IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/15799.html

Information Technology and Credit: Evidence from Public Guarantees

Author

Listed:
  • De Marco, Filippo
  • Core, Fabrizio

Abstract

This paper investigates whether banks' information technology (IT) can substitute for local branch presence in the provision of small business credit. Our identification strategy relies on loan-level data and the unique institutional features of the Italian public guarantee scheme during Covid-19. Despite the availability of online applications and low screening incentives, small business lending remains local, even for first-time borrowers. However, IT partly mitigates the impact of local branch presence: banks with better IT provide more, cheaper and faster guaranteed loans and lend more in areas where they have no bank branches, especially to first-time borrowers.

Suggested Citation

  • De Marco, Filippo & Core, Fabrizio, 2021. "Information Technology and Credit: Evidence from Public Guarantees," CEPR Discussion Papers 15799, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:15799
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP15799
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Beck, Thorsten & Klapper, Leora F. & Mendoza, Juan Carlos, 2010. "The typology of partial credit guarantee funds around the world," Journal of Financial Stability, Elsevier, vol. 6(1), pages 10-25, April.
    2. Sapienza, Paola, 2004. "The effects of government ownership on bank lending," Journal of Financial Economics, Elsevier, vol. 72(2), pages 357-384, May.
    3. Croce, Mariano & Farroni, Paolo & Wolfskeil, Isabella, 2020. "When the Markets Get COVID: COntagion, Viruses, and Information Diffusion," CEPR Discussion Papers 14674, C.E.P.R. Discussion Papers.
    4. José-Luis Peydró [AP BACKUP – NOW EXTERNAL] & Rafael Repullo & Gabriel Jiménez & Jesús Saurina & José-Luis Peydró, 2017. "Burning Money? Government Lending in a Credit Crunch," Working Papers 984, Barcelona School of Economics.
    5. Stefano Ramelli & Alexander F Wagner, 2020. "Feverish Stock Price Reactions to COVID-19," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 622-655.
    6. Lei Li & Philip E. Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," NBER Working Papers 27256, National Bureau of Economic Research, Inc.
    7. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    8. Vadim Elenev & Tim Landvoigt & Stijn Van Nieuwerburgh, 2022. "Can the covid bailouts save the economy?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 37(110), pages 277-330.
    9. Toni Ahnert & Sebastian Doerr & Mr. Nicola Pierri & Mr. Yannick Timmer, 2021. "Does IT Help? Information Technology in Banking and Entrepreneurship," IMF Working Papers 2021/214, International Monetary Fund.
    10. Orkun Saka & Barry Eichengreen & Cevat Giray Aksoy, 2022. "Epidemic Exposure, Financial Technology, and the Digital Divide," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 54(7), pages 1913-1940, October.
    11. Roberto Bachi, 1962. "Standard Distance Measures And Related Methods For Spatial Analysis," Papers in Regional Science, Wiley Blackwell, vol. 10(1), pages 83-132, January.
    12. Pierri, Nicola & Timmer, Yannick, 2022. "The importance of technology in banking during a crisis," Journal of Monetary Economics, Elsevier, vol. 128(C), pages 88-104.
    13. Alexander W. Bartik & Marianne Bertrand & Zoë B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," NBER Working Papers 26989, National Bureau of Economic Research, Inc.
    14. Altavilla, Carlo & Ellul, Andrew & Pagano, Marco & Polo, Andrea & Vlassopoulos, Thomas, 2025. "Loan guarantees, bank lending and credit risk reallocation," Journal of Financial Economics, Elsevier, vol. 172(C).
    15. Tetyana Balyuk & Nagpurnanand R. Prabhala & Manju Puri, 2020. "Indirect Costs of Government Aid and Intermediary Supply Effects: Lessons From the Paycheck Protection Program," NBER Working Papers 28114, National Bureau of Economic Research, Inc.
