IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v70y2017icp1223-1239.html
   My bibliography  Save this article

The effect of energy on output per worker in the Balkan Peninsula: A country-specific study of 12 nations in the Energy Community

Author

Listed:
  • Kumar, Ronald Ravinesh
  • Stauvermann, Peter Josef
  • Patel, Arvind
  • Kumar, Nikeel

Abstract

In this paper, we explore the long-run co-integration relationship between output per worker, capital per worker and energy per worker for 12 countries in the Balkan Peninsula (Albania, Austria, Bulgaria, Cyprus, Greece, Hungary, Italy, Macedonia, Romania, Slovakia, Slovenia and Turkey) which are part of the Energy Community. In line with the current developments in energy economics [62], we add to the literature by reviewing the elasticity coefficients for the 12 countries using the augmented Solow [63] framework and the ARDL bounds procedure [57]. The causality nexus is explored using the Toda and Yamamoto (1995) procedure. The results show that output, capital and energy (in per worker terms) are co-integrated. We note that all countries have positive and statistically significant long-run energy elasticity coefficients. Except for Macedonia, we note that energy is statistically significant in the short-run for all other countries. The causality results support the conservation hypothesis for 7 countries (Albania, Bulgaria, Cyprus, Hungary, Italy, Romania and Turkey); the growth hypothesis for 2 countries (Austria and Macedonia); and the feedback hypothesis for 3 countries (Greece, Slovakia and Slovenia), respectively.

