IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v141y2021ics1364032121000769.html
   My bibliography  Save this article

Energy efficiency and economy-wide rebound effects: A review of the evidence and its implications

Author

Listed:
  • Brockway, Paul E.
  • Sorrell, Steve
  • Semieniuk, Gregor
  • Heun, Matthew Kuperus
  • Court, Victor

Abstract

The majority of global energy scenarios anticipate a structural break in the relationship between energy consumption and gross domestic product (GDP), with several scenarios projecting absolute decoupling, where energy use falls while GDP continues to grow. However, there are few precedents for absolute decoupling, and current global trends are in the opposite direction. This paper explores one possible explanation for the historical close relationship between energy consumption and GDP, namely that the economy-wide rebound effects from improved energy efficiency are larger than is commonly assumed. We review the evidence on the size of economy-wide rebound effects and explore whether and how such effects are taken into account within the models used to produce global energy scenarios. We find the evidence base to be growing in size and quality, but remarkably diverse in terms of the methodologies employed, assumptions used, and rebound mechanisms included. Despite this diversity, the results are broadly consistent and suggest that economy-wide rebound effects may erode more than half of the expected energy savings from improved energy efficiency. We also find that many of the mechanisms driving rebound effects are overlooked by integrated assessment and global energy models. We therefore conclude that global energy scenarios may underestimate the future rate of growth of global energy demand.

Suggested Citation

  • Brockway, Paul E. & Sorrell, Steve & Semieniuk, Gregor & Heun, Matthew Kuperus & Court, Victor, 2021. "Energy efficiency and economy-wide rebound effects: A review of the evidence and its implications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
  • Handle: RePEc:eee:rensus:v:141:y:2021:i:c:s1364032121000769
    DOI: 10.1016/j.rser.2021.110781
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032121000769
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2021.110781?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. David I. Stern and Astrid Kander, 2012. "The Role of Energy in the Industrial Revolution and Modern Economic Growth," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    2. Turner, Karen, 2009. "Negative rebound and disinvestment effects in response to an improvement in energy efficiency in the UK economy," Energy Economics, Elsevier, vol. 31(5), pages 648-666, September.
    3. Thomas, Brinda A. & Azevedo, Inês L., 2013. "Estimating direct and indirect rebound effects for U.S. households with input–output analysis Part 1: Theoretical framework," Ecological Economics, Elsevier, vol. 86(C), pages 199-210.
    4. Stern, David I., 2020. "How large is the economy-wide rebound effect?," Energy Policy, Elsevier, vol. 147(C).
    5. Zsuzsanna Csereklyei, M. d. Mar Rubio-Varas, and David I. Stern, 2016. "Energy and Economic Growth: The Stylized Facts," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2).
    6. David I. Stern, 2017. "How accurate are energy intensity projections?," Climatic Change, Springer, vol. 143(3), pages 537-545, August.
    7. Bye, Brita & Fæhn, Taran & Rosnes, Orvika, 2018. "Residential energy efficiency policies: Costs, emissions and rebound effects," Energy, Elsevier, vol. 143(C), pages 191-201.
    8. Steve Sorrell, 2014. "Energy Substitution, Technical Change and Rebound Effects," Energies, MDPI, vol. 7(5), pages 1-24, April.
    9. Barkhordar, Zahra A., 2019. "Evaluating the economy-wide effects of energy efficient lighting in the household sector of Iran," Energy Policy, Elsevier, vol. 127(C), pages 125-133.
    10. Fullerton, Don & Ta, Chi L., 2020. "Costs of energy efficiency mandates can reverse the sign of rebound," Journal of Public Economics, Elsevier, vol. 188(C).
    11. Kenneth Gillingham & David Rapson & Gernot Wagner, 2016. "The Rebound Effect and Energy Efficiency Policy," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(1), pages 68-88.
