IDEAS home Printed from https://ideas.repec.org/a/eee/moneco/v117y2021icp91-107.html
   My bibliography  Save this article

Finance and productivity growth: Firm-level evidence

Author

Listed:
  • Levine, Oliver
  • Warusawitharana, Missaka

Abstract

The effect of financing frictions on firm productivity growth is not well understood. Using a model we show that a rise in financial frictions leads to increased sensitivity of productivity growth to the use of external finance. We test this prediction using a large dataset of mostly private European firms and find strong evidence supporting the prediction. Our findings demonstrate an important link between financial markets and the real economy, and help to explain why economic activity remains persistently depressed following financial crises.

Suggested Citation

  • Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    • Handle: RePEc:eee:moneco:v:117:y:2021:i:c:p:91-107
    DOI: 10.1016/j.jmoneco.2019.11.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304393219302132
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jmoneco.2019.11.009?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. Jeremy Franklin & May Rostom & Gregory Thwaites, 2015. "The banks that said no: banking relationships, credit supply and productivity in the UK," Discussion Papers 1525, Centre for Macroeconomics (CFM).
    2. Michael Salinger & Lawrence H. Summers, 1983. "Tax Reform and Corporate Investment: A Microeconometric Simulation Study," NBER Chapters, in: Behavioral Simulation Methods in Tax Policy Analysis, pages 247-288, National Bureau of Economic Research, Inc.
    3. Franklin, Jeremy & Rostom, May & Thwaites, Gregory, 2015. "The banks that said no: banking relationships, credit supply and productivity in the United Kingdom," Bank of England working papers 557, Bank of England.
    4. Antonio Falato & Nellie Liang, 2016. "Do Creditor Rights Increase Employment Risk? Evidence from Loan Covenants," Journal of Finance, American Finance Association, vol. 71(6), pages 2545-2590, December.
    5. Christopher A. Hennessy & Toni M. Whited, 2007. "How Costly Is External Financing? Evidence from a Structural Estimation," Journal of Finance, American Finance Association, vol. 62(4), pages 1705-1745, August.
    6. Gatti, Roberta & Love, Inessa, 2006. "Does access to credit improve productivity ? Evidence from Bulgarian firms," Policy Research Working Paper Series 3921, The World Bank.
    7. Petrosky-Nadeau, Nicolas & Wasmer, Etienne, 2015. "Macroeconomic dynamics in a model of goods, labor, and credit market frictions," Journal of Monetary Economics, Elsevier, vol. 72(C), pages 97-113.
    8. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "The Aftermath of Financial Crises," American Economic Review, American Economic Association, vol. 99(2), pages 466-472, May.
    9. Valerie Cerra & Sweta Chaman Saxena, 2008. "Growth Dynamics: The Myth of Economic Recovery," American Economic Review, American Economic Association, vol. 98(1), pages 439-457, March.
    10. Dell'Ariccia, Giovanni & Detragiache, Enrica & Rajan, Raghuram, 2008. "The real effect of banking crises," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 89-112, January.
    11. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    12. Gian Luca Clementi & Berardino Palazzo, 2016. "Entry, Exit, Firm Dynamics, and Aggregate Fluctuations," American Economic Journal: Macroeconomics, American Economic Association, vol. 8(3), pages 1-41, July.
    13. Hall, R.E., 2016. "Macroeconomics of Persistent Slumps," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 2131-2181, Elsevier.
    14. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    15. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    16. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    17. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    18. Annalisa Ferrando & Alessandro Ruggieri, 2018. "Financial constraints and productivity: Evidence from euro area companies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(3), pages 257-282, July.
    19. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Preface," MPRA Paper 17451, University Library of Munich, Germany.
    20. Gordon Phillips & Giorgo Sertsios, 2013. "How Do Firm Financial Conditions Affect Product Quality and Pricing?," Management Science, INFORMS, vol. 59(8), pages 1764-1782, August.
    21. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    22. Leland, Hayne E, 1994. "Corporate Debt Value, Bond Covenants, and Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 49(4), pages 1213-1252, September.
    23. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    24. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Chapter 1," MPRA Paper 17452, University Library of Munich, Germany.
    25. Thorsten Beck & Asli Demirguc-Kunt & Luc Laeven & Ross Levine, 2008. "Finance, Firm Size, and Growth," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(7), pages 1379-1405, October.
    26. Marianne Bertrand & Antoinette Schoar & David Thesmar, 2007. "Banking Deregulation and Industry Structure: Evidence from the French Banking Reforms of 1985," Journal of Finance, American Finance Association, vol. 62(2), pages 597-628, April.
    27. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2009. "Does Local Financial Development Matter?," Springer Books, in: Damiano Bruno Silipo (ed.), The Banks and the Italian Economy, chapter 0, pages 31-66, Springer.
