IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/88839.html
   My bibliography  Save this paper

An Indicator of Credit Crunch using Italian Business Surveys

Author

Listed:
  • Girardi, Alessandro
  • Ventura, Marco
  • Margani, Patrizia

Abstract

This paper presents a two-step procedure to derive a credit crunch indicator for the Italian manufacturing sector. Using qualitative firm-level data over the years 2008-2018, nonlinear discrete panel data techniques are first applied in order to identify the loan supply curve controlling for firm-specific observable characteristics. In the subsequent step, the variation of the estimated supply curve that cannot be explained by proxies for loan demand is interpreted as the degree of credit squeeze prevailing in the economy at a given point in time. The empirical evidence shows that credit crunch episodes are less likely to occur during periods of sustained economic growth, or when credit availability for the manufacturing sector is relatively abundant. In contrast, a tight monetary policy stance or a worsening of the quality of banking balance sheets tend to increase the likelihood of experiencing a credit squeeze

Suggested Citation

  • Girardi, Alessandro & Ventura, Marco & Margani, Patrizia, 2018. "An Indicator of Credit Crunch using Italian Business Surveys," MPRA Paper 88839, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:88839
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/88839/1/MPRA_paper_88839.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jan-Egbert Sturm & Timo Wollmershäuser (ed.), 2005. "Ifo Survey Data in Business Cycle and Monetary Policy Analysis," Contributions to Economics, Springer, number 978-3-7908-1605-1.
    2. 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.
    3. Marc J. Melitz & Giancarlo I. P. Ottaviano, 2021. "Market Size, Trade, and Productivity," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 4, pages 87-108, World Scientific Publishing Co. Pte. Ltd..
    4. Fidrmuc, Jarko & Hainz, Christa, 2013. "The effect of banking regulation on cross-border lending," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1310-1322.
    5. Roberto Basile & Sergio de Nardis & Carmine Pappalardo, 2014. "Firm heterogeneity and regional business cycles differentials," Journal of Economic Geography, Oxford University Press, vol. 14(6), pages 1087-1115.
    6. Borensztein, Eduardo & Lee, Jong-Wha, 2002. "Financial crisis and credit crunch in Korea: evidence from firm-level data," Journal of Monetary Economics, Elsevier, vol. 49(4), pages 853-875, May.
    7. Holston, Kathryn & Laubach, Thomas & Williams, John C., 2017. "Measuring the natural rate of interest: International trends and determinants," Journal of International Economics, Elsevier, vol. 108(S1), pages 59-75.
    8. Douglas W. Diamond & Raghuram G. Rajan, 2006. "Money in a Theory of Banking," American Economic Review, American Economic Association, vol. 96(1), pages 30-53, March.
    9. Bastos, João A., 2010. "Forecasting bank loans loss-given-default," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2510-2517, October.
    10. 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.
    11. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    12. Criscuolo, Chiara & Martin, Ralf & Overman, Henry & Van Reenen, John, 2012. "The Causal Effects of an Industrial Policy," IZA Discussion Papers 6323, Institute of Labor Economics (IZA).
    13. Galí, Jordi & Gertler, Mark, 1999. "Inflation Dynamics: A Structural Economic Analysis," CEPR Discussion Papers 2246, C.E.P.R. Discussion Papers.
    14. Stefan Boes & Rainer Winkelmann, 2006. "The Effect of Income on Positive and Negative Subjective Well-Being," SOI - Working Papers 0605, Socioeconomic Institute - University of Zurich.
    15. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    16. Andrea F. Presbitero & Gregory F. Udell & Alberto Zazzaro, 2014. "The Home Bias and the Credit Crunch: A Regional Perspective," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(s1), pages 53-85, February.
