IDEAS home Printed from https://ideas.repec.org/a/eee/forpol/v119y2020ics1389934120305165.html
   My bibliography  Save this article

A global empirical re-assessment of the Environmental Kuznets curve for deforestation

Author

Listed:
  • Caravaggio, Nicola

Abstract

This paper investigates an unresolved question in environmental economics: An Environmental Kuznets Curve for deforestation (EKCd). It relies on a 55 year panel of forest cover data reconstructed from the periodic national forest inventories of 114 countries clustered in low, middle, and high income groups—as defined by the World Bank—and examines these clusters within both static and dynamic frameworks. The results are supportive of the inverse U-shaped EKC for deforestation. For low income countries strong effort will be required to avoid further increases in forest loss as these countries develop. Middle income countries, the largest cluster under investigation, display the classic bell-shaped EKCd with the turning point for a decreasing rate of deforestation at US$ 3,790. Deforestation continues thereafter, only at a lower rate until, eventually, for high income countries these rates become negative and these economies begin to show absolute gains in total forest cover. While the combined results from the three clusters confirm the existence of an EKCd, its relatively elevated turning point and the even higher level of development at which forests begin to increase and recover, raise important concern, but also opportunity, for the modern policies and management addressing global forest cover—doubts and opportunities on which the conclusion to this paper reflects further.

Suggested Citation

  • Caravaggio, Nicola, 2020. "A global empirical re-assessment of the Environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 119(C).
  • Handle: RePEc:eee:forpol:v:119:y:2020:i:c:s1389934120305165
    DOI: 10.1016/j.forpol.2020.102282
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1389934120305165
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.forpol.2020.102282?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 search for a different version of it.