Suggested Citation

  • Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Patel, Arvind & Kumar, Nikeel, 2017. "The effect of energy on output per worker in the Balkan Peninsula: A country-specific study of 12 nations in the Energy Community," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 1223-1239.
    • Handle: RePEc:eee:rensus:v:70:y:2017:i:c:p:1223-1239
    DOI: 10.1016/j.rser.2016.12.024
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032116310851
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rser.2016.12.024?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. Bhattacharya, Mita & Rafiq, Shuddhasattwa & Bhattacharya, Sankar, 2015. "The role of technology on the dynamics of coal consumption–economic growth: New evidence from China," Applied Energy, Elsevier, vol. 154(C), pages 686-695.
    2. Bloch, Harry & Rafiq, Shuddhasattwa & Salim, Ruhul, 2015. "Economic growth with coal, oil and renewable energy consumption in China: Prospects for fuel substitution," Economic Modelling, Elsevier, vol. 44(C), pages 104-115.
    3. Sephton, Peter S., 1995. "Response surface estimates of the KPSS stationarity test," Economics Letters, Elsevier, vol. 47(3-4), pages 255-261, March.
    4. B. Bhaskara Rao, 2007. "Estimating short and long-run relationships: a guide for the applied economist," Applied Economics, Taylor & Francis Journals, vol. 39(13), pages 1613-1625.
    5. 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.
    6. Ebohon, Obas John, 1996. "Energy, economic growth and causality in developing countries : A case study of Tanzania and Nigeria," Energy Policy, Elsevier, vol. 24(5), pages 447-453, May.
    7. Cheung, Yin-Wong & Lai, Kon S, 1995. "Lag Order and Critical Values of a Modified Dickey-Fuller Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 57(3), pages 411-419, August.
    8. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    9. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    10. Hondroyiannis, George & Lolos, Sarantis & Papapetrou, Evangelia, 2002. "Energy consumption and economic growth: assessing the evidence from Greece," Energy Economics, Elsevier, vol. 24(4), pages 319-336, July.
    11. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    12. Asafu-Adjaye, John, 2000. "The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries," Energy Economics, Elsevier, vol. 22(6), pages 615-625, December.
    13. Tang, Chor Foon, 2008. "A re-examination of the relationship between electricity consumption and economic growth in Malaysia," Energy Policy, Elsevier, vol. 36(8), pages 3067-3075, August.
    14. 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.
    15. Smyth, Russell & Narayan, Paresh Kumar, 2015. "Applied econometrics and implications for energy economics research," Energy Economics, Elsevier, vol. 50(C), pages 351-358.
    16. Ghali, Khalifa H. & El-Sakka, M. I. T., 2004. "Energy use and output growth in Canada: a multivariate cointegration analysis," Energy Economics, Elsevier, vol. 26(2), pages 225-238, March.
    17. 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.
    18. Cheung, Yin-Wong & Lai, Kon S, 1995. "Lag Order and Critical Values of the Augmented Dickey-Fuller Test," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 277-280, July.
    19. World Bank, 2015. "World Development Indicators 2015," World Bank Publications - Books, The World Bank Group, number 21634.
    20. Altinay, Galip & Karagol, Erdal, 2005. "Electricity consumption and economic growth: Evidence from Turkey," Energy Economics, Elsevier, vol. 27(6), pages 849-856, November.
    21. Lee, Chien-Chiang, 2005. "Energy consumption and GDP in developing countries: A cointegrated panel analysis," Energy Economics, Elsevier, vol. 27(3), pages 415-427, May.
    22. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    23. Odhiambo, Nicholas M., 2009. "Energy consumption and economic growth nexus in Tanzania: An ARDL bounds testing approach," Energy Policy, Elsevier, vol. 37(2), pages 617-622, February.
    24. Ewing, Bradley T. & Payne, James E. & Caporin, Massimilano, 2022. "The Asymmetric Impact of Oil Prices and Production on Drilling Rig Trajectory: A correction," Resources Policy, Elsevier, vol. 79(C).
    25. Subrata Ghatak & Jalal Siddiki, 2001. "The use of the ARDL approach in estimating virtual exchange rates in India," Journal of Applied Statistics, Taylor & Francis Journals, vol. 28(5), pages 573-583.
    26. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    27. Stern, David I., 1993. "Energy and economic growth in the USA : A multivariate approach," Energy Economics, Elsevier, vol. 15(2), pages 137-150, April.