    17. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    18. Horst Rottmann & Timo Wollmershäuser, 2013. "A micro data approach to the identification of credit crunches," Applied Economics, Taylor & Francis Journals, vol. 45(17), pages 2423-2441, June.
    19. Caporale, Guglielmo Maria & Girardi, Alessandro, 2013. "Price discovery and trade fragmentation in a multi-market environment: Evidence from the MTS system," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 227-240.
    20. Ben S. Bernanke & Cara S. Lown, 1991. "The Credit Crunch," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(2), pages 205-248.
    21. Salvatore Zecchini & Marco Ventura, 2006. "Public Credit Guarantees and SME Finance," ISAE Working Papers 73, ISTAT - Italian National Institute of Statistics - (Rome, ITALY).
    22. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    23. Bernanke, Ben S & Blinder, Alan S, 1988. "Credit, Money, and Aggregate Demand," American Economic Review, American Economic Association, vol. 78(2), pages 435-439, May.
    24. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    25. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    26. Koenig, Pamina & Mayneris, Florian & Poncet, Sandra, 2010. "Local export spillovers in France," European Economic Review, Elsevier, vol. 54(4), pages 622-641, May.
    27. Giovanni Trovato & Marco Alfó, 2006. "Credit rationing and the financial structure of Italian small and medium enterprises," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 167-184, May.
    28. Girardi, Alessandro, 2014. "Expectations and macroeconomic fluctuations in the euro area," Economics Letters, Elsevier, vol. 125(2), pages 315-318.
    29. Caporale, Guglielmo Maria & Girardi, Alessandro & Paesani, Paolo, 2012. "Quoted spreads and trade imbalance dynamics in the European Treasury bond market," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(2), pages 173-182.
    30. Gerald A. Carlino & Robert H. DeFina, 1997. "The differential regional effects of monetary policy: evidence from the U.S. States," Working Papers 97-12, Federal Reserve Bank of Philadelphia.
    31. John Moore & Nobuhiro Kiyotaki, 2008. "Liquidity, Business Cycles, and Monetary Policy," 2008 Meeting Papers 35, Society for Economic Dynamics.
    32. Gali, Jordi & Gertler, Mark & Lopez-Salido, J. David, 2001. "European inflation dynamics," European Economic Review, Elsevier, vol. 45(7), pages 1237-1270.
    33. Luigi Guiso & Luigi Pistaferri & Fabiano Schivardi, 2013. "Credit within the Firm," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(1), pages 211-247.
    34. Silvia Giacomelli & Carlo Menon, 2017. "Does weak contract enforcement affect firm size? Evidence from the neighbour’s court," Journal of Economic Geography, Oxford University Press, vol. 17(6), pages 1251-1282.
    35. Marc J. Melitz & Gianmarco I. P. Ottaviano, 2008. "Market Size, Trade, and Productivity (DOI:10.111/j.1467-937x.2007.00463.x)," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 985-985.
    36. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    37. Froot, Kenneth A. & Stein, Jeremy C., 1998. "Risk management, capital budgeting, and capital structure policy for financial institutions: an integrated approach," Journal of Financial Economics, Elsevier, vol. 47(1), pages 55-82, January.
    38. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    39. Jeremy C. Stein, 1998. "An Adverse-Selection Model of Bank Asset and Liability Management with Implications for the Transmission of Monetary Policy," RAND Journal of Economics, The RAND Corporation, vol. 29(3), pages 466-486, Autumn.
    40. Ferrando, Annalisa & Popov, Alexander & Udell, Gregory F., 2015. "Sovereign stress, unconventional monetary policy, and SME access to finance," Working Paper Series 1820, European Central Bank.