    12. Volker Krey, 2014. "Global energy-climate scenarios and models: a review," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 3(4), pages 363-383, July.
    13. Kriegler, Elmar & Petermann, Nils & Krey, Volker & Schwanitz, Valeria Jana & Luderer, Gunnar & Ashina, Shuichi & Bosetti, Valentina & Eom, Jiyong & Kitous, Alban & Méjean, Aurélie & Paroussos, Leonida, 2015. "Diagnostic indicators for integrated assessment models of climate policy," Technological Forecasting and Social Change, Elsevier, vol. 90(PA), pages 45-61.
    14. Turner, Karen & Hanley, Nick, 2011. "Energy efficiency, rebound effects and the environmental Kuznets Curve," Energy Economics, Elsevier, vol. 33(5), pages 709-720, September.
    15. J. Daniel Khazzoom, 1980. "Economic Implications of Mandated Efficiency in Standards for Household Appliances," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 21-40.
    16. Grubb, M. J., 1990. "Communication Energy efficiency and economic fallacies," Energy Policy, Elsevier, vol. 18(8), pages 783-785, October.
    17. Guerra, Ana-Isabel & Sancho, Ferran, 2010. "Rethinking economy-wide rebound measures: An unbiased proposal," Energy Policy, Elsevier, vol. 38(11), pages 6684-6694, November.
    18. Morakinyo O. Adetutu, Anthony J. Glass, and Thomas G. Weyman-Jones, 2016. "Economy-wide Estimates of Rebound Effects: Evidence from Panel Data," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    19. Napp, T.A. & Few, S. & Sood, A. & Bernie, D. & Hawkes, A. & Gambhir, A., 2019. "The role of advanced demand-sector technologies and energy demand reduction in achieving ambitious carbon budgets," Applied Energy, Elsevier, vol. 238(C), pages 351-367.
    20. Koetse, Mark J. & de Groot, Henri L.F. & Florax, Raymond J.G.M., 2008. "Capital-energy substitution and shifts in factor demand: A meta-analysis," Energy Economics, Elsevier, vol. 30(5), pages 2236-2251, September.
    21. Ajay Gambhir & Laurent Drouet & David McCollum & Tamaryn Napp & Dan Bernie & Adam Hawkes & Oliver Fricko & Petr Havlik & Keywan Riahi & Valentina Bosetti & Jason Lowe, 2017. "Assessing the Feasibility of Global Long-Term Mitigation Scenarios," Energies, MDPI, vol. 10(1), pages 1-31, January.
    22. Stephan B. Bruns & Alessio Moneta & David I. Stern, 2019. "Macroeconomic time-series evidence that energy efficiency improvements do not save energy," CAMA Working Papers 2019-21, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    23. Lecca, Patrizio & McGregor, Peter G. & Swales, J. Kim & Turner, Karen, 2014. "The added value from a general equilibrium analysis of increased efficiency in household energy use," Ecological Economics, Elsevier, vol. 100(C), pages 51-62.
    24. Saunders, Harry D., 2013. "Historical evidence for energy efficiency rebound in 30 US sectors and a toolkit for rebound analysts," Technological Forecasting and Social Change, Elsevier, vol. 80(7), pages 1317-1330.
    25. Böhringer, Christoph & Rivers, Nicholas, 2021. "The energy efficiency rebound effect in general equilibrium," Journal of Environmental Economics and Management, Elsevier, vol. 109(C).
    26. Orea, Luis & Llorca, Manuel & Filippini, Massimo, 2015. "A new approach to measuring the rebound effect associated to energy efficiency improvements: An application to the US residential energy demand," Energy Economics, Elsevier, vol. 49(C), pages 599-609.
    27. Kraan, Oscar & Chappin, Emile & Kramer, Gert Jan & Nikolic, Igor, 2019. "The influence of the energy transition on the significance of key energy metrics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 111(C), pages 215-223.
