IDEAS home Printed from https://ideas.repec.org/p/nbb/reswpp/201810-347.html
   My bibliography  Save this paper

Identifying credit supply shocks with bank-firm data: methods and applications

Author

Listed:
  • Hans Degryse

    (KU Leuven, Halle Institute for Economic Research, and CEPR)

  • Olivier De Jonghe

    (National Bank of Belgium and Tilburg University)

  • Sanja Jakovljevic

    (Lancaster University)

  • Klaas Mulier

    (Ghent University and National Bank of Belgium)

  • Glenn Schepens

    (European Central Bank)

Abstract

Current empirical methods to identify and assess the impact of bank credit supply shocks rely strictly on multi-bank firms and ignore firms borrowing from only one bank. Yet, these single-bank firms are often the majority of firms in an economy and most prone to credit supply shocks. We propose and underpin an alternative demand control (using industry-location-size-time fixed effects) that allows identifying timevarying cross-sectional bank credit supply shocks using both single- and multi-bank firms. Using matched bank-firm credit data from Belgium, we show that firms borrowing from banks with negative credit supply shocks exhibit lower financial debt growth, asset growth, investments, and operating margin growth. Positive credit supply shocks are associated with bank risk-taking behaviour at the extensive margin. Importantly, to capture these effects it is crucial to include the single-bank firms when identifying the bank credit supply shocks.

Suggested Citation

  • Hans Degryse & Olivier De Jonghe & Sanja Jakovljevic & Klaas Mulier & Glenn Schepens, 2018. "Identifying credit supply shocks with bank-firm data: methods and applications," Working Paper Research 347, National Bank of Belgium.
  • Handle: RePEc:nbb:reswpp:201810-347
    as

