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The role of banks' technology adoption in credit markets during the pandemic

Author

Listed:
  • Nicola Branzoli

    (Bank of Italy)

  • Edoardo Rainone

    (Bank of Italy)

  • Ilaria Supino

    (Bank of Italy)

Abstract

Policy evaluation based on the estimation of dynamic stochastic general equilibrium models with aggregate macroeconomic time series rests on the assumption that a representative agent can be identified, whose behavioural parameters are independent of the policy rules. Building on earlier work by Geweke, the main goal of this paper is to show that the representative agent is in general not structural, in the sense that its estimated behavioural parameters are not policyindependent. The paper identifies two different sources of nonstructurality. The latter is shown to be a fairly general feature of optimizing representative agent rational expectations models estimated on macroeconomic data.

Suggested Citation

  • Nicola Branzoli & Edoardo Rainone & Ilaria Supino, 2023. "The role of banks' technology adoption in credit markets during the pandemic," Temi di discussione (Economic working papers) 1406, Bank of Italy, Economic Research and International Relations Area.
    • Handle: RePEc:bdi:wptemi:td_1406_23
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    1. Enrico Sette & Giorgio Gobbi, 2015. "Relationship Lending During A Financial Crisis," Journal of the European Economic Association, European Economic Association, vol. 13(3), pages 453-481, June.
    2. Lucia Foster & Cheryl Grim & John Haltiwanger, 2016. "Reallocation in the Great Recession: Cleansing or Not?," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 293-331.
    3. Elena Carletti & Tommaso Oliviero & Marco Pagano & Loriana Pelizzon & Marti G Subrahmanyam, 2020. "The COVID-19 Shock and Equity Shortfall: Firm-Level Evidence from Italy," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 534-568.
    4. Marco Di Maggio & Vincent Yao, 2021. "Fintech Borrowers: Lax Screening or Cream-Skimming?," The Review of Financial Studies, Society for Financial Studies, vol. 34(10), pages 4565-4618.
    5. Stefania Albanesi & Domonkos F. Vamossy, 2019. "Predicting Consumer Default: A Deep Learning Approach," Working Papers 2019-056, Human Capital and Economic Opportunity Working Group.
    6. Ana Canhoto, 2004. "Portuguese banking: A structural model of competition in the deposits market," Review of Financial Economics, John Wiley & Sons, vol. 13(1-2), pages 41-63.
    7. Randall S. Kroszner & Philip E. Strahan, 1999. "What Drives Deregulation? Economics and Politics of the Relaxation of Bank Branching Restrictions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1437-1467.
    8. Elizabeth Kiser, 2002. "Predicting Household Switching Behavior and Switching Costs at Depository Institutions," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 20(4), pages 349-365, June.
    9. 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.
    10. Zephirin, M G, 1994. "Switching Costs in the Deposit Market," Economic Journal, Royal Economic Society, vol. 104(423), pages 455-461, March.
    11. Georgij Alekseev & Safaa Amer & Manasa Gopal & Theresa Kuchler & JW Schneider & Johannes Stroebel & Nils Wernerfelt, 2020. "The Effects of Covid-19 on U.S. Small Businesses: Evidence from Owners, Managers, and Employees," CESifo Working Paper Series 8578, CESifo.
    12. Andrew Hertzberg & Jose Maria Liberti & Daniel Paravisini, 2010. "Information and Incentives Inside the Firm: Evidence from Loan Officer Rotation," Journal of Finance, American Finance Association, vol. 65(3), pages 795-828, June.
    13. 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.
    14. 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.
    15. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
    16. Catherine Casanova & Bryan Hardy & Mert Onen, 2021. "Covid-19 policy measures to support bank lending," BIS Quarterly Review, Bank for International Settlements, September.
    17. Gambacorta, Leonardo & Huang, Yiping & Qiu, Han & Wang, Jingyi, 2024. "How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm," Journal of Financial Stability, Elsevier, vol. 73(C).
    18. Luca Casolaro & Giorgio Gobbi, 2004. "Information technology and productivity changes in the Italian banking industry," Temi di discussione (Economic working papers) 489, Bank of Italy, Economic Research and International Relations Area.
    19. Valentina Michelangeli & Eliana Viviano, 2024. "Can Internet Banking Affect Households' Participation in Financial Markets and Financial Awareness?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 56(4), pages 705-739, June.
    20. Federico Cingano & Francesco Manaresi & Enrico Sette, 2016. "Does Credit Crunch Investment Down? New Evidence on the Real Effects of the Bank-Lending Channel," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2737-2773.
    21. Sauro Mocetti & Marcello Pagnini & Enrico Sette, 2017. "Information Technology and Banking Organization," Journal of Financial Services Research, Springer;Western Finance Association, vol. 51(3), pages 313-338, June.
    22. Jon Frost & Leonardo Gambacorta & Yi Huang & Hyun Song Shin & Pablo Zbinden, 2019. "BigTech and the changing structure of financial intermediation," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 761-799.
    23. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    24. Thiago Christiano Silva & Sergio Rubens Stancato de Souza & Solange Maria Guerra, 2021. "COVID-19 and Local Market Power in Credit Markets," Working Papers Series 558, Central Bank of Brazil, Research Department.
    25. Lessmann, Stefan & Baesens, Bart & Seow, Hsin-Vonn & Thomas, Lyn C., 2015. "Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research," European Journal of Operational Research, Elsevier, vol. 247(1), pages 124-136.
    26. Elisabeth Honka & Ali Hortaçsu & Maria Ana Vitorino, 2017. "Advertising, consumer awareness, and choice: evidence from the U.S. banking industry," RAND Journal of Economics, RAND Corporation, vol. 48(3), pages 611-646, August.
    27. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    28. Berger, Allen N, 2003. "The Economic Effects of Technological Progress: Evidence from the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(2), pages 141-176, April.
    29. 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.
    30. Marcello Bofondi & Giorgio Gobbi, 2006. "Informational Barriers to Entry into Credit Markets," Review of Finance, European Finance Association, vol. 10(1), pages 39-67.
    31. 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.
    32. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    33. Hoai-Luu Q. Nguyen, 2019. "Are Credit Markets Still Local? Evidence from Bank Branch Closings," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 1-32, January.
    34. Dadoukis, Aristeidis & Fiaschetti, Maurizio & Fusi, Giulia, 2021. "IT adoption and bank performance during the Covid-19 pandemic," Economics Letters, Elsevier, vol. 204(C).
    35. De Marco, Filippo & Core, Fabrizio, 2021. "Information Technology and Credit: Evidence from Public Guarantees," CEPR Discussion Papers 15799, C.E.P.R. Discussion Papers.
    36. Degryse, Hans & Kim, Moshe & Ongena, Steven, 2009. "Microeconometrics of Banking Methods, Applications, and Results," OUP Catalogue, Oxford University Press, number 9780195340471.
    37. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    38. Canhoto, Ana, 2004. "Portuguese banking: A structural model of competition in the deposits market," Review of Financial Economics, Elsevier, vol. 13(1-2), pages 41-63.
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    1. Hałaj, Grzegorz & Martinez-Jaramillo, Serafin & Battiston, Stefano, 2024. "Financial stability through the lens of complex systems," Journal of Financial Stability, Elsevier, vol. 71(C).

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    More about this item

    Keywords

    bank credit; information technology; firms; COVID-19 pandemic;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

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