    28. Marco Bassetto & Marco Cagetti & Mariacristina De Nardi, 2015. "Credit Crunches and Credit Allocation in a Model of Entrepreneurship," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(1), pages 53-76, January.
    29. Hyeok Jeong & Robert Townsend, 2007. "Sources of TFP growth: occupational choice and financial deepening," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 32(1), pages 179-221, July.
    30. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    31. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    32. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    33. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    34. Simon Gilchrist & Raphael Schoenle & Jae Sim & Egon Zakrajšek, 2017. "Inflation Dynamics during the Financial Crisis," American Economic Review, American Economic Association, vol. 107(3), pages 785-823, March.
    35. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    36. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    37. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    38. Philippe Aghion & Thibault Fally & Stefano Scarpetta, 2007. "Credit constraints as a barrier to the entry and post-entry growth of firms [‘Dualism and macroeconomic volatility’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 22(52), pages 732-779.
    39. Urban Jermann & Vincenzo Quadrini, 2012. "Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(1), pages 238-271, February.
    40. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    41. Jason G. Cummins & Kevin A. Hassett & Stephen D. Oliner, 2006. "Investment Behavior, Observable Expectations, and Internal Funds," American Economic Review, American Economic Association, vol. 96(3), pages 796-810, June.
    42. Karthik Krishnan & Debarshi K. Nandy & Manju Puri, 2015. "Does Financing Spur Small Business Productivity? Evidence from a Natural Experiment," Review of Financial Studies, Society for Financial Studies, vol. 28(6), pages 1768-1809.
    43. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    44. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2011. "Finance and Development: A Tale of Two Sectors," American Economic Review, American Economic Association, vol. 101(5), pages 1964-2002, August.
    45. Lawrence J. Christiano & Martin S. Eichenbaum & Mathias Trabandt, 2015. "Understanding the Great Recession," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(1), pages 110-167, January.
    46. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    47. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    48. Andrea Caggese, 2019. "Financing Constraints, Radical versus Incremental Innovation, and Aggregate Productivity," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(2), pages 275-309, April.
    49. Amil Petrin & Jerome Reiter & Kirk White, 2011. "The Impact of Plant-level Resource Reallocations and Technical Progress on U.S. Macroeconomic Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 14(1), pages 3-26, January.
    50. Butler, Alexander W. & Cornaggia, Jess, 2011. "Does access to external finance improve productivity? Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 99(1), pages 184-203, January.
    51. Joshua D. Rauh, 2006. "Investment and Financing Constraints: Evidence from the Funding of Corporate Pension Plans," Journal of Finance, American Finance Association, vol. 61(1), pages 33-71, February.
    52. Joao F. Gomes, 2001. "Financing Investment," American Economic Review, American Economic Association, vol. 91(5), pages 1263-1285, December.
    53. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    54. Jith Jayaratne & Philip E. Strahan, 1996. "The Finance-Growth Nexus: Evidence from Bank Branch Deregulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 639-670.
    55. Whited, Toni M., 2006. "External finance constraints and the intertemporal pattern of intermittent investment," Journal of Financial Economics, Elsevier, vol. 81(3), pages 467-502, September.
    56. Marcello Bofondi & Luisa Carpinelli & Enrico Sette, 2018. "Credit Supply During a Sovereign Debt Crisis," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 696-729.
    57. S.K. Bhutani, 2009. "China and India," India Quarterly: A Journal of International Affairs, , vol. 65(4), pages 383-391, October.
    58. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    59. Kydland, Finn E & Prescott, Edward C, 1982. "Time to Build and Aggregate Fluctuations," Econometrica, Econometric Society, vol. 50(6), pages 1345-1370, November.
    60. Robert E. Hall, 2011. "The Long Slump," American Economic Review, American Economic Association, vol. 101(2), pages 431-469, April.
    61. Thomas J. Chemmanur & Karthik Krishnan & Debarshi K. Nandy, 2011. "How Does Venture Capital Financing Improve Efficiency in Private Firms? A Look Beneath the Surface," Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 4037-4090.
    62. Asli Demeirgüç-Kunt & Ross Levine (ed.), 0. "Finance and Growth," Books, Edward Elgar Publishing, number 17119.
    63. Boyd, John H. & Prescott, Edward C., 1986. "Financial intermediary-coalitions," Journal of Economic Theory, Elsevier, vol. 38(2), pages 211-232, April.
    64. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    65. Urban Jermann & Vincenzo Quadrini, 2012. "Erratum: Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(2), pages 1186-1186, April.