    28. Yu, Xuewei & Moreno-Cruz, Juan & Crittenden, John C., 2015. "Regional energy rebound effect: The impact of economy-wide and sector level energy efficiency improvement in Georgia, USA," Energy Policy, Elsevier, vol. 87(C), pages 250-259.
    29. Hardt, Lukas & Owen, Anne & Brockway, Paul & Heun, Matthew K. & Barrett, John & Taylor, Peter G. & Foxon, Timothy J., 2018. "Untangling the drivers of energy reduction in the UK productive sectors: Efficiency or offshoring?," Applied Energy, Elsevier, vol. 223(C), pages 124-133.
    30. Csereklyei, Zsuzsanna & Stern, David I., 2015. "Global energy use: Decoupling or convergence?," Energy Economics, Elsevier, vol. 51(C), pages 633-641.
    31. Moreau, Vincent & Vuille, François, 2018. "Decoupling energy use and economic growth: Counter evidence from structural effects and embodied energy in trade," Applied Energy, Elsevier, vol. 215(C), pages 54-62.
    32. Grepperud, Sverre & Rasmussen, Ingeborg, 2004. "A general equilibrium assessment of rebound effects," Energy Economics, Elsevier, vol. 26(2), pages 261-282, March.
    33. Saunders, Harry D., 2008. "Fuel conserving (and using) production functions," Energy Economics, Elsevier, vol. 30(5), pages 2184-2235, September.
    34. Paul E. Brockway & Harry Saunders & Matthew K. Heun & Timothy J. Foxon & Julia K. Steinberger & John R. Barrett & Steve Sorrell, 2017. "Energy Rebound as a Potential Threat to a Low-Carbon Future: Findings from a New Exergy-Based National-Level Rebound Approach," Energies, MDPI, vol. 10(1), pages 1-24, January.
    35. Jonathan Temple, 2006. "Aggregate Production Functions and Growth Economics," International Review of Applied Economics, Taylor & Francis Journals, vol. 20(3), pages 301-317.
    36. Sam Anson, 2009. "Rebound and disinvestment effects in oil consumption and supply resulting from an increase in energy efficiency in the Scottish commercial transport sector," Working Papers 0901, University of Strathclyde Business School, Department of Economics.
    37. Cleveland, Cutler J. & Kaufmann, Robert K. & Stern, David I., 2000. "Aggregation and the role of energy in the economy," Ecological Economics, Elsevier, vol. 32(2), pages 301-317, February.
    38. Jesus Felipe & J. S. L. McCombie, 2010. "What is wrong with aggregate production functions. On Temple's 'aggregate production functions and growth economics'," International Review of Applied Economics, Taylor & Francis Journals, vol. 24(6), pages 665-684.
    39. G. Marangoni & M. Tavoni & V. Bosetti & E. Borgonovo & P. Capros & O. Fricko & D. E. H. J. Gernaat & C. Guivarch & P. Havlik & D. Huppmann & N. Johnson & P. Karkatsoulis & I. Keppo & V. Krey & E. Ó Br, 2017. "Sensitivity of projected long-term CO2 emissions across the Shared Socioeconomic Pathways," Nature Climate Change, Nature, vol. 7(2), pages 113-117, February.
    40. Broberg, Thomas & Berg, Charlotte & Samakovlis, Eva, 2015. "The economy-wide rebound effect from improved energy efficiency in Swedish industries–A general equilibrium analysis," Energy Policy, Elsevier, vol. 83(C), pages 26-37.
    41. Koesler, Simon, 2013. "Catching the rebound: Economy-wide implications of an efficiency shock in the provision of transport services by households," ZEW Discussion Papers 13-082, ZEW - Leibniz Centre for European Economic Research.
    42. Shao, Shuai & Huang, Tao & Yang, Lili, 2014. "Using latent variable approach to estimate China׳s economy-wide energy rebound effect over 1954–2010," Energy Policy, Elsevier, vol. 72(C), pages 235-248.