    16. 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.
    17. Erel, Isil & Liebersohn, Jack, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," Working Paper Series 2020-16, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    18. Allen N. Berger & Christa H. S. Bouwman & Dasol Kim, 2017. "Small Bank Comparative Advantages in Alleviating Financial Constraints and Providing Liquidity Insurance over Time," The Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3416-3454.
    19. Lei Li & Philip E Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 472-500.
    20. Isil Erel & Jack Liebersohn, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," NBER Working Papers 27659, National Bureau of Economic Research, Inc.
    21. Granja, João & Makridis, Christos & Yannelis, Constantine & Zwick, Eric, 2022. "Did the paycheck protection program hit the target?," Journal of Financial Economics, Elsevier, vol. 145(3), pages 725-761.
    22. Hans Degryse & Nancy Masschelein & Janet Mitchell, 2004. "SMEs and Bank Lending Relationships: the Impact of Mergers," Working Paper Research 46, National Bank of Belgium.
    23. João Granja & Christian Leuz & Raghuram G. Rajan, 2022. "Going the Extra Mile: Distant Lending and Credit Cycles," Journal of Finance, American Finance Association, vol. 77(2), pages 1259-1324, April.
    24. Chodorow-Reich, Gabriel & Darmouni, Olivier & Luck, Stephan & Plosser, Matthew, 2022. "Bank liquidity provision across the firm size distribution," Journal of Financial Economics, Elsevier, vol. 144(3), pages 908-932.
    25. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    26. Lei Li & Philip Strahan, 2020. "Who Supplies PPP Loans (And Does it Matter)? Banks, Relationships and the COVID Crisis," NBER Working Papers 28286, National Bureau of Economic Research, Inc.
    27. J. David Brown & John S. Earle, 2017. "Finance and Growth at the Firm Level: Evidence from SBA Loans," Journal of Finance, American Finance Association, vol. 72(3), pages 1039-1080, June.
    28. Beck, Thorsten & Degryse, Hans & De Haas, Ralph & van Horen, Neeltje, 2018. "When arm's length is too far: Relationship banking over the credit cycle," Journal of Financial Economics, Elsevier, vol. 127(1), pages 174-196.
    29. de Blasio, Guido & De Mitri, Stefania & D'Ignazio, Alessio & Finaldi Russo, Paolo & Stoppani, Lavinia, 2018. "Public guarantees to SME borrowing. A RDD evaluation," Journal of Banking & Finance, Elsevier, vol. 96(C), pages 73-86.
    30. Cortés, Kristle Romero & Strahan, Philip E., 2017. "Tracing out capital flows: How financially integrated banks respond to natural disasters," Journal of Financial Economics, Elsevier, vol. 125(1), pages 182-199.
    31. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    32. Michael Bailey & Ruiqing Cao & Theresa Kuchler & Johannes Stroebel, 2018. "The Economic Effects of Social Networks: Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2224-2276.
    33. Bachas, Natalie & Kim, Olivia S. & Yannelis, Constantine, 2021. "Loan guarantees and credit supply," Journal of Financial Economics, Elsevier, vol. 139(3), pages 872-894.
    34. Asim Ijaz Khwaja & Atif Mian, 2005. "Do Lenders Favor Politically Connected Firms? Rent Provision in an Emerging Financial Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(4), pages 1371-1411.
    35. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    36. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    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. Lei Li & Philip Strahan, 2020. "Who Supplies PPP Loans (And Does it Matter)? Banks, Relationships and the COVID Crisis," NBER Working Papers 28286, National Bureau of Economic Research, Inc.
    2. Karakaplan, Mustafa U., 2021. "This time is really different: The multiplier effect of the Paycheck Protection Program (PPP) on small business bank loans," Journal of Banking & Finance, Elsevier, vol. 133(C).
