IDEAS home Printed from https://ideas.repec.org/p/bdi/wptemi/td_1319_21.html
   My bibliography  Save this paper

Identifying deposits' outflows in real-time

Author

Listed:
  • Edoardo Rainone

    (Bank of Italy)

Abstract

We propose a method based on control charts to identify in real-time sudden deposits' outflows through payment systems. The performance of the methodology is assessed with both Monte Carlo simulations and real transaction-level TARGET2 data for a large sample of Italian banks. We identify a set of idiosyncratic bank stress episodes and show that deposits are generally shifted to other banks, mainly large and domestic, generating a size premium; only a limited amount migrates to foreign banks. Under the fixed-rate, full allotment regime, the liquidity drain is mostly offset through open market operations.

Suggested Citation

  • Edoardo Rainone, 2021. "Identifying deposits' outflows in real-time," Temi di discussione (Economic working papers) 1319, Bank of Italy, Economic Research and International Relations Area.
  • Handle: RePEc:bdi:wptemi:td_1319_21
    as

    Download full text from publisher

    File URL: https://www.bancaditalia.it/pubblicazioni/temi-discussione/2021/2021-1319/en_tema_1319.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Engineer, Merwan, 1989. "Bank runs and the suspension of deposit convertibility," Journal of Monetary Economics, Elsevier, vol. 24(3), pages 443-454, November.
    2. Andrew Berg & Catherine Pattillo, 1999. "Are Currency Crises Predictable? A Test," IMF Staff Papers, Palgrave Macmillan, vol. 46(2), pages 1-1.
    3. Thibaut Piquard & Dilyara Salakhova, 2019. "Secured and Unsecured Interbank Markets: Monetary Policy, Substitution and the Cost of Collateral," Working papers 730, Banque de France.
    4. Bartiloro, Laura, 2011. "Is Your Money Safe? What Italians Know about Deposit Insurance," Working Papers 11-55, University of Pennsylvania, Wharton School, Weiss Center.
    5. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    6. Kahn, Charles M & Roberds, William, 1998. "Payment System Settlement and Bank Incentives," The Review of Financial Studies, Society for Financial Studies, vol. 11(4), pages 845-870.
    7. Ippolito, Filippo & Peydró, José-Luis & Polo, Andrea & Sette, Enrico, 2016. "Double bank runs and liquidity risk management," Journal of Financial Economics, Elsevier, vol. 122(1), pages 135-154.
    8. John B. Taylor & John C. Williams, 2009. "A black swan in the money market," Proceedings, Federal Reserve Bank of San Francisco, issue Jan.
    9. Garcia-de-Andoain, Carlos & Heider, Florian & Hoerova, Marie & Manganelli, Simone, 2016. "Lending-of-last-