    43. Chitnis, Mona & Sorrell, Steve & Druckman, Angela & Firth, Steven K. & Jackson, Tim, 2013. "Turning lights into flights: Estimating direct and indirect rebound effects for UK households," Energy Policy, Elsevier, vol. 55(C), pages 234-250.
    44. Dimitropoulos, Alexandros & Oueslati, Walid & Sintek, Christina, 2018. "The rebound effect in road transport: A meta-analysis of empirical studies," Energy Economics, Elsevier, vol. 75(C), pages 163-179.
    45. Chitnis, Mona & Sorrell, Steve, 2015. "Living up to expectations: Estimating direct and indirect rebound effects for UK households," Energy Economics, Elsevier, vol. 52(S1), pages 100-116.
    46. Wei, Taoyuan & Liu, Yang, 2019. "Estimation of resource-specific technological change," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 29-33.
    47. Chitnis, Mona & Sorrell, Steve & Druckman, Angela & Firth, Steven K. & Jackson, Tim, 2014. "Who rebounds most? Estimating direct and indirect rebound effects for different UK socioeconomic groups," Ecological Economics, Elsevier, vol. 106(C), pages 12-32.
    48. Lu, Yingying & Liu, Yu & Zhou, Meifang, 2017. "Rebound effect of improved energy efficiency for different energy types: A general equilibrium analysis for China," Energy Economics, Elsevier, vol. 62(C), pages 248-256.
    49. Lin, Boqiang & Liu, Xia, 2012. "Dilemma between economic development and energy conservation: Energy rebound effect in China," Energy, Elsevier, vol. 45(1), pages 867-873.
    50. Duarte, Rosa & Sánchez-Chóliz, Julio & Sarasa, Cristina, 2018. "Consumer-side actions in a low-carbon economy: A dynamic CGE analysis for Spain," Energy Policy, Elsevier, vol. 118(C), pages 199-210.
    51. Sorrell, Steve & Dimitropoulos, John & Sommerville, Matt, 2009. "Empirical estimates of the direct rebound effect: A review," Energy Policy, Elsevier, vol. 37(4), pages 1356-1371, April.
    52. Sebastian Rausch & Hagen Schwerin, 2016. "Long-Run Energy Use and the Efficiency Paradox," CER-ETH Economics working paper series 16/227, CER-ETH - Center of Economic Research (CER-ETH) at ETH Zurich.
    53. Gregor Semieniuk & Lance Taylor & Armon Rezai & Duncan K. Foley, 2021. "Plausible energy demand patterns in a growing global economy with climate policy," Nature Climate Change, Nature, vol. 11(4), pages 313-318, April.
    54. Harry D. Saunders, 2015. "Recent Evidence for Large Rebound: Elucidating the Drivers and their Implications for Climate Change Models," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    55. Steckel, Jan Christoph & Brecha, Robert J. & Jakob, Michael & Strefler, Jessica & Luderer, Gunnar, 2013. "Development without energy? Assessing future scenarios of energy consumption in developing countries," Ecological Economics, Elsevier, vol. 90(C), pages 53-67.
    56. Qiang Du & Yi Li & Libiao Bai, 2017. "The Energy Rebound Effect for the Construction Industry: Empirical Evidence from China," Sustainability, MDPI, vol. 9(5), pages 1-11, May.
    57. Wei, Taoyuan & Liu, Yang, 2017. "Estimation of global rebound effect caused by energy efficiency improvement," Energy Economics, Elsevier, vol. 66(C), pages 27-34.
    58. Anson, Sam & Turner, Karen, 2009. "Rebound and disinvestment effects in refined oil consumption and supply resulting from an increase in energy efficiency in the Scottish commercial transport sector," Energy Policy, Elsevier, vol. 37(9), pages 3608-3620, September.
    59. Arthur A. van Benthem, 2015. "Energy Leapfrogging," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 2(1), pages 93-132.