    3. Duchin, Ran & Martin, Xiumin & Michaely, Roni & Wang, Hanmeng, 2022. "Concierge treatment from banks: Evidence from the paycheck protection program," Journal of Corporate Finance, Elsevier, vol. 72(C).
    4. Giuseppe Cascarino & Raffaele Gallo & Francesco Palazzo & Enrico Sette, 2022. "Public guarantees and credit additionality during the Covid-19 pandemic," Mo.Fi.R. Working Papers 172, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    5. Meghana Ayyagari & Yuxi Cheng & Ariel Weinberger, 2022. "Surviving Pandemics: The Role of Spillovers," CESifo Working Paper Series 9891, CESifo.
    6. Huneeus, Federico & Kaboski, Joseph & Larrain, Mauricio & Schmukler, Sergio L. & Vera, Mario, 2022. "The Distribution of Crisis Credit: Effects on Firm Indebtedness and Aggregate Risk," CEPR Discussion Papers 17061, C.E.P.R. Discussion Papers.
    7. Choudhary, M. Ali & Jain, Anil, 2022. "Finance and inequality: The distributional impacts of bank credit rationing," Journal of Financial Intermediation, Elsevier, vol. 52(C).
    8. Toni Ahnert & Sebastian Doerr & Nicola Pierri & Yannick Timmer, 2026. "Information Technology in Banking and Entrepreneurship," Management Science, INFORMS, vol. 72(3), pages 1796-1813, March.
    9. Sriya Anbil & Mark A. Carlson & Mary-Frances Styczynski, 2021. "The Effect of the PPPLF on PPP Lending by Commercial Banks," Finance and Economics Discussion Series 2021-030, Board of Governors of the Federal Reserve System (U.S.).
    10. José Renato Haas Ornelas & Alvaro Pedraza & Claudia Ruiz-Ortega & Thiago Christiano Silva, 2021. "Credit Allocation When Private Banks Distribute Government Loans," Working Papers Series 548, Central Bank of Brazil, Research Department.
    11. Chodorow-Reich, Gabriel & Darmouni, Olivier & Luck, Stephan & Plosser, Matthew, 2022. "Bank liquidity provision across the firm size distribution," Journal of Financial Economics, Elsevier, vol. 144(3), pages 908-932.
    12. Carletti, Elena & Leonello, Agnese & Marquez, Robert, 2023. "Loan guarantees, bank underwriting policies and financial stability," Journal of Financial Economics, Elsevier, vol. 149(2), pages 260-295.
    13. Théo Nicolas & Stefano Ungaro & Éric Vansteenberghe, 2023. "Public-Guaranteed Loans, Bank Risk-Taking and Regulatory Capital Windfall [Prêts garantis par l'État, prise de risque bancaire et effet d'aubaine sur le capital réglementaire]," Débats Economiques et financiers 41, Banque de France.
    14. Christophe Cahn & Anne Duquerroy & William Mullins, 2025. "Unconventional Monetary Policy Transmission and Bank Lending Relationships," Management Science, INFORMS, vol. 71(2), pages 1187-1212, February.
    15. Ross Levine & Chen Lin & Qilin Peng & Wensi Xie, 2020. "Communication within Banking Organizations and Small Business Lending," The Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5750-5783.
    16. Di, Wenhua & Pattison, Nathaniel, 2023. "Industry Specialization and Small Business Lending," Journal of Banking & Finance, Elsevier, vol. 149(C).
    17. Oliver Rehbein & Simon Rother, 2020. "The Role of Social Networks in Bank Lending," ECONtribute Discussion Papers Series 033, University of Bonn and University of Cologne, Germany.
    18. Olivier De Jonghe & Hans Dewachter & Klaas Mulier & Steven Ongena & Glenn Schepens, 2020. "Some Borrowers Are More Equal than Others: Bank Funding Shocks and Credit Reallocation [A theory of systemic risk and design of prudential bank regulation]," Review of Finance, European Finance Association, vol. 24(1), pages 1-43.
    19. Beck, Thorsten & Ongena, Steven & Şendeniz-Yüncü, İlkay, 2019. "Keep walking? Geographical proximity, religion, and relationship banking," Journal of Corporate Finance, Elsevier, vol. 55(C), pages 49-68.
    20. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    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:cpr:ceprdp:15799. 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: CEPR (email available below). General contact details of provider: https://cepr.org/ .

    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.