    References listed on IDEAS

    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. Robert T. Deacon, 1994. "Deforestation and the Rule of Law in a Cross-Section of Countries," Land Economics, University of Wisconsin Press, vol. 70(4), pages 414-430.
    3. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    4. Yin, Runsheng & Newman, David H., 1997. "Impacts of rural reforms: the case of the Chinese forest sector," Environment and Development Economics, Cambridge University Press, vol. 2(3), pages 291-305, July.
    5. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 57(1), pages 99-125.
    6. Kolawole Ogundari & Adebola Abimbola Ademuwagun & Olajide Abraham Ajao, 2017. "Revisiting Environmental Kuznets Curve in Sub-Sahara Africa," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 44(2), pages 222-231, February.
    7. Mohamad Taghvaee, Vahid & Khodaparast Shirazi, Jalil, 2014. "Analysis of the relationship between economic growth and environmental pollution in Iran (evidence from three sections of land, water and atmosphere)," MPRA Paper 70056, University Library of Munich, Germany.
    8. 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.
    9. 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.
    10. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    11. 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.
    12. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    13. Michał Majsterek, 2012. "Cointegration Analysis in the Case of I(2) – General Overview," Central European Journal of Economic Modelling and Econometrics, Central European Journal of Economic Modelling and Econometrics, vol. 4(4), pages 215-252, December.
    14. 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).
    15. 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.
    16. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    17. Alexander Chudik & Kamiar Mohaddes & M. Hashem Pesaran & Mehdi Raissi, 2013. "Debt, inflation and growth robust estimation of long-run effects in dynamic panel data models," Globalization Institute Working Papers 162, Federal Reserve Bank of Dallas.
    18. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    19. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    20. Jutta Bolt & Jan Luiten Zanden, 2014. "The Maddison Project: collaborative research on historical national accounts," Economic History Review, Economic History Society, vol. 67(3), pages 627-651, August.
    21. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    22. Andrée, Bo Pieter Johannes & Chamorro, Andres & Spencer, Phoebe & Koomen, Eric & Dogo, Harun, 2019. "Revisiting the relation between economic growth and the environment; a global assessment of deforestation, pollution and carbon emission," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
    23. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    24. Massimiliano Mazzanti & Antonio Musolesi, 2013. "The heterogeneity of carbon Kuznets curves for advanced countries: comparing homogeneous, heterogeneous and shrinkage/Bayesian estimators," Applied Economics, Taylor & Francis Journals, vol. 45(27), pages 3827-3842, September.
    25. Liu, Jinlong & Liang, Ming & Li, Lingchao & Long, Hexing & De Jong, Wil, 2017. "Comparative study of the forest transition pathways of nine Asia-Pacific countries," Forest Policy and Economics, Elsevier, vol. 76(C), pages 25-34.
    26. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    27. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    28. 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.
    29. 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.
    30. Granger, C. W. J. & Newbold, P., 1974. "Spurious regressions in econometrics," Journal of Econometrics, Elsevier, vol. 2(2), pages 111-120, July.
    31. Al Mamun, Md. & Sohag, Kazi & Hannan Mia, Md. Abdul & Salah Uddin, Gazi & Ozturk, Ilhan, 2014. "Regional differences in the dynamic linkage between CO2 emissions, sectoral output and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 1-11.
    32. 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.
    33. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    34. Al Mamun, Md & Sohag, Kazi & Shahbaz, Muhammad & Hammoudeh, Shawkat, 2018. "Financial markets, innovations and cleaner energy production in OECD countries," Energy Economics, Elsevier, vol. 72(C), pages 236-254.
    35. Shi, Miaoying & Yin, Runsheng & Lv, Hongdi, 2017. "An empirical analysis of the driving forces of forest cover change in northeast China," Forest Policy and Economics, Elsevier, vol. 78(C), pages 78-87.
    36. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    37. Haldrup, Niels, 1994. "The asymptotics of single-equation cointegration regressions with I(1) and I(2) variables," Journal of Econometrics, Elsevier, vol. 63(1), pages 153-181, July.
    38. David I. Stern, 2017. "The environmental Kuznets curve after 25 years," Journal of Bioeconomics, Springer, vol. 19(1), pages 7-28, April.
    39. Pesaran, M. Hashem, 2015. "Time Series and Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780198759980, Decembrie.
    40. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    41. Alexander Pfaff & Gregory S. Amacher & Erin O. Sills, 2013. "Realistic REDD: Improving the Forest Impacts of Domestic Policies in Different Settings," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(1), pages 114-135, January.
    42. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    43. Rudel, Tom & Roper, Jill, 1997. "The paths to rain forest destruction: Crossnational patterns of tropical deforestation, 1975-1990," World Development, Elsevier, vol. 25(1), pages 53-65, January.
    44. Angelsen, Arild & Kaimowitz, David, 1999. "Rethinking the Causes of Deforestation: Lessons from Economic Models," The World Bank Research Observer, World Bank, vol. 14(1), pages 73-98, February.
    45. Arild Angelsen & Thomas K. Rudel, 2013. "Designing and Implementing Effective REDD + Policies: A Forest Transition Approach," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(1), pages 91-113, January.
    46. Ke, Shuifa & Qiao, Dan & Yuan, Wantong & He, Youjun, 2020. "Broadening the scope of forest transition inquiry: What does China's experience suggest?," Forest Policy and Economics, Elsevier, vol. 118(C).
    47. Templeton, Scott R. & Scherr, Sara J., 1999. "Effects of Demographic and Related Microeconomic Change on Land Quality in Hills and Mountains of Developing Countries," World Development, Elsevier, vol. 27(6), pages 903-918, June.
    48. 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.
    49. Roger Perman & David I. Stern, 2003. "Evidence from panel unit root and cointegration tests that the Environmental Kuznets Curve does not exist," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 47(3), pages 325-347, September.
    50. 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.
    51. Culas, Richard J., 2012. "REDD and forest transition: Tunneling through the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 79(C), pages 44-51.
    52. 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.
    53. Jonah Busch & Kalifi Ferretti-Gallon, 2017. "What Drives Deforestation and What Stops It? A Meta-Analysis," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(1), pages 3-23.
    54. 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.
    55. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    56. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    57. 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.
    58. Johanna Choumert & Pascale Combes Motel & K. Hervé Dakpo, 2013. "Is the Environmental Kuznets Curve for deforestation a threatened theory? A meta-analysis of the literature," Post-Print halshs-00806629, HAL.
    59. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
    60. Martinez-Zarzoso, Inmaculada & Bengochea-Morancho, Aurelia, 2004. "Pooled mean group estimation of an environmental Kuznets curve for CO2," Economics Letters, Elsevier, vol. 82(1), pages 121-126, January.
    61. 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.
    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. 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).
    2. Hyde, William F. & Olmos, Virginia Morales & Robalino, Juan & da Gama e Silva, Zenobio Abel Gouvêa Perelli & Susaeta, Andres & Yin, Runsheng, 2022. "Latin America: A regional perspective on its forest policy and economics," Forest Policy and Economics, Elsevier, vol. 141(C).
    3. Shinde, Nilesh N. & Do Valle, Stella Z. Schons & Maia, Alexandre Gori & Amacher, Gregory S., 2022. "Can an environmental policy contribute to the reduction of land conflict? Evidence from the Rural Environmental Registry (CAR) in the Brazilian Amazon," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322584, Agricultural and Applied Economics Association.
    4. 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).
    5. Cary, Michael & Bekun, Festus Victor, 2021. "Democracy and deforestation: The role of spillover effects," Forest Policy and Economics, Elsevier, vol. 125(C).
    6. Elisa Toledo & Wilman Santiago Ochoa-Moreno & Rafael Alvarado & Lizeth Cuesta & Muntasir Murshed & Abdul Rehman, 2022. "Forest Area: Old and New Factors That Affect Its Dynamics," Sustainability, MDPI, vol. 14(7), pages 1-17, March.
    7. da Gama e Silva, Zenobio Abel Gouvêa Perelli, 2022. "Economic aspects of the demand for commercial Forest land in the state of Acre, Brazil," Forest Policy and Economics, Elsevier, vol. 138(C).
    8. Nguyen, Canh Phuc & Nguyen, Binh Quang, 2023. "Environmental foe or friend: The influence of the shadow economy on forest land," Land Use Policy, Elsevier, vol. 124(C).
    9. Deng, Dandan & Dong, Jiayun & Zhang, Yiwen & Liang, Wenyuan & Liu, Kun & Li, Lingchao, 2023. "Analysis of the environmental Kuznets curve for forest fragmentation: The case of Beijing-Tianjin-Hebei region in China," Forest Policy and Economics, Elsevier, vol. 151(C).
    10. Caravaggio, Nicola, 2022. "Economic growth and forest transition in Latin America," Forest Policy and Economics, Elsevier, vol. 135(C).
    11. Sohag, Kazi & Gainetdinova, Anna & Mariev, Oleg, 2023. "Economic growth, institutional quality and deforestation: Evidence from Russia," Forest Policy and Economics, Elsevier, vol. 150(C).
    12. Nguyen, Canh Phuc & Su, Thanh Dinh, 2021. "Alleviating energy poverty for forest conservation: It seems to work, but what are we missing?," Land Use Policy, Elsevier, vol. 109(C).
    13. 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).
    14. Tateishi, Henrique Ryosuke & Bragagnolo, Cassiano & Almeida, Alexandre Nunes de, 2021. "Forest, agriculture and land conversion: Environmental efficiency in Brazilian Amazon rainforest," Forest Policy and Economics, Elsevier, vol. 133(C).