    28. Glasure, Yong U. & Lee, Aie-Rie, 1998. "Cointegration, error-correction, and the relationship between GDP and energy: The case of South Korea and Singapore," Resource and Energy Economics, Elsevier, vol. 20(1), pages 17-25, March.
    29. Paresh Kumar Narayan, 2005. "The saving and investment nexus for China: evidence from cointegration tests," Applied Economics, Taylor & Francis Journals, vol. 37(17), pages 1979-1990.
    30. Omri, Anis & Ben Mabrouk, Nejah & Sassi-Tmar, Amel, 2015. "Modeling the causal linkages between nuclear energy, renewable energy and economic growth in developed and developing countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 1012-1022.
    31. Jumbe, Charles B. L., 2004. "Cointegration and causality between electricity consumption and GDP: empirical evidence from Malawi," Energy Economics, Elsevier, vol. 26(1), pages 61-68, January.
    32. Menyah, Kojo & Wolde-Rufael, Yemane, 2010. "CO2 emissions, nuclear energy, renewable energy and economic growth in the US," Energy Policy, Elsevier, vol. 38(6), pages 2911-2915, June.
    33. Stern, David I., 2000. "A multivariate cointegration analysis of the role of energy in the US macroeconomy," Energy Economics, Elsevier, vol. 22(2), pages 267-283, April.
    34. Mahadevan, Renuka & Asafu-Adjaye, John, 2007. "Energy consumption, economic growth and prices: A reassessment using panel VECM for developed and developing countries," Energy Policy, Elsevier, vol. 35(4), pages 2481-2490, April.
    35. 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.
    36. Yoo, Seung-Hoon, 2006. "Causal relationship between coal consumption and economic growth in Korea," Applied Energy, Elsevier, vol. 83(11), pages 1181-1189, November.
    37. MacKinnon, James G, 1996. "Numerical Distribution Functions for Unit Root and Cointegration Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 601-618, Nov.-Dec..
    38. Payne, James E., 2010. "A survey of the electricity consumption-growth literature," Applied Energy, Elsevier, vol. 87(3), pages 723-731, March.
    39. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Patel, Arvind & Kumar, Radika Devi, 2014. "Exploring the effects of energy consumption on output per worker: A study of Albania, Bulgaria, Hungary and Romania," Energy Policy, Elsevier, vol. 69(C), pages 575-585.
    40. Yoo, S.-H., 2006. "The causal relationship between electricity consumption and economic growth in the ASEAN countries," Energy Policy, Elsevier, vol. 34(18), pages 3573-3582, December.
    41. Apergis, Nicholas & Payne, James E., 2011. "Renewable and non-renewable electricity consumption–growth nexus: Evidence from emerging market economies," Applied Energy, Elsevier, vol. 88(12), pages 5226-5230.
    42. Perron, Pierre, 1997. "Further evidence on breaking trend functions in macroeconomic variables," Journal of Econometrics, Elsevier, vol. 80(2), pages 355-385, October.
    43. Akinlo, A.E., 2009. "Electricity consumption and economic growth in Nigeria: Evidence from cointegration and co-feature analysis," Journal of Policy Modeling, Elsevier, vol. 31(5), pages 681-693, September.
    44. Cem Ertur & Wilfried Koch, 2007. "Growth, technological interdependence and spatial externalities: theory and evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1033-1062.
    45. Barry Bosworth & Susan M. Collins, 2008. "Accounting for Growth: Comparing China and India," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 45-66, Winter.
    46. Menegaki, Angeliki N., 2011. "Growth and renewable energy in Europe: A random effect model with evidence for neutrality hypothesis," Energy Economics, Elsevier, vol. 33(2), pages 257-263, March.
    47. Shiu, Alice & Lam, Pun-Lee, 2004. "Electricity consumption and economic growth in China," Energy Policy, Elsevier, vol. 32(1), pages 47-54, January.
    48. Wolde-Rufael, Yemane, 2006. "Electricity consumption and economic growth: a time series experience for 17 African countries," Energy Policy, Elsevier, vol. 34(10), pages 1106-1114, July.
    49. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and growth in Eurasia," Energy Economics, Elsevier, vol. 32(6), pages 1392-1397, November.
    50. Azam, Muhammad & Khan, Abdul Qayyum & Bakhtyar, B. & Emirullah, Chandra, 2015. "The causal relationship between energy consumption and economic growth in the ASEAN-5 countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 732-745.
    51. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    52. Yu, Eden S. H. & Hwang, Been-Kwei, 1984. "The relationship between energy and GNP : Further results," Energy Economics, Elsevier, vol. 6(3), pages 186-190, July.
    53. Yuan, Jiahai & Zhao, Changhong & Yu, Shunkun & Hu, Zhaoguang, 2007. "Electricity consumption and economic growth in China: Cointegration and co-feature analysis," Energy Economics, Elsevier, vol. 29(6), pages 1179-1191, November.