    41. Van den Heuvel, Skander J., 2008. "The welfare cost of bank capital requirements," Journal of Monetary Economics, Elsevier, vol. 55(2), pages 298-320, March.
    42. Andrew B. Bernard & J. Bradford Jensen, 2004. "Why Some Firms Export," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 561-569, May.
    43. Gerald Carlino & Robert Defina, 1998. "The Differential Regional Effects Of Monetary Policy," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 572-587, November.
    44. Guiso, Luigi, 1998. "High-tech firms and credit rationing," Journal of Economic Behavior & Organization, Elsevier, vol. 35(1), pages 39-59, March.
    45. Minetti, Raoul & Zhu, Susan Chun, 2011. "Credit constraints and firm export: Microeconomic evidence from Italy," Journal of International Economics, Elsevier, vol. 83(2), pages 109-125, March.
    46. G. Elliott & C. Granger & A. Timmermann (ed.), 2006. "Handbook of Economic Forecasting," Handbook of Economic Forecasting, Elsevier, edition 1, volume 1, number 1.
    47. Philip Lowe & Thomas Rohling, 1993. "Agency Costs, Balance Sheets and the Business Cycle," RBA Research Discussion Papers rdp9311, Reserve Bank of Australia.
    48. Oliner, Stephen D & Rudebusch, Glenn D, 1996. "Monetary Policy and Credit Conditions: Evidence from the Composition of External Finance: Comment," American Economic Review, American Economic Association, vol. 86(1), pages 300-309, March.
    49. Pigini, Claudia & Presbitero, Andrea F. & Zazzaro, Alberto, 2016. "State dependence in access to credit," Journal of Financial Stability, Elsevier, vol. 27(C), pages 17-34.
    50. Gabriel Chodorow-Reich, 2014. "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-9 Financial Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 1-59.
    51. 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.
    52. Allen, Franklin, 1990. "The market for information and the origin of financial intermediation," Journal of Financial Intermediation, Elsevier, vol. 1(1), pages 3-30, March.
    53. Sylvain Leduc & Keith Sill, 2013. "Expectations and Economic Fluctuations: An Analysis Using Survey Data," The Review of Economics and Statistics, MIT Press, vol. 95(4), pages 1352-1367, October.
    54. Gali, Jordi & Gertler, Mark, 1999. "Inflation dynamics: A structural econometric analysis," Journal of Monetary Economics, Elsevier, vol. 44(2), pages 195-222, October.
    55. Costa, Stefano & Malgarini, Marco & Margani, Patrizia, 2012. "Access to credit for Italian firms: new evidence from the ISTAT confidence business surveys," MPRA Paper 41389, University Library of Munich, Germany.
    56. Boschi, Melisso & Girardi, Alessandro & Ventura, Marco, 2014. "Partial credit guarantees and SMEs financing," Journal of Financial Stability, Elsevier, vol. 15(C), pages 182-194.
    57. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    58. Ceyla Pazarbasioglu, 1996. "A Credit Crunch? a Case Study of Finland in the Aftermath of the Banking Crisis," IMF Working Papers 1996/135, International Monetary Fund.
    59. Rajan, Raghuram & Winton, Andrew, 1995. "Covenants and Collateral as Incentives to Monitor," Journal of Finance, American Finance Association, vol. 50(4), pages 1113-1146, September.
    60. Ferrando, Annalisa & Marchica, Maria-Teresa & Mura, Roberto, 2014. "Financial flexibility across the euro area and the UK," Working Paper Series 1630, European Central Bank.
    61. Gabriel Chodorow-Reich, "undated". "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-09 Financial Crisis," Working Paper 90811, Harvard University OpenScholar.
    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. Vacca, Valerio Paolo & Bichlmeier, Fabian & Biraschi, Paolo & Boschi, Natalie & Álvarez, Antonio J. Bravo & Di Primio, Luciano & Ebner, André & Hoeretzeder, Silvia & Ballesteros, Elisa Llorente & Mian, 2021. "Measuring the impact of a bank failure on the real economy: an EU-wide analytical framework," ESRB Working Paper Series 122, European Systemic Risk Board.