    66. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    67. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    68. Missaka Warusawitharana, 2015. "Research and development, profits, and firm value: A structural estimation," Quantitative Economics, Econometric Society, vol. 6(2), pages 531-565, July.
    69. Long, John B, Jr & Plosser, Charles I, 1983. "Real Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 91(1), pages 39-69, February.
    70. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    71. Asli Demirgüç-Kunt & Vojislav Maksimovic, 1998. "Law, Finance, and Firm Growth," Journal of Finance, American Finance Association, vol. 53(6), pages 2107-2137, December.
    72. Roberta Gatti & Inessa Love, 2008. "Does access to credit improve productivity? Evidence from Bulgaria1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 16(3), pages 445-465, July.
    73. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," BIS Working Papers 711, Bank for International Settlements.
    74. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," Temi di discussione (Economic working papers) 1168, Bank of Italy, Economic Research and International Relations Area.
    75. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    76. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    77. 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.
    78. repec:hal:spmain:info:hdl:2441/5por5bt92h8l0bc7ls4elmcc0b is not listed on IDEAS
    79. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    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. Andrés Rodríguez‐Pose & Roberto Ganau & Kristina Maslauskaite & Monica Brezzi, 2021. "Credit constraints, labor productivity, and the role of regional institutions: Evidence from manufacturing firms in Europe," Journal of Regional Science, Wiley Blackwell, vol. 61(2), pages 299-328, March.
    2. James B. Ang & Jakob B. Madsen, 2012. "Risk capital, private credit, and innovative production," Canadian Journal of Economics, Canadian Economics Association, vol. 45(4), pages 1608-1639, November.
    3. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," BIS Working Papers 711, Bank for International Settlements.
    4. Francesco Manaresi & Mr. Nicola Pierri, 2019. "Credit Supply and Productivity Growth," IMF Working Papers 2019/107, International Monetary Fund.
    5. Hardy, Bryan & Sever, Can, 2021. "Financial crises and innovation," European Economic Review, Elsevier, vol. 138(C).
    6. Demirguc-Kunt, Asli, 2006. "Finance and economic development : policy choices for developing countries," Policy Research Working Paper Series 3955, The World Bank.
    7. Naeem, Kashif & Li, Matthew C., 2019. "Corporate investment efficiency: The role of financial development in firms with financing constraints and agency issues in OECD non-financial firms," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 53-68.
    8. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," Temi di discussione (Economic working papers) 1168, Bank of Italy, Economic Research and International Relations Area.
    9. Popov, Alexander, 2017. "Evidence on finance and economic growth," Working Paper Series 2115, European Central Bank.
    10. Berger, Allen N. & Molyneux, Phil & Wilson, John O.S., 2020. "Banks and the real economy: An assessment of the research," Journal of Corporate Finance, Elsevier, vol. 62(C).
    11. Giorgio Barba Navaretti & Anna Cecilia Rosso, 2023. "Access to capital markets and the geography of productivity leaders and laggards," Journal of Regional Science, Wiley Blackwell, vol. 63(1), pages 64-113, January.
    12. Gochoco-Bautista, Maria Socorro & Sotocinal, Noli R. & Wang, Jianxin, 2014. "Corporate Investments in Asian Markets: Financial Conditions, Financial Development, and Financial Constraints," World Development, Elsevier, vol. 57(C), pages 63-78.
    13. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    14. Bah, El-hadj & Fang, Lei, 2015. "Impact of the business environment on output and productivity in Africa," Journal of Development Economics, Elsevier, vol. 114(C), pages 159-171.
    15. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    16. Patrick Musso & Stefano Schiavo, 2008. "The impact of financial constraints on firm survival and growth," Journal of Evolutionary Economics, Springer, vol. 18(2), pages 135-149, April.
    17. repec:hal:spmain:info:hdl:2441/6119 is not listed on IDEAS
    18. Tori, Daniele & Onaran, Özlem, 2018. "Financialisation, financial development, and investment: evidence from European non-financial corporations," Greenwich Papers in Political Economy 22196, University of Greenwich, Greenwich Political Economy Research Centre.
    19. Thorsten Beck, 2009. "The Econometrics of Finance and Growth," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 25, pages 1180-1209, Palgrave Macmillan.
    20. Chen, Minjia & Matousek, Roman, 2020. "Do productive firms get external finance? Evidence from Chinese listed manufacturing firms," International Review of Financial Analysis, Elsevier, vol. 67(C).
    21. Thorsten Beck & Asli Demirguc-Kunt & Luc Laeven & Ross Levine, 2008. "Finance, Firm Size, and Growth," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(7), pages 1379-1405, October.

    More about this item

    Keywords

    Financial crises; Financial frictions; Innovation; Total factor productivity (TFP);
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

    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:moneco:v:117:y:2021:i:c:p:91-107. 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/inca/505566 .

    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.