from a panel cointegration and causality analysis," Energy Economics, Elsevier, vol. 56(C), pages 177-184.
    46. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    47. 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.
    48. Pablo-Romero, María del P. & De Jesús, Josué, 2016. "Economic growth and energy consumption: The Energy-Environmental Kuznets Curve for Latin America and the Caribbean," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1343-1350.
    49. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    50. Xu, Tao, 2018. "Investigating Environmental Kuznets Curve in China–Aggregation bias and policy implications," Energy Policy, Elsevier, vol. 114(C), pages 315-322.
    51. Roberts, J. Timmons & Grimes, Peter E., 1997. "Carbon intensity and economic development 1962-1991: A brief exploration of the environmental Kuznets curve," World Development, Elsevier, vol. 25(2), pages 191-198, February.
    52. 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.
    53. Managi, Shunsuke & Jena, Pradyot Ranjan, 2008. "Environmental productivity and Kuznets curve in India," Ecological Economics, Elsevier, vol. 65(2), pages 432-440, April.
    54. Pablo-Romero, María del P. & Sánchez-Braza, Antonio, 2015. "Productive energy use and economic growth: Energy, physical and human capital relationships," Energy Economics, Elsevier, vol. 49(C), pages 420-429.
    55. Muhammad Shafiullah & Saroja Selvanathan & Athula Naranpanawa & Andreas Chai, 2019. "Examining Dutch disease across Australian regions," The World Economy, Wiley Blackwell, vol. 42(2), pages 590-613, February.
    56. Karen Ehrhardt‐Martinez & Edward M. Crenshaw & J. Craig Jenkins, 2002. "Deforestation and the Environmental Kuznets Curve: A Cross‐National Investigation of Intervening Mechanisms," Social Science Quarterly, Southwestern Social Science Association, vol. 83(1), pages 226-243, March.
    57. Coondoo, Dipankor & Dinda, Soumyananda, 2002. "Causality between income and emission: a country group-specific econometric analysis," Ecological Economics, Elsevier, vol. 40(3), pages 351-367, March.
    58. 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.
    59. Branko Milanovic, 2014. "The Return of "Patrimonial Capitalism": A Review of Thomas Piketty's Capital in the Twenty-First Century," Journal of Economic Literature, American Economic Association, vol. 52(2), pages 519-534, June.
    60. Ghosh, Sajal, 2009. "Import demand of crude oil and economic growth: Evidence from India," Energy Policy, Elsevier, vol. 37(2), pages 699-702, February.
    61. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    62. Natalya Ketenci, 2018. "The environmental Kuznets curve in the case of Russia," Russian Journal of Economics, ARPHA Platform, vol. 4(3), pages 249-265, October.
    63. Soytas, Ugur & Sari, Ramazan & Ewing, Bradley T., 2007. "Energy consumption, income, and carbon emissions in the United States," Ecological Economics, Elsevier, vol. 62(3-4), pages 482-489, May.
    64. Stock, James H, 1987. "Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors," Econometrica, Econometric Society, vol. 55(5), pages 1035-1056, September.
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    More about this item

    Keywords

    Education; Energy consumption; Carbon emissions; Environmental Kuznets curve; Cross-section dependence;
    All these keywords.

    JEL classification:

    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling
    • I2 - Health, Education, and Welfare - - Education
    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics

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