    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. Alessandro Girardi & Marco Ventura, 2021. "Measuring credit crunch in Italy: evidence from a survey-based indicator," Annals of Operations Research, Springer, vol. 299(1), pages 567-592, April.
    2. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    3. Ongena, Steven & Peydró, José-Luis & Jiménez, Gabriel & Saurina, Jesús, 2010. "Credit Supply: Identifying Balance-Sheet Channels with Loan Applications and Granted Loans," CEPR Discussion Papers 7655, C.E.P.R. Discussion Papers.
    4. Martina Jasova & Caterina Mendicino & Ettore Panetti & José-Luis Peydró & Dominik Supera, 2021. "Monetary policy, labor income redistribution and the credit channel: Evidence from matched employer-employee and credit registers," Economics Working Papers 1832, Department of Economics and Business, Universitat Pompeu Fabra, revised Mar 2023.
    5. Lamont K. Black & Richard J. Rosen, 2007. "How the credit channel works: differentiating the bank lending channel and the balance sheet channel," Working Paper Series WP-07-13, Federal Reserve Bank of Chicago.
    6. Sophocles N. Brissimis & Michalis-Panayiotis Papafilis, 2022. "The credit channel of monetary transmission in the US: Is it a bank lending channel, a balance sheet channel, or both, or neither?," Working Papers 300, Bank of Greece.
    7. Degryse, Hans & Matthews, Kent & Zhao, Tianshu, 2018. "SMEs and access to bank credit: Evidence on the regional propagation of the financial crisis in the UK," Journal of Financial Stability, Elsevier, vol. 38(C), pages 53-70.
    8. Acharya, Viral V. & Imbierowicz, Björn & Steffen, Sascha & Teichmann, Daniel, 2020. "Does the lack of financial stability impair the transmission of monetary policy?," Journal of Financial Economics, Elsevier, vol. 138(2), pages 342-365.
    9. Díaz, Roger Aliaga & Olivero, María Pía, 2010. "On the firm-level implications of the Bank Lending Channel of monetary policy," Journal of Economic Dynamics and Control, Elsevier, vol. 34(10), pages 2038-2055, October.
    10. Marie Finnegan & Supriya Kapoor, 2023. "ECB unconventional monetary policy and SME access to finance," Small Business Economics, Springer, vol. 61(3), pages 1253-1288, October.
    11. Wako Watanabe, 2004. "Does a Large Loss of Bank Capital Cause Ever-greening or Flight to Quality?: Evidence from Japan," ISER Discussion Paper 0618, Institute of Social and Economic Research, Osaka University.
    12. Lamont K. Black & Richard J. Rosen, 2016. "Monetary Policy, Loan Maturity, and Credit Availability," International Journal of Central Banking, International Journal of Central Banking, vol. 12(1), pages 199-230, March.
    13. Shabir, Mohsin & Jiang, Ping & Hashmi, Shujahat Haider & Bakhsh, Satar, 2022. "Non-linear nexus between economic policy uncertainty and bank lending," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 657-679.
    14. Alexander Popov, 2016. "Monetary Policy, Bank Capital, and Credit Supply: A Role for Discouraged and Informally Rejected Firms," International Journal of Central Banking, International Journal of Central Banking, vol. 12(1), pages 95-141, March.
    15. Michael Kleemann & Manuel Wiegand, 2014. "Are Real Effects of Credit Supply Overestimated? Bias from Firms' Current Situation and Future Expectations," ifo Working Paper Series 192, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    16. van Holle, Frederiek, 2017. "Essays in empirical finance and monetary policy," Other publications TiSEM 30d11a4b-7bc9-4c81-ad24-5, Tilburg University, School of Economics and Management.
    17. Duca, John V., 2013. "Did the commercial paper funding facility prevent a Great Depression style money market meltdown?," Journal of Financial Stability, Elsevier, vol. 9(4), pages 747-758.
    18. Repullo, Rafael & Suarez, Javier, 2000. "Entrepreneurial moral hazard and bank monitoring: A model of the credit channel," European Economic Review, Elsevier, vol. 44(10), pages 1931-1950, December.
    19. Rhys Bidder & John Krainer & Adam Shapiro, 2021. "De-leveraging or de-risking? How banks cope with loss," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 39, pages 100-127, January.
    20. Morais, Bernardo & Peydró, José-Luis & Roldán Peña, Jessica & Ruiz Ortega, Claudia, 2019. "The International Bank Lending Channel of Monetary Policy Rates and QE: Credit Supply, Reach-for-Yield, and Real Effects," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 74(1), pages 55-90.

    More about this item

    Keywords

    business survey; credit crunch; access to credit;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:88839. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.