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An environmental Kuznets curve for global forests: An application of the mi-lasso estimator

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  • Cherodian, Rowan
  • Fraser, Iain

Abstract

In this study, we employ a Moran's i based Lasso (Mi-Lasso) methodology to address the spatial dependence of an unspecified functional form, investigating the association between a country's economic growth and the rate of deforestation. Our aim is to explore the existence of a forestry environmental Kuznets curve (EKC). Our approach to handling spatial dependence overcomes limitations identified in existing EKC literature. We estimate a series of cross-sectional data models spanning the period from 1990 to 2020 for 146 countries. Our findings indicate a non-linear relationship, revealing a change peak rate of deforestation over time. Additionally, we observe that the income threshold at which the deforestation rate begins to decrease changes over time with differences observed between model specifications. Crucially, our results highlight that failing to account for spatial dependence leads to a significant absolute upward bias in ordinary least squares (OLS) estimates of income and worse model fit.

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  • Cherodian, Rowan & Fraser, Iain, 2024. "An environmental Kuznets curve for global forests: An application of the mi-lasso estimator," Forest Policy and Economics, Elsevier, vol. 168(C).
  • Handle: RePEc:eee:forpol:v:168:y:2024:i:c:s1389934124001588
    DOI: 10.1016/j.forpol.2024.103304
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    as
    1. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    2. Claudius Gräbner & Philipp Heimberger & Jakob Kapeller & Florian Springholz, 2021. "Understanding economic openness: a review of existing measures," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(1), pages 87-120, February.
    3. 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.
    4. Damette, Olivier & Delacote, Philippe, 2012. "On the economic factors of deforestation: What can we learn from quantile analysis?," Economic Modelling, Elsevier, vol. 29(6), pages 2427-2434.
    5. Caravaggio, Nicola, 2020. "Economic growth and the forest development path: A theoretical re-assessment of the environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 118(C).
    6. Philippe Polomé & Jérôme Trotignon, 2016. "Amazonian Deforestation, Environmental Kuznets Curve and Deforestation Policy: A Cointegration Approach," Working Papers 1608, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    7. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    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. Wolfersberger, Julien & Delacote, Philippe & Garcia, Serge, 2015. "An empirical analysis of forest transition and land-use change in developing countries," Ecological Economics, Elsevier, vol. 119(C), pages 241-251.
    10. Jean-Thomas Bernard & Michael Gavin & Lynda Khalaf & Marcel Voia, 2015. "Environmental Kuznets Curve: Tipping Points, Uncertainty and Weak Identification," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 60(2), pages 285-315, February.
    11. Xiao-Peng Song & Matthew C. Hansen & Stephen V. Stehman & Peter V. Potapov & Alexandra Tyukavina & Eric F. Vermote & John R. Townshend, 2018. "Author Correction: Global land change from 1982 to 2016," Nature, Nature, vol. 563(7732), pages 26-26, November.
    12. Pablo-Romero, María P. & Sánchez-Braza, Antonio & Gil-Pérez, Jesús, 2023. "Is deforestation needed for growth? Testing the EKC hypothesis for Latin America," Forest Policy and Economics, Elsevier, vol. 148(C).
    13. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    14. James P. LeSage & R. Kelley Pace, 2014. "The Biggest Myth in Spatial Econometrics," Econometrics, MDPI, vol. 2(4), pages 1-33, December.
    15. Alexandra-Anca Purcel, 2020. "New insights into the environmental Kuznets curve hypothesis in developing and transition economies: a literature survey," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 22(4), pages 585-631, October.
    16. Araujo, Claudio & Bonjean, Catherine Araujo & Combes, Jean-Louis & Combes Motel, Pascale & Reis, Eustaquio J., 2009. "Property rights and deforestation in the Brazilian Amazon," Ecological Economics, Elsevier, vol. 68(8-9), pages 2461-2468, June.
    17. Maddison, David, 2006. "Environmental Kuznets curves: A spatial econometric approach," Journal of Environmental Economics and Management, Elsevier, vol. 51(2), pages 218-230, March.
    18. Xiao-Peng Song & Matthew C. Hansen & Stephen V. Stehman & Peter V. Potapov & Alexandra Tyukavina & Eric F. Vermote & John R. Townshend, 2018. "Global land change from 1982 to 2016," Nature, Nature, vol. 560(7720), pages 639-643, August.
    19. Bhattarai, Madhusudan & Hammig, Michael, 2001. "Institutions and the Environmental Kuznets Curve for Deforestation: A Crosscountry Analysis for Latin America, Africa and Asia," World Development, Elsevier, vol. 29(6), pages 995-1010, June.
