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Financing obstacles and growth: an analysis for euro area non-financial corporations

Author

Listed:
  • Ferrando, Annalisa
  • Martinez-Carrascal, Carmen
  • Coluzzi, Chiara
Abstract
This paper investigates whether financial obstacles, and, more generally, financial pressure faced by firms, significantly affect firm growth. For this purpose, we use an unbalanced panel of about 1,000,000 observations for around 155,000 non-financial corporations in five euro area countries. In addition to the balance sheet information in this panel, we also rely on firm-level survey data. In this way we are able to work out a direct measure of the firms' probability of facing financing obstacles. Our results indicate that, though based on few variables, this measure appears to be relevant in explaining firm growth in four out of the five countries considered. Other firm-level variables related to the financial pressure faced by firms, such as cash flow (debt burden) are found to exert a positive (negative) impact on firm growth, while the results for leverage are less clear-cut. JEL Classification: C23, E22, G32, L11, L25

Suggested Citation

  • Ferrando, Annalisa & Martinez-Carrascal, Carmen & Coluzzi, Chiara, 2009. "Financing obstacles and growth: an analysis for euro area non-financial corporations," Working Paper Series 997, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:2009997
    Note: 235236
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    1. Hernando, Ignacio & Martínez-Carrascal, Carmen, 2008. "The impact of financial variables on firms' real decisions: Evidence from Spanish firm-level data," Journal of Macroeconomics, Elsevier, vol. 30(1), pages 543-561, March.
    2. Gilchrist, Simon & Himmelberg, Charles P., 1995. "Evidence on the role of cash flow for investment," Journal of Monetary Economics, Elsevier, vol. 36(3), pages 541-572, December.
    3. Blandina Oliveira & Adelino Fortunato, 2006. "Testing Gibrat's Law: Empirical Evidence from a Panel of Portuguese Manufacturing Firms," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 13(1), pages 65-81.
    4. Evans, David S, 1987. "The Relationship between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 567-581, June.
    5. Demirgüç-Kunt, A. & Beck, T.H.L. & Honohan, P., 2008. "Finance for all? : Policies and pitfalls in expanding access," Other publications TiSEM aec73d3a-d6eb-457f-9182-3, Tilburg University, School of Economics and Management.
    6. John Sutton, 1997. "Gibrat's Legacy," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 40-59, March.
    7. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    8. Wagenvoort, Rien, 2003. "Are finance constraints hindering the growth of SMEs in Europe?," EIB Papers 7/2003, European Investment Bank, Economics Department.
    9. Beck, Thorsten & Demirguc-Kunt, Asli & Laeven, Luc & Maksimovic, Vojislav, 2006. "The determinants of financing obstacles," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 932-952, October.
    10. Schiantarelli, Fabio, 1996. "Financial Constraints and Investment: Methodological Issues and International Evidence," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 12(2), pages 70-89, Summer.
    11. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    12. Richard Blundell & Stephen Bond & Frank Windmeijer, 2000. "Estimation in dynamic panel data models: improving on the performance of the standard GMM estimator," IFS Working Papers W00/12, Institute for Fiscal Studies.
    13. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    14. Chesher, Andrew, 1979. "Testing the Law of Proportionate Effect," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 403-411, June.
    15. Goddard, John & Wilson, John & Blandon, Peter, 2002. "Panel tests of Gibrat's Law for Japanese manufacturing," International Journal of Industrial Organization, Elsevier, vol. 20(3), pages 415-433, March.
    16. Inklaar, Robert & Koetter, Michael, 2008. "Financial dependence and industry growth in Europe: Better banks and higher productivity," GGDC Research Memorandum GD-100, Groningen Growth and Development Centre, University of Groningen.
    17. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 2000. "Investment-Cash Flow Sensitivities are Useful: A Comment on Kaplan and Zingales," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 695-705.
    18. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2006. "Bank supervision and corruption in lending," Journal of Monetary Economics, Elsevier, vol. 53(8), pages 2131-2163, November.
    19. Luís M B Cabral & José Mata, 2003. "On the Evolution of the Firm Size Distribution: Facts and Theory," American Economic Review, American Economic Association, vol. 93(4), pages 1075-1090, September.
    20. Gian Luca Clementi & Hugo A. Hopenhayn, 2006. "A Theory of Financing Constraints and Firm Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 229-265.
    21. Lang, Larry & Ofek, Eli & Stulz, Rene M., 1996. "Leverage, investment, and firm growth," Journal of Financial Economics, Elsevier, vol. 40(1), pages 3-29, January.
    22. Thomas F. Cooley & Vincenzo Quadrini, 2001. "Financial Markets and Firm Dynamics," American Economic Review, American Economic Association, vol. 91(5), pages 1286-1310, December.
    23. Andrew Benito & Ignacio Hernando, 2008. "Labour Demand, Flexible Contracts and Financial Factors: Firm‐Level Evidence from Spain," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(3), pages 283-301, June.
    24. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    25. Blandina Oliveira & Adelino Fortunato, 2006. "Firm Growth and Liquidity Constraints: A Dynamic Analysis," Small Business Economics, Springer, vol. 27(2), pages 139-156, October.
    26. Andrew Benito & Ignacio Hernando, 2007. "Firm Behaviour And Financial Pressure: Evidence From Spanish Panel Data," Bulletin of Economic Research, Wiley Blackwell, vol. 59(4), pages 283-311, October.
    27. repec:bla:jindec:v:46:y:1998:i:4:p:453-88 is not listed on IDEAS
    28. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    29. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    30. 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.
    31. Dunne, Paul & Hughes, Alan, 1994. "Age, Size, Growth and Survival: UK Companies in the 1980s," Journal of Industrial Economics, Wiley Blackwell, vol. 42(2), pages 115-140, June.
