IDEAS home Printed from https://ideas.repec.org/p/erg/wpaper/587.html
   My bibliography  Save this paper

Income Level and Environmental Quality in The MENA Countries: Discussing the Environmental Kuznets Curve Hypothesis

Author

Listed:
  • Hatem M'henni

    (University of la Manouba)

  • Mohamed El Hedi Arouri
  • Adel Ben Youssef
  • Christophe Rault

Abstract

This study extends the recent works of Liu (2005), Ang (2007), Apergis et al. (2009) and Payne (2010) by implementing recent bootstrap panel unit root tests and co-integration techniques to investigate the relationship between carbon dioxide emissions, energy consumption, and real GDP for 12 MENA countries over the period 1981–2005. Our results show that in the long-run energy consumption has a positive significant impact on CO2 emissions. More interestingly, we show that real GDP exhibits a quadratic relationship with CO2 emissions for the region as a whole. However, although the estimated long-run coefficients of income and its square satisfy the EKC hypothesis in most studied countries (except Tunisia, Morocco and UAE), the EKC turning points are very low in some cases and very high in the other cases, hence providing poor evidence in support of the EKC hypothesis (except for Jordan). Thus, our findings suggest that not all MENA countries need to sacrifice economic growth to decrease their emission levels as they may achieve CO2 emissions reduction via energy conservation without negative long run effects on economic growth.

Suggested Citation

  • 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.
  • Handle: RePEc:erg:wpaper:587
    as

    Download full text from publisher

    File URL: http://erf.org.eg/wp-content/uploads/2014/08/587.pdf
    Download Restriction: no