    60. Hanley, Nick & McGregor, Peter G. & Swales, J. Kim & Turner, Karen, 2009. "Do increases in energy efficiency improve environmental quality and sustainability?," Ecological Economics, Elsevier, vol. 68(3), pages 692-709, January.
    61. Messner, Sabine & Schrattenholzer, Leo, 2000. "MESSAGE–MACRO: linking an energy supply model with a macroeconomic module and solving it iteratively," Energy, Elsevier, vol. 25(3), pages 267-282.
    62. G. Mandras & G. Garau, 2015. "Economy-wide rebound effects from an increase in efficiency in the use of energy: the Italian case," Working Paper CRENoS 201520, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    63. Ha, Soo Jung & Lange, Ian & Lecca, Patrizio & Turner, Karen, 2012. "Econometric estimation of nested production functions and testing in a computable general equilibrium analysis of economy-wide rebound effec ts," Stirling Economics Discussion Papers 2012-08, University of Stirling, Division of Economics.
    64. Gioele Figus & Patrizio Lecca & Karen Turner & Peter McGregor, 2016. "Increased energy efficiency in Scottish households: trading-off economic benefits and energy rebound effects?," EcoMod2016 9454, EcoMod.
    65. Ang, B.W., 2006. "Monitoring changes in economy-wide energy efficiency: From energy-GDP ratio to composite efficiency index," Energy Policy, Elsevier, vol. 34(5), pages 574-582, March.
    66. Koesler, Simon & Swales, Kim & Turner, Karen, 2016. "International spillover and rebound effects from increased energy efficiency in Germany," Energy Economics, Elsevier, vol. 54(C), pages 444-452.
    67. Daioglou, Vassilis & van Ruijven, Bas J. & van Vuuren, Detlef P., 2012. "Model projections for household energy use in developing countries," Energy, Elsevier, vol. 37(1), pages 601-615.
    68. Allan, Grant & Hanley, Nick & McGregor, Peter & Swales, Kim & Turner, Karen, 2007. "The impact of increased efficiency in the industrial use of energy: A computable general equilibrium analysis for the United Kingdom," Energy Economics, Elsevier, vol. 29(4), pages 779-798, July.
    69. Kulmer, Veronika & Seebauer, Sebastian, 2019. "How robust are estimates of the rebound effect of energy efficiency improvements? A sensitivity analysis of consumer heterogeneity and elasticities," Energy Policy, Elsevier, vol. 132(C), pages 1-14.
    70. Lin, Boqiang & Du, Kerui, 2015. "Measuring energy rebound effect in the Chinese economy: An economic accounting approach," Energy Economics, Elsevier, vol. 50(C), pages 96-104.
    Full references (including those not matched with items on IDEAS)

    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. Bruns, Stephan B. & Moneta, Alessio & Stern, David I., 2021. "Estimating the economy-wide rebound effect using empirically identified structural vector autoregressions," Energy Economics, Elsevier, vol. 97(C).
    2. Stern, David I., 2020. "How large is the economy-wide rebound effect?," Energy Policy, Elsevier, vol. 147(C).
    3. Jafari, Mahboubeh & Stern, David I. & Bruns, Stephan B., 2022. "How large is the economy-wide rebound effect in middle income countries? Evidence from Iran," Ecological Economics, Elsevier, vol. 193(C).
    4. Rocha, Felipe Freitas da & Almeida, Edmar Luiz Fagundes de, 2021. "A general equilibrium model of macroeconomic rebound effect: A broader view," Energy Economics, Elsevier, vol. 98(C).
    5. Jin, Taeyoung & Kim, Jinsoo, 2019. "A new approach for assessing the macroeconomic growth energy rebound effect," Applied Energy, Elsevier, vol. 239(C), pages 192-200.