    20. Jaime Alonso-Carrera & Carlos Miguel & Baltasar Manzano, 2019. "Economic Growth and Environmental Degradation When Preferences are Non-homothetic," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(3), pages 1011-1036, November.
    21. Chang, Hsuan-Yu & Wang, Wei & Yu, Jihai, 2021. "Revisiting the environmental Kuznets curve in China: A spatial dynamic panel data approach," Energy Economics, Elsevier, vol. 104(C).
    22. McPherson, Michael A. & Nieswiadomy, Michael L., 2005. "Environmental Kuznets curve: threatened species and spatial effects," Ecological Economics, Elsevier, vol. 55(3), pages 395-407, November.
    23. Hao, Yu & Liu, Yiming & Weng, Jia-Hsi & Gao, Yixuan, 2016. "Does the Environmental Kuznets Curve for coal consumption in China exist? New evidence from spatial econometric analysis," Energy, Elsevier, vol. 114(C), pages 1214-1223.
    24. David I. Stern, 2017. "The environmental Kuznets curve after 25 years," Journal of Bioeconomics, Springer, vol. 19(1), pages 7-28, April.
    25. Erdogan, Sinan, 2024. "On the impact of natural resources on environmental sustainability in African countries: A comparative approach based on the EKC and LCC hypotheses," Resources Policy, Elsevier, vol. 88(C).
    26. Katsuyuki Shibayama & Iain Fraser, 2014. "Nonhomothetic Growth Models For The Environmental Kuznets Curve," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(3), pages 919-942, August.
    27. Gregory C. Chow & Jie Li, 2014. "Environmental Kuznets Curve: Conclusive Econometric Evidence for CO 2," Pacific Economic Review, Wiley Blackwell, vol. 19(1), pages 1-7, February.
    28. Jeyhun I. Mikayilov & Fakhri J. Hasanov & Marzio Galeotti, 2018. "Decoupling of C02 Emissions and GDP: A Time-Varying Cointegration Approach," IEFE Working Papers 101, IEFE, Center for Research on Energy and Environmental Economics and Policy, Universita' Bocconi, Milano, Italy.
    29. Katsuyuki Shibayama & Iain Fraser, 2014. "Nonhomothetic Growth Models For The Environmental Kuznets Curve," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 919-942, August.
    30. Farooq, Umar & Dar, Arif Billah, 2022. "Is there a Kuznets curve for forest product footprint? – empirical evidence from India," Forest Policy and Economics, Elsevier, vol. 144(C).
    31. Taye, Fitalew Agimass & Folkersen, Maja Vinde & Fleming, Christopher M. & Buckwell, Andrew & Mackey, Brendan & Diwakar, K.C. & Le, Dung & Hasan, Syezlin & Ange, Chantal Saint, 2021. "The economic values of global forest ecosystem services: A meta-analysis," Ecological Economics, Elsevier, vol. 189(C).
    32. Csereklyei, Zsuzsanna & Stern, David I., 2015. "Global energy use: Decoupling or convergence?," Energy Economics, Elsevier, vol. 51(C), pages 633-641.
    33. Wehkamp, Johanna & Koch, Nicolas & Lübbers, Sebastian & Fuss, Sabine, 2018. "Governance and deforestation — a meta-analysis in economics," Ecological Economics, Elsevier, vol. 144(C), pages 214-227.
    34. Mills, Julianne H. & Waite, Thomas A., 2009. "Economic prosperity, biodiversity conservation, and the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 68(7), pages 2087-2095, May.
    35. Ajanaku, B.A. & Collins, A.R., 2021. "Economic growth and deforestation in African countries: Is the environmental Kuznets curve hypothesis applicable?," Forest Policy and Economics, Elsevier, vol. 129(C).
    36. Choumert, Johanna & Combes Motel, Pascale & Dakpo, Hervé K., 2013. "Is the Environmental Kuznets Curve for deforestation a threatened theory? A meta-analysis of the literature," Ecological Economics, Elsevier, vol. 90(C), pages 19-28.
    37. Culas, Richard J., 2012. "REDD and forest transition: Tunneling through the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 79(C), pages 44-51.
    38. Daniel A. Griffith, 2000. "A linear regression solution to the spatial autocorrelation problem," Journal of Geographical Systems, Springer, vol. 2(2), pages 141-156, July.
    39. Cropper, Maureen & Griffiths, Charles, 1994. "The Interaction of Population Growth and Environmental Quality," American Economic Review, American Economic Association, vol. 84(2), pages 250-254, May.
    40. 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.
    41. Koop, Gary & Tole, Lise, 1999. "Is there an environmental Kuznets curve for deforestation?," Journal of Development Economics, Elsevier, vol. 58(1), pages 231-244, February.
    42. 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.
    43. Leblois, Antoine & Damette, Olivier & Wolfersberger, Julien, 2017. "What has Driven Deforestation in Developing Countries Since the 2000s? Evidence from New Remote-Sensing Data," World Development, Elsevier, vol. 92(C), pages 82-102.
    44. Caravaggio, Nicola, 2020. "A global empirical re-assessment of the Environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 119(C).
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    More about this item

    Keywords

    Forestry; Spatial dependence; Turning points; Mi-lasso estimator;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • Q23 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Forestry
    • 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

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