    File URL: http://bit.ly/2lGyM5h
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. de Bruyn, S. M. & van den Bergh, J. C. J. M. & Opschoor, J. B., 1998. "Economic growth and emissions: reconsidering the empirical basis of environmental Kuznets curves," Ecological Economics, Elsevier, vol. 25(2), pages 161-175, May.
    2. Costantini, Valeria & Monni, Salvatore, 2008. "Environment, human development and economic growth," Ecological Economics, Elsevier, vol. 64(4), pages 867-880, February.
    3. Beckerman, Wilfred, 1992. "Economic growth and the environment: Whose growth? whose environment?," World Development, Elsevier, vol. 20(4), pages 481-496, April.
    4. Lamla, Michael J., 2009. "Long-run determinants of pollution: A robustness analysis," Ecological Economics, Elsevier, vol. 69(1), pages 135-144, November.
    5. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know about Unit Roots," NBER Chapters, in: NBER Macroeconomics Annual 1991, Volume 6, pages 141-220, National Bureau of Economic Research, Inc.
    6. González, Andrés & Teräsvirta, Timo & van Dijk, Dick & Yang, Yukai, 2005. "Panel Smooth Transition Regression Models," SSE/EFI Working Paper Series in Economics and Finance 604, Stockholm School of Economics, revised 11 Oct 2017.
    7. Apergis, Nicholas & Payne, James E., 2009. "CO2 emissions, energy usage, and output in Central America," Energy Policy, Elsevier, vol. 37(8), pages 3282-3286, August.
    8. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    9. Zhang, Xing-Ping & Cheng, Xiao-Mei, 2009. "Energy consumption, carbon emissions, and economic growth in China," Ecological Economics, Elsevier, vol. 68(10), pages 2706-2712, August.
    10. Mehrara, Mohsen, 2007. "Energy consumption and economic growth: The case of oil exporting countries," Energy Policy, Elsevier, vol. 35(5), pages 2939-2945, May.
    11. James E. Payne, 2010. "Survey of the international evidence on the causal relationship between energy consumption and growth," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(1), pages 53-95, January.
    12. Wolde-Rufael, Yemane, 2005. "Energy demand and economic growth: The African experience," Journal of Policy Modeling, Elsevier, vol. 27(8), pages 891-903, November.
    13. Panayotou, Theodore, 1999. "The economics of environments in transition," Environment and Development Economics, Cambridge University Press, vol. 4(4), pages 401-412, October.
    14. Moon, H.R.Hyungsik Roger & Perron, Benoit, 2004. "Testing for a unit root in panels with dynamic factors," Journal of Econometrics, Elsevier, vol. 122(1), pages 81-126, September.
    15. Fodha, Mouez & Zaghdoud, Oussama, 2010. "Economic growth and pollutant emissions in Tunisia: An empirical analysis of the environmental Kuznets curve," Energy Policy, Elsevier, vol. 38(2), pages 1150-1156, February.
    16. 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.
    17. 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.
    18. 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.
    19. Munasinghe, Mohan, 1999. "Is environmental degradation an inevitable consequence of economic growth: tunneling through the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 29(1), pages 89-109, April.
    20. 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.
    21. Houssem Eddine Chebbi & Marcelo Olarreaga & Habib Zitouna, 2011. "Trade Openness and Co2 Emissions in Tunisia," Middle East Development Journal, Taylor & Francis Journals, vol. 3(1), pages 29-53, January.
    22. Wheeler, David, 2001. "Racing to the bottom : foreign investment and air pollution in developing countries," Policy Research Working Paper Series 2524, The World Bank.
    23. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    24. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    25. Corbae,Dean & Durlauf,Steven N. & Hansen,Bruce E. (ed.), 2006. "Econometric Theory and Practice," Cambridge Books, Cambridge University Press, number 9780521807234.
    26. 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.
    27. Jha, Raghbendra & Murthy, K. V. Bhanu, 2003. "An inverse global environmental Kuznets curve," Journal of Comparative Economics, Elsevier, vol. 31(2), pages 352-368, June.
    28. Agras, Jean & Chapman, Duane, 1999. "A dynamic approach to the Environmental Kuznets Curve hypothesis," Ecological Economics, Elsevier, vol. 28(2), pages 267-277, February.
    29. Sari, Ramazan & Soytas, Ugur, 2009. "Are global warming and economic growth compatible? Evidence from five OPEC countries?," Applied Energy, Elsevier, vol. 86(10), pages 1887-1893, October.
    30. 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.
    31. Huang, Bwo-Nung & Hwang, M.J. & Yang, C.W., 2008. "Causal relationship between energy consumption and GDP growth revisited: A dynamic panel data approach," Ecological Economics, Elsevier, vol. 67(1), pages 41-54, August.
    32. 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.
    33. Song, Tao & Zheng, Tingguo & Tong, Lianjun, 2008. "An empirical test of the environmental Kuznets curve in China: A panel cointegration approach," China Economic Review, Elsevier, vol. 19(3), pages 381-392, September.
    34. Hettige, Hemamala & Mani, Muthukumara & Wheeler, David, 2000. "Industrial pollution in economic development: the environmental Kuznets curve revisited," Journal of Development Economics, Elsevier, vol. 62(2), pages 445-476, August.
    35. 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.
    36. Panayotou T., 1993. "Empirical tests and policy analysis of environmental degradation at different stages of economic development," ILO Working Papers 992927783402676, International Labour Organization.
    37. L. Vanessa Smith & Stephen Leybourne & Tae-Hwan Kim & Paul Newbold, 2004. "More powerful panel data unit root tests with an application to mean reversion in real exchange rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 147-170.
    38. 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.