    6. Saunders, Harry D. & Roy, Joyashree & Azevedo, Inês M.L. & Chakravarty, Debalina & Dasgupta, Shyamasree & De La Rue Du Can, Stephane & Druckman, Angela & Fouquet, Roger & Grubb, Michael & Lin, Boqiang, 2021. "Energy efficiency: what has research delivered in the last 40 years?," LSE Research Online Documents on Economics 114344, London School of Economics and Political Science, LSE Library.
    7. Kulmer, Veronika & Seebauer, Sebastian, 2019. "How robust are estimates of the rebound effect of energy efficiency improvements? A sensitivity analysis of consumer heterogeneity and elasticities," Energy Policy, Elsevier, vol. 132(C), pages 1-14.
    8. Zhou, Meifang & Liu, Yu & Feng, Shenghao & Liu, Yang & Lu, Yingying, 2018. "Decomposition of rebound effect: An energy-specific, general equilibrium analysis in the context of China," Applied Energy, Elsevier, vol. 221(C), pages 280-298.
    9. Gioele Figus & Patrizio Lecca & Peter McGregor & Karen Turner, 2017. "Energy efficiency as an instrument of regional development policy? Trading-off the benefits of an economic stimulus and energy rebound effects," Working Papers 1702, University of Strathclyde Business School, Department of Economics.
    10. Cansino, José M. & Ordóñez, Manuel & Prieto, Manuela, 2022. "Decomposition and measurement of the rebound effect: The case of energy efficiency improvements in Spain," Applied Energy, Elsevier, vol. 306(PA).
    11. Maliyamu Abudureheman & Qingzhe Jiang & Xiucheng Dong & Cong Dong, 2022. "CO 2 Emissions in China: Does the Energy Rebound Matter?," Energies, MDPI, vol. 15(12), pages 1-25, June.
    12. Gioele Figus & Patrizio Lecca & Karen Turner & Peter McGregor, 2016. "Increased energy efficiency in Scottish households: trading-off economic benefits and energy rebound effects?," EcoMod2016 9454, EcoMod.
    13. Yan, Zheming & Ouyang, Xiaoling & Du, Kerui, 2019. "Economy-wide estimates of energy rebound effect: Evidence from China's provinces," Energy Economics, Elsevier, vol. 83(C), pages 389-401.
    14. Broberg, Thomas & Berg, Charlotte & Samakovlis, Eva, 2015. "The economy-wide rebound effect from improved energy efficiency in Swedish industries–A general equilibrium analysis," Energy Policy, Elsevier, vol. 83(C), pages 26-37.
    15. Colmenares, Gloria & Löschel, Andreas & Madlener, Reinhard, 2019. "The rebound effect and its representation in energy and climate models," CAWM Discussion Papers 106, University of Münster, Münster Center for Economic Policy (MEP).
    16. Berner, Anne & Bruns, Stephan & Moneta, Alessio & Stern, David I., 2022. "Do energy efficiency improvements reduce energy use? Empirical evidence on the economy-wide rebound effect in Europe and the United States," Energy Economics, Elsevier, vol. 110(C).
    17. Wang, Jiayu & Yu, Shuao & Liu, Tiansen, 2021. "A theoretical analysis of the direct rebound effect caused by energy efficiency improvement of private consumers," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 171-181.
    18. Lemoine, Derek, 2020. "General equilibrium rebound from energy efficiency innovation," European Economic Review, Elsevier, vol. 125(C).
    19. Sondes Kahouli & Xavier Pautrel, 2020. "Residential and Industrial Energy Efficiency Improvement: A Dynamic General Equilibrium Analysis of the Rebound Effect," Working Papers 2020.28, Fondazione Eni Enrico Mattei.
    20. Yuan, Zhen & Xu, Jie & Li, Bing & Yao, Tingting, 2022. "Limits of technological progress in controlling energy consumption: Evidence from the energy rebound effects across China's industrial sector," Energy, Elsevier, vol. 245(C).

    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:141:y:2021:i:c:s1364032121000769. 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.