    54. Yoo, Seung-Hoon & Lee, Joo-Suk, 2010. "Electricity consumption and economic growth: A cross-country analysis," Energy Policy, Elsevier, vol. 38(1), pages 622-625, January.
    55. Soytas, Ugur & Sari, Ramazan, 2003. "Energy consumption and GDP: causality relationship in G-7 countries and emerging markets," Energy Economics, Elsevier, vol. 25(1), pages 33-37, January.
    56. Apergis, Nicholas & Payne, James E., 2011. "The renewable energy consumption-growth nexus in Central America," Applied Energy, Elsevier, vol. 88(1), pages 343-347, January.
    57. Tugcu, Can Tansel & Ozturk, Ilhan & Aslan, Alper, 2012. "Renewable and non-renewable energy consumption and economic growth relationship revisited: Evidence from G7 countries," Energy Economics, Elsevier, vol. 34(6), pages 1942-1950.
    58. Ghosh, Sajal, 2002. "Electricity consumption and economic growth in India," Energy Policy, Elsevier, vol. 30(2), pages 125-129, January.
    59. Yoo, Seung-Hoon & Kwak, So-Yoon, 2010. "Electricity consumption and economic growth in seven South American countries," Energy Policy, Elsevier, vol. 38(1), pages 181-188, January.
    60. Lee, Chien-Chiang, 2006. "The causality relationship between energy consumption and GDP in G-11 countries revisited," Energy Policy, Elsevier, vol. 34(9), pages 1086-1093, June.
    61. Abul Masih & Rumi Masih, 1998. "A multivariate cointegrated modelling approach in testing temporal causality between energy consumption, real income and prices with an application to two Asian LDCs," Applied Economics, Taylor & Francis Journals, vol. 30(10), pages 1287-1298.
    62. Masih, Abul M. M. & Masih, Rumi, 1996. "Energy consumption, real income and temporal causality: results from a multi-country study based on cointegration and error-correction modelling techniques," Energy Economics, Elsevier, vol. 18(3), pages 165-183, July.
    63. Soytas, Ugur & Sari, Ramazan, 2006. "Can China contribute more to the fight against global warming?," Journal of Policy Modeling, Elsevier, vol. 28(8), pages 837-846, November.
    64. Narayan, Paresh Kumar & Smyth, Russell, 2005. "Electricity consumption, employment and real income in Australia evidence from multivariate Granger causality tests," Energy Policy, Elsevier, vol. 33(9), pages 1109-1116, June.
    65. Bowden, Nicholas & Payne, James E., 2009. "The causal relationship between U.S. energy consumption and real output: A disaggregated analysis," Journal of Policy Modeling, Elsevier, vol. 31(2), pages 180-188.
    66. Kumar, Ronald Ravinesh & Kumar, Radika, 2013. "Effects of energy consumption on per worker output: A study of Kenya and South Africa," Energy Policy, Elsevier, vol. 62(C), pages 1187-1193.
    67. Ronald Kumar & Peter Stauvermann & Arvind Patel, 2015. "Nexus between electricity consumption and economic growth: a study of Gibraltar," Economic Change and Restructuring, Springer, vol. 48(2), pages 119-135, May.
    68. Oh, Wankeun & Lee, Kihoon, 2004. "Energy consumption and economic growth in Korea: testing the causality relation," Journal of Policy Modeling, Elsevier, vol. 26(8-9), pages 973-981, December.
    69. Yoo, Seung-Hoon, 2005. "Electricity consumption and economic growth: evidence from Korea," Energy Policy, Elsevier, vol. 33(12), pages 1627-1632, August.
    70. Oh, Wankeun & Lee, Kihoon, 2004. "Causal relationship between energy consumption and GDP revisited: the case of Korea 1970-1999," Energy Economics, Elsevier, vol. 26(1), pages 51-59, January.
    71. Altinay, Galip & Karagol, Erdal, 2004. "Structural break, unit root, and the causality between energy consumption and GDP in Turkey," Energy Economics, Elsevier, vol. 26(6), pages 985-994, November.
    72. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Loganathan, Nanthakumar & Kumar, Radika Devi, 2015. "Exploring the role of energy, trade and financial development in explaining economic growth in South Africa: A revisit," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1300-1311.
    73. Squalli, Jay, 2007. "Electricity consumption and economic growth: Bounds and causality analyses of OPEC members," Energy Economics, Elsevier, vol. 29(6), pages 1192-1205, November.
    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. Nikeel Kumar & Ronald Ravinesh Kumar & Radika Kumar & Peter Josef Stauvermann, 2020. "Is the tourism–growth relationship asymmetric in the Cook Islands? Evidence from NARDL cointegration and causality tests," Tourism Economics, , vol. 26(4), pages 658-681, June.
    2. Magdalena Ziolo & Krzysztof Kluza & Anna Spoz, 2019. "Impact of Sustainable Financial and Economic Development on Greenhouse Gas Emission in the Developed and Converging Economies," Energies, MDPI, vol. 12(23), pages 1-30, November.