    39. Hilton, F. G. Hank & Levinson, Arik, 1998. "Factoring the Environmental Kuznets Curve: Evidence from Automotive Lead Emissions," Journal of Environmental Economics and Management, Elsevier, vol. 35(2), pages 126-141, March.
    40. 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.
    41. Chebbi, Houssem Eddine & Boujelbene, Y., 2008. "CO2 emissions, energy consumption and economic growth in Tunisia," 2008 International Congress, August 26-29, 2008, Ghent, Belgium 44016, European Association of Agricultural Economists.
    42. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    43. 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.
    44. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    45. 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.
    46. Htun, Nay, 1990. "The environmental challenge and the impact on the oil industry," Energy Policy, Elsevier, vol. 18(1), pages 5-10.
    47. Bertinelli, Luisito & Strobl, Eric, 2005. "The Environmental Kuznets Curve semi-parametrically revisited," Economics Letters, Elsevier, vol. 88(3), pages 350-357, September.
    48. Caviglia-Harris, Jill L. & Chambers, Dustin & Kahn, James R., 2009. "Taking the "U" out of Kuznets: A comprehensive analysis of the EKC and environmental degradation," Ecological Economics, Elsevier, vol. 68(4), pages 1149-1159, February.
    49. Andreoni, James & Levinson, Arik, 2001. "The simple analytics of the environmental Kuznets curve," Journal of Public Economics, Elsevier, vol. 80(2), pages 269-286, May.
    50. 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.
    51. Bradford David F. & Fender Rebecca A & Shore Stephen H. & Wagner Martin, 2005. "The Environmental Kuznets Curve: Exploring a Fresh Specification," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 4(1), pages 1-30, June.
    52. 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.
    53. Ranjan, Ram & Shortle, James, 2007. "The environmental Kuznets curve when the environment exhibits hysteresis," Ecological Economics, Elsevier, vol. 64(1), pages 204-215, October.
    54. Managi, Shunsuke & Jena, Pradyot Ranjan, 2008. "Environmental productivity and Kuznets curve in India," Ecological Economics, Elsevier, vol. 65(2), pages 432-440, April.
    55. Soytas, Ugur & Sari, Ramazan, 2009. "Energy consumption, economic growth, and carbon emissions: Challenges faced by an EU candidate member," Ecological Economics, Elsevier, vol. 68(6), pages 1667-1675, April.
    56. Panayotou, Theodore, 1997. "Demystifying the environmental Kuznets curve: turning a black box into a policy tool," Environment and Development Economics, Cambridge University Press, vol. 2(4), pages 465-484, November.
    57. Ulph, Alistair, 1996. "Environmental Policy and International Trade when Governments and Producers Act Strategically," Journal of Environmental Economics and Management, Elsevier, vol. 30(3), pages 265-281, May.
    58. Richmond, Amy K. & Kaufmann, Robert K., 2006. "Is there a turning point in the relationship between income and energy use and/or carbon emissions?," Ecological Economics, Elsevier, vol. 56(2), pages 176-189, February.
    59. Narayan, Paresh Kumar & Narayan, Seema, 2010. "Carbon dioxide emissions and economic growth: Panel data evidence from developing countries," Energy Policy, Elsevier, vol. 38(1), pages 661-666, January.
    60. Ezzati, Majid & Singer, Burton H. & Kammen, Daniel M., 2001. "Towards an Integrated Framework for Development and Environment Policy: The Dynamics of Environmental Kuznets Curves," World Development, Elsevier, vol. 29(8), pages 1421-1434, August.
    61. Chimeli, Ariaster B., 2007. "Growth and the environment: Are we looking at the right data?," Economics Letters, Elsevier, vol. 96(1), pages 89-96, July.
    62. Stokey, Nancy L, 1998. "Are There Limits to Growth?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(1), pages 1-31, February.
    63. 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.
    64. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    65. Skea, Jim, 1992. "Environmental issues facing the oil industry," Energy Policy, Elsevier, vol. 20(10), pages 950-958, October.
    66. Shafik, Nemat, 1994. "Economic Development and Environmental Quality: An Econometric Analysis," Oxford Economic Papers, Oxford University Press, vol. 46(0), pages 757-773, Supplemen.
    67. Dasgupta, Susmita & Meisner, Craig & Wheeler, David, 2009. "Stockpiles of obsolete pesticides and cleanup priorities : a methodology and application for Tunisia," Policy Research Working Paper Series 4893, The World Bank.
    68. 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.
    69. 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.
    70. Reid, Walter V & Goldemberg, Jose, 1998. "Developing countries are combating climate change : Actions in developing countries that slow growth in carbon emissions," Energy Policy, Elsevier, vol. 26(3), pages 233-237, February.
    71. Geoffrey Heal, 2008. "Climate Economics: A Meta-Review and Some Suggestions," NBER Working Papers 13927, National Bureau of Economic Research, Inc.
    72. AkbostancI, Elif & Türüt-AsIk, Serap & Tunç, G. Ipek, 2009. "The relationship between income and environment in Turkey: Is there an environmental Kuznets curve?," Energy Policy, Elsevier, vol. 37(3), pages 861-867, March.
    73. Tetsuya Tsurumi & Shunsuke Managi, 2010. "Decomposition of the environmental Kuznets curve: scale, technique, and composition effects," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 11(1), pages 19-36, February.
    74. Liu, Xuemei, 2005. "Explaining the relationship between CO2 emissions and national income--The role of energy consumption," Economics Letters, Elsevier, vol. 87(3), pages 325-328, June.
    75. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    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. Imad Moosa, 2018. "Growth and Environmental Degradation in MENA Countries: Methodological Issues and Empirical Evidence," Working Papers 1260, Economic Research Forum, revised 03 Dec 2018.