    32. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    33. Robert E. Carpenter & Bruce C. Petersen, 2002. "Is The Growth Of Small Firms Constrained By Internal Finance?," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 298-309, May.
    34. Beck, Thorsten & Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2004. "Bank Competition and Access to Finance: International Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(3), pages 627-648, June.
    35. Giorgio Fagiolo & Alessandra Luzzi, 2006. "Do liquidity constraints matter in explaining firm size and growth? Some evidence from the Italian manufacturing industry," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(1), pages 1-39, February.
    36. Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1988. "Patterns of Firm Entry and Exit in U.S. Manufacturing Industries," RAND Journal of Economics, The RAND Corporation, vol. 19(4), pages 495-515, Winter.
    37. Tschoegl, Adrian E, 1983. "Size, Growth, and Transnationality among the World's Largest Banks," The Journal of Business, University of Chicago Press, vol. 56(2), pages 187-201, April.
    38. Dietmar Harhoff & Konrad Stahl & Michaerl Woywode, 1998. "Legal Form, Growth and Exit of West German Firms—Empirical Results for Manufacturing, Construction, Trade and Service Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 46(4), pages 453-488, December.
    39. 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.
    40. R. Glenn Hubbard, 1998. "Capital-Market Imperfections and Investment," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 193-225, March.
    41. Kumar, M S, 1985. "Growth, Acquisition Activity and Firm Size: Evidence from the United Kingdom," Journal of Industrial Economics, Wiley Blackwell, vol. 33(3), pages 327-338, March.
    42. Michael Devereux & Fabio Schiantarelli, 1990. "Investment, Financial Factors, and Cash Flow: Evidence from U.K. Panel Data," NBER Chapters, in: Asymmetric Information, Corporate Finance, and Investment, pages 279-306, National Bureau of Economic Research, Inc.
    43. repec:nsr:niesrd:77 is not listed on IDEAS
    44. Opler, Tim C & Titman, Sheridan, 1994. "Financial Distress and Corporate Performance," Journal of Finance, American Finance Association, vol. 49(3), pages 1015-1040, July.
    45. Francesca Lotti & Enrico Santarelli & Marco Vivarelli, 2003. "Does Gibrat's Law hold among young, small firms?," Journal of Evolutionary Economics, Springer, vol. 13(3), pages 213-235, August.
    46. Steven N. Kaplan & Luigi Zingales, 2000. "Investment-Cash Flow Sensitivities Are Not Valid Measures of Financing Constraints," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 707-712.
    47. John Hutchinson & Ana Xavier, 2006. "Comparing the Impact of Credit Constraints on the Growth of SMEs in a Transition Country with an Established Market Economy," Small Business Economics, Springer, vol. 27(2), pages 169-179, October.
    48. Joao F. Gomes, 2001. "Financing Investment," American Economic Review, American Economic Association, vol. 91(5), pages 1263-1285, December.
    49. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    50. Bentolila, Samuel & Saint-Paul, Gilles, 1992. "The macroeconomic impact of flexible labor contracts, with an application to Spain," European Economic Review, Elsevier, vol. 36(5), pages 1013-1047, June.
    51. 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.
    52. Rui Albuquerque & Hugo A. Hopenhayn, 2004. "Optimal Lending Contracts and Firm Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(2), pages 285-315.
    53. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    54. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    55. Evans, David S, 1987. "Tests of Alternative Theories of Firm Growth," Journal of Political Economy, University of Chicago Press, vol. 95(4), pages 657-674, August.
    56. Takeo Hoshi & Anil Kashyap & David Scharfstein, 1991. "Corporate Structure, Liquidity, and Investment: Evidence from Japanese Industrial Groups," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(1), pages 33-60.
    57. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    58. Paul Wachtel, 2003. "How much do we really know about growth and finance?," Economic Review, Federal Reserve Bank of Atlanta, vol. 88(Q1), pages 33-47.
    59. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    60. 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.
    61. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    62. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, September.
    63. Becchetti, Leonardo & Trovato, Giovanni, 2002. "The Determinants of Growth for Small and Medium Sized Firms: The Role of the Availability of External Finance," Small Business Economics, Springer, vol. 19(4), pages 291-306, December.
    64. repec:bla:jfinan:v:53:y:1998:i:6:p:2107-2137 is not listed on IDEAS
    65. Hart, Peter E & Oulton, Nicholas, 1996. "Growth and Size of Firms," Economic Journal, Royal Economic Society, vol. 106(438), pages 1242-1252, September.
    66. repec:dgr:rugggd:gd-100 is not listed on IDEAS
    67. Whited, Toni M, 1992. "Debt, Liquidity Constraints, and Corporate Investment: Evidence from Panel Data," Journal of Finance, American Finance Association, vol. 47(4), pages 1425-1460, September.
    68. Hall, Bronwyn H, 1987. "The Relationship between Firm Size and Firm Growth in the U.S. Manufacturing Sector," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 583-606, June.
    69. Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1989. "The Growth and Failure of U. S. Manufacturing Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(4), pages 671-698.
    70. Goddard, John A. & McKillop, Donal G. & Wilson, John O. S., 2002. "The growth of US credit unions," Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2327-2356.
    71. Papaioannou, Elias, 2007. "Finance and growth: a macroeconomic assessment of the evidence from a European angle," Working Paper Series 787, European Central Bank.
    72. Stein, Jeremy C., 2003. "Agency, information and corporate investment," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 2, pages 111-165, Elsevier.
    73. 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.
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    Cited by:

    1. Allegrezza, Serge & Ben Aoun-Peltier, Leila & Dubrocard, Anne & Larue, Solène, 2013. "Access to finance of independent SMEs in Luxembourg. The consequences of the crisis," MPRA Paper 49330, University Library of Munich, Germany.
    2. Annalisa Ferrando & Nicolas Griesshaber & Petra Köhler-Ulbrich & Sébastien Pérez-Duarte & Nadine Schmitt, 2013. "Measuring the opinion of firms on the supply and demand of external financing in the euro area," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the Sixth IFC Conference on "Statistical issues and activities in a changing environment", Basel, 28-29 August 2012., volume 36, pages 283-303, Bank for International Settlements.
    3. Ferrando, Annalisa & Mulier, Klaas, 2013. "Do firms use the trade credit channel to manage growth?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3035-3046.
    4. Paloma López-García & José Manuel Montero & Enrique Moral-Benito, 2012. "Business cycles and investment in intangibles: evidence from Spanish firms," Working Papers 1219, Banco de España.
    5. Annalisa Ferrando & Klaas Mulier, 2015. "Firms’ Financing Constraints: Do Perceptions Match the Actual Situation?," The Economic and Social Review, Economic and Social Studies, vol. 46(1), pages 87-117.
    6. Jayasooriya, Sujith, 2020. "Impact of Alternative Funding Instruments to Improve Access to Finance in SMEs: Evidence from Vietnam," MPRA Paper 104387, University Library of Munich, Germany.
    7. Anosisye M. Kesale, 2017. "Barriers Facing Startup Small and Medium Enterprises (SMEs) In Accessing External Capital in Tanzania," International Journal of Academic Research in Business and Social Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Business and Social Sciences, vol. 7(3), pages 55-72, March.
    8. Pana Alves & Daniel Dejuán & Laurent Maurin, 2019. "Can survey-based information help assess investment gaps in the eu?," Occasional Papers 1908, Banco de España.
    9. Concha Artola & Veronique Genre, 2011. "Euro Area SMEs under Financial Constraints: Belief or Reality?," CESifo Working Paper Series 3650, CESifo.
    10. David Cornille & François Rycx & Ilan Tojerow, 2017. "The employment consequences of SMEs’ credit constraints in the wake of the great recession," Working Paper Research 333, National Bank of Belgium.
    11. Alves, Pana & Dejuan, Daniel & Maurin, Laurent, 2019. "Can survey-based information help to assess investment gaps in the EU?," EIB Working Papers 2019/04, European Investment Bank (EIB).

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    More about this item

    Keywords

    financing constraints; Firm Growth; Panel data;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance

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