    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. Ronald Kumar & Peter Stauvermann & Arvind Patel, 2015. "Nexus between electricity consumption and economic growth: a study of Gibraltar," Economic Change and Restructuring, Springer, vol. 48(2), pages 119-135, May.
    2. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Loganathan, Nanthakumar & Kumar, Radika Devi, 2015. "Exploring the role of energy, trade and financial development in explaining economic growth in South Africa: A revisit," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1300-1311.
    3. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Patel, Arvind & Kumar, Radika Devi, 2014. "Exploring the effects of energy consumption on output per worker: A study of Albania, Bulgaria, Hungary and Romania," Energy Policy, Elsevier, vol. 69(C), pages 575-585.
    4. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    5. Sofien, Tiba & Omri, Anis, 2016. "Literature survey on the relationships between energy variables, environment and economic growth," MPRA Paper 82555, University Library of Munich, Germany, revised 14 Sep 2016.
    6. 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.
    7. Kumar, Ronald Ravinesh & Kumar, Radika, 2013. "Effects of energy consumption on per worker output: A study of Kenya and South Africa," Energy Policy, Elsevier, vol. 62(C), pages 1187-1193.
    8. Dakpogan, Arnaud & Smit, Eon, 2018. "The effect of electricity losses on GDP in Benin," MPRA Paper 89545, University Library of Munich, Germany.
    9. Farzana Sharmin & Mohammed Robayet Khan & Mohammed Robayet Khan, 2016. "A Causal Relationship between Energy Consumption, Energy Prices and Economic Growth in Africa," International Journal of Energy Economics and Policy, Econjournals, vol. 6(3), pages 477-494.
    10. Muhammad Shahbaz & Mete Feridun, 2012. "Electricity consumption and economic growth empirical evidence from Pakistan," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(5), pages 1583-1599, August.
    11. Chor Foon Tang and Eu Chye Tan, 2012. "Electricity Consumption and Economic Growth in Portugal: Evidence from a Multivariate Framework Analysis," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4).
    12. Herrerias, M.J. & Joyeux, R. & Girardin, E., 2013. "Short- and long-run causality between energy consumption and economic growth: Evidence across regions in China," Applied Energy, Elsevier, vol. 112(C), pages 1483-1492.
    13. Omri, Anis, 2014. "An international literature survey on energy-economic growth nexus: Evidence from country-specific studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 951-959.
    14. Al-mulali, Usama & Fereidouni, Hassan Gholipour & Lee, Janice Ym & Sab, Che Normee Binti Che, 2013. "Examining the bi-directional long run relationship between renewable energy consumption and GDP growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 209-222.
    15. Stephan B. Bruns & Christian Gross & David I. Stern, 2014. "Is There Really Granger Causality between Energy Use and Output?," The Energy Journal, , vol. 35(4), pages 101-134, October.
    16. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2013. "Trivariate causality between economic growth, urbanisation and electricity consumption in Angola: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 60(C), pages 876-884.
    17. Al-Mulali, Usama & Ozturk, Ilhan, 2014. "Are energy conservation policies effective without harming economic growth in the Gulf Cooperation Council countries?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 639-650.
    18. Saleheen, Khan & Farooq Ahmed, Jam & Muhammad, Shahbaz, 2012. "Electricity Consumption and Economic Growth in Kazakhstan: Fresh Evidence from a Multivariate Framework Analysis," MPRA Paper 43460, University Library of Munich, Germany, revised 20 Dec 2012.
    19. Nermin Ya ar, 2017. "The Relationship between Energy Consumption and Economic Growth: Evidence from Different Income Country Groups," International Journal of Energy Economics and Policy, Econjournals, vol. 7(2), pages 86-97.
    20. Jalil, Abdul, 2014. "Energy–growth conundrum in energy exporting and importing countries: Evidence from heterogeneous panel methods robust to cross-sectional dependence," Energy Economics, Elsevier, vol. 44(C), pages 314-324.

    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:rensus:v:70:y:2017:i:c:p:1223-1239. 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/wps/find/journaldescription.cws_home/600126/description#description .

    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.