    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. Caravaggio, Nicola, 2022. "Economic growth and forest transition in Latin America," Forest Policy and Economics, Elsevier, vol. 135(C).
    2. 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).
    3. 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).
    4. Nguyen, Canh Phuc & Nguyen, Binh Quang, 2023. "Environmental foe or friend: The influence of the shadow economy on forest land," Land Use Policy, Elsevier, vol. 124(C).
    5. Chen, Ping-Yu & Chen, Sheng-Tung & Hsu, Chia-Sheng & Chen, Chi-Chung, 2016. "Modeling the global relationships among economic growth, energy consumption and CO2 emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 420-431.
    6. Sohag, Kazi & Gainetdinova, Anna & Mariev, Oleg, 2023. "Economic growth, institutional quality and deforestation: Evidence from Russia," Forest Policy and Economics, Elsevier, vol. 150(C).
    7. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    8. Markus Eberhardt & Francis Teal, 2008. "Modeling Technology and Technological Change in Manufacturing: How do Countries Differ?," CSAE Working Paper Series 2008-12, Centre for the Study of African Economies, University of Oxford.
    9. Boris OK Lokonon & Ichaou Mounirou, 2019. "Does foreign direct investment impede forest area in Sub‐Saharan Africa?," Natural Resources Forum, Blackwell Publishing, vol. 43(4), pages 230-240, November.
    10. Krieger, Tim & Meierrieks, Daniel, 2020. "Population size and the size of government," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 61, pages 1-1.
    11. Nguyen, Canh Phuc & Su, Thanh Dinh, 2021. "Alleviating energy poverty for forest conservation: It seems to work, but what are we missing?," Land Use Policy, Elsevier, vol. 109(C).
    12. Tarik Dogru & Umit Bulut & Ercan Sirakaya-Turk, 2021. "Modeling tourism demand: Theoretical and empirical considerations for future research," Tourism Economics, , vol. 27(4), pages 874-889, June.
    13. Ferreira, Cândida, 2020. "Globalisation and Economic Growth: A Panel Data Approach," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 73(2), pages 187-236.
    14. Herzer, Dierk, 2013. "Cross-Country Heterogeneity and the Trade-Income Relationship," World Development, Elsevier, vol. 44(C), pages 194-211.
    15. Phuc Canh, Nguyen & Trung Thong, Nguyen, 2020. "Nexus between financialisation and natural resources rents: Empirical evidence in a global sample," Resources Policy, Elsevier, vol. 66(C).
    16. Gazi Hassan & Arusha Cooray & Mark Holmes, 2017. "The effect of female and male health on economic growth: cross-country evidence within a production function framework," Empirical Economics, Springer, vol. 52(2), pages 659-689, March.
    17. Afawubo, Komivi & Noglo, Yawo Agbényégan, 2019. "Remittances and deforestation in developing countries: Is institutional quality paramount?," Research in Economics, Elsevier, vol. 73(4), pages 304-320.
    18. Charalampos Agiropoulos & Michael L. Polemis & Michael Siopsis & Sotiris Karkalakos, 2022. "Revisiting the finance‐growth nexus: A socioeconomic approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 2762-2783, July.
    19. 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.
    20. Alessio Ciarlone, 2019. "The relationship between financial development and growth: the case of emerging Europe," Questioni di Economia e Finanza (Occasional Papers) 521, Bank of Italy, Economic Research and International Relations Area.

    More about this item

    Keywords

    Deforestation; Environmental Kuznets curve; Forest transition; Panel data; Time series;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal 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

    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:eee:forpol:v:119:y:2020:i:c:s1389934120305165. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/forpol .

    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.