    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. Arouri, Mohamed El Hedi & Ben Youssef, Adel & M'henni, Hatem & Rault, Christophe, 2012. "Energy consumption, economic growth and CO2 emissions in Middle East and North African countries," Energy Policy, Elsevier, vol. 45(C), pages 342-349.
    2. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    3. 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.
    4. 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.
    5. Ozcan, Burcu, 2013. "The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: A panel data analysis," Energy Policy, Elsevier, vol. 62(C), pages 1138-1147.
    6. 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.
    7. AROURI, Mohamed El Hedi & BEN YOUSSEF, Adel & M'HENNI, Hatem & Rault, Christophe, 2012. "Empirical Analysis of The EKC Hypothesis for Sulfur Dioxide Emissions in Selected Middle East and North African Countries," MPRA Paper 46185, University Library of Munich, Germany, revised 2012.
    8. Saboori, Behnaz & Sulaiman, Jamalludin & Mohd, Saidatulakmal, 2012. "Economic growth and CO2 emissions in Malaysia: A cointegration analysis of the Environmental Kuznets Curve," Energy Policy, Elsevier, vol. 51(C), pages 184-191.
    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. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    11. Wang, Kuan-Min, 2012. "Modelling the nonlinear relationship between CO2 emissions from oil and economic growth," Economic Modelling, Elsevier, vol. 29(5), pages 1537-1547.
    12. Lean, Hooi Hooi & Smyth, Russell, 2010. "CO2 emissions, electricity consumption and output in ASEAN," Applied Energy, Elsevier, vol. 87(6), pages 1858-1864, June.
    13. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    14. Miguel Rodríguez & Yolanda Pena-Boquete, 2013. "Mishandling carbon intensities," Working Papers 1302, Universidade de Vigo, Departamento de Economía Aplicada.
    15. Valeria Costantini & Chiara Martini, 2010. "A Modified Environmental Kuznets Curve for sustainable development assessment using panel data," International Journal of Global Environmental Issues, Inderscience Enterprises Ltd, vol. 10(1/2), pages 84-122.
    16. 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.
    17. Kais, Saidi & Sami, Hammami, 2016. "An econometric study of the impact of economic growth and energy use on carbon emissions: Panel data evidence from fifty eight countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 1101-1110.
    18. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    19. Muhammad Bilal Khan & Hummera Saleem & Malik Shahzad Shabbir & Xie Huobao, 2022. "The effects of globalization, energy consumption and economic growth on carbon dioxide emissions in South Asian countries," Energy & Environment, , vol. 33(1), pages 107-134, February.
    20. Tiba, Sofien & Frikha, Mohamed, 2019. "The controversy of the resource curse and the environment in the SDGs background: The African context," Resources Policy, Elsevier, vol. 62(C), pages 437-452.

    More about this item

    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:erg:wpaper:587. 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: Sherine Ghoneim (email available below). General contact details of provider: https://edirc.repec.org/data/erfaceg.html .

    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.