    Download full text from publisher

    File URL: https://www.nbb.be/doc/ts/publications/wp/wp347en.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lown, Cara & Morgan, Donald P., 2006. "The Credit Cycle and the Business Cycle: New Findings Using the Loan Officer Opinion Survey," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1575-1597, September.
    2. Fabio Berton & Sauro Mocetti & Andrea F. Presbitero & Matteo Richiardi, 2018. "Banks, Firms, and Jobs," The Review of Financial Studies, Society for Financial Studies, vol. 31(6), pages 2113-2156.
    3. Alexander Popov & Neeltje Van Horen, 2015. "Exporting Sovereign Stress: Evidence from Syndicated Bank Lending during the Euro Area Sovereign Debt Crisis," Review of Finance, European Finance Association, vol. 19(5), pages 1825-1866.
    4. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    5. Ciccarelli, Matteo & Maddaloni, Angela & Peydró, José-Luis, 2015. "Trusting the bankers: A new look at the credit channel of monetary policy," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 18(4), pages 979-1002.
    6. Daniel Paravisini & Veronica Rappoport & Philipp Schnabl, 2015. "Specialization in Bank Lending: Evidence from Exporting Firms," NBER Working Papers 21800, National Bureau of Economic Research, Inc.
    7. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    8. Vasso Ioannidou & Steven Ongena & José-Luis Peydró, 2015. "Monetary Policy, Risk-Taking, and Pricing: Evidence from a Quasi-Natural Experiment," Review of Finance, European Finance Association, vol. 19(1), pages 95-144.
    9. Lucian A. Bebchuk & Itay Goldstein, 2011. "Self-fulfilling Credit Market Freezes," The Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3519-3555.
    10. 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.
    11. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    12. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2019. "Whatever It Takes: The Real Effects of Unconventional Monetary Policy," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3366-3411.
    13. Mary Amiti & David E. Weinstein, 2018. "How Much Do Idiosyncratic Bank Shocks Affect Investment? Evidence from Matched Bank-Firm Loan Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 525-587.
    14. Mitchell A. Petersen & Raghuram G. Rajan, 1995. "The Effect of Credit Market Competition on Lending Relationships," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 407-443.
    15. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    16. Mariassunta Giannetti & Farzad Saidi, 2019. "Shock Propagation and Banking Structure," The Review of Financial Studies, Society for Financial Studies, vol. 32(7), pages 2499-2540.
    17. Giovanni Dell'Ariccia & Luc Laeven & Gustavo A. Suarez, 2017. "Bank Leverage and Monetary Policy's Risk-Taking Channel: Evidence from the United States," Journal of Finance, American Finance Association, vol. 72(2), pages 613-654, April.
    18. Steven J. Davis & John Haltiwanger, 1992. "Gross Job Creation, Gross Job Destruction, and Employment Reallocation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 819-863.
    19. Vlado Kysucky & Lars Norden, 2016. "The Benefits of Relationship Lending in a Cross-Country Context: A Meta-Analysis," Management Science, INFORMS, vol. 62(1), pages 90-110, January.
    20. Shekhar Aiyar, 2012. "From Financial Crisis to Great Recession: The Role of Globalized Banks," American Economic Review, American Economic Association, vol. 102(3), pages 225-230, May.
    21. Iyer, Rajkamal & Da-Rocha-Lopes, Samuel & Peydró, José-Luis & Schoar, Antoinette, 2014. "Interbank Liquidity Crunch and the Firm Credit Crunch: Evidence from the 2007-2009 Crisis," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 27(1), pages 347-372.
    22. Ongena, Steven & Smith, David C., 2001. "The duration of bank relationships," Journal of Financial Economics, Elsevier, vol. 61(3), pages 449-475, September.
    23. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2017. "Do Demand or Supply Factors Drive Bank Credit, in Good and Crisis Times?," EconStor Preprints 216802, ZBW - Leibniz Information Centre for Economics.
    24. 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.
    25. Jie Gan, 2007. "The Real Effects of Asset Market Bubbles: Loan- and Firm-Level Evidence of a Lending Channel," The Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 1941-1973, November.
    26. Brick, Ivan E. & Palia, Darius, 2007. "Evidence of jointness in the terms of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 452-476, July.
    27. Martin Ruckes, 2004. "Bank Competition and Credit Standards," The Review of Financial Studies, Society for Financial Studies, vol. 17(4), pages 1073-1102.
    28. Tobias Berg, 2018. "Got Rejected? Real Effects of Not Getting a Loan," The Review of Financial Studies, Society for Financial Studies, vol. 31(12), pages 4912-4957.
    29. Degryse, Hans & Kim, Moshe & Ongena, Steven, 2009. "Microeconometrics of Banking Methods, Applications, and Results," OUP Catalogue, Oxford University Press, number 9780195340471, December.
    30. van der Veer, Koen J.M. & Hoeberichts, Marco M., 2016. "The level effect of bank lending standards on business lending," Journal of Banking & Finance, Elsevier, vol. 66(C), pages 79-88.
    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. Albertazzi, Ugo & Barbiero, Francesca & Marqués-Ibáñez, David & Popov, Alexander & Rodriguez d’Acri, Costanza & Vlassopoulos, Thomas, 2020. "Monetary policy and bank stability: the analytical toolbox reviewed," Working Paper Series 2377, European Central Bank.
    2. Steven Poelhekke & Razvan Vlahu & Vadym Volosovych, 2021. "Corporate Acquisitions and Bank Relationships," Working Papers 726, DNB.
    3. Burietz, Aurore & Picault, Matthieu, 2023. "To lend or not to lend? The ECB as the ‘intermediary of last resort’," Economic Modelling, Elsevier, vol. 122(C).
    4. Ivashina, Victoria & Laeven, Luc & Moral-Benito, Enrique, 2022. "Loan types and the bank lending channel," Journal of Monetary Economics, Elsevier, vol. 126(C), pages 171-187.
    5. Ricci, Lorenzo & Soggia, Giovanni & Trimarchi, Lorenzo, 2023. "The impact of bank lending standards on credit to firms," Journal of Banking & Finance, Elsevier, vol. 152(C).
    6. Dwenger, Nadja & Fossen, Frank M. & Simmler, Martin, 2020. "Firms’ financial and real responses to credit supply shocks: Evidence from firm-bank relationships in Germany," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    7. Ozan Güler & Mike Mariathasan & Klaas Mulier & Nejat G. Okatan, 2021. "The real effects of banks' corporate credit supply: A literature review," Economic Inquiry, Western Economic Association International, vol. 59(3), pages 1252-1285, July.
    8. 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).
    9. Ongena, Steven & Schindele, Ibolya & Vonnák, Dzsamila, 2021. "In lands of foreign currency credit, bank lending channels run through?," Journal of International Economics, Elsevier, vol. 129(C).
    10. Ferrando, Annalisa & Mulier, Klaas, 2022. "The real effects of credit constraints: Evidence from discouraged borrowers," Journal of Corporate Finance, Elsevier, vol. 73(C).
    11. Guler, Ozan & Mariathasan, Mike & Mulier, Klaas & Okatan, Nejat G., 2019. "The Real Effects of Credit Supply: Review, Synthesis, and Future Directions," MPRA Paper 96542, University Library of Munich, Germany.
    12. repec:zbw:bofrdp:2019_004 is not listed on IDEAS
    13. Nadja Dwenger & Frank M Fossen & Martin Simmler, 2015. "From financial to real economic crisis: evidence from individual firm¨Cbank relationships in Germany," Working Papers 1516, Oxford University Centre for Business Taxation.
    14. Rodrigo Barbone Gonzalez, 2019. "Monetary policy surprises and employment: evidence from matched bank-firm loan data on the bank lending-channel," BIS Working Papers 799, Bank for International Settlements.
    15. Banerjee, Ryan N. & Gambacorta, Leonardo & Sette, Enrico, 2021. "The real effects of relationship lending✰," Journal of Financial Intermediation, Elsevier, vol. 48(C).
    16. Ongena, Steven & Peydró, José-Luis & Horen, Neeltje van, 2015. "Shocks Abroad, Pain at Home? Bank-Firm Level Evidence on the International Transmission of Financial Shocks," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 63(4), pages 698-750.
    17. Dwenger, Nadja & Fossen, Frank & Simmler, Martin, 2015. "From financial to real economic crisis. Evidence from individual firm-bank relationships in Germany," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113000, Verein für Socialpolitik / German Economic Association.
    18. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    19. Tuuli, Saara, 2019. "Model-based regulation and firms' access to finance," Research Discussion Papers 4/2019, Bank of Finland.
    20. Francesco Bripi, 2023. "The impact of credit substitution between banks on investment," Temi di discussione (Economic working papers) 1408, Bank of Italy, Economic Research and International Relations Area.
    21. Peydró, José-Luis & Jiménez, Gabriel & Kenan, Huremovic & Moral-Benito, Enrique & Vega-Redondo, Fernando, 2020. "Production and financial networks in interplay: Crisis evidence from supplier-customer and credit registers," CEPR Discussion Papers 15277, C.E.P.R. Discussion Papers.

    More about this item

    Keywords

    credit supply identificationbank lendingcorporate investmentbank risk-taking;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • 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:nbb:reswpp:201810-347. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/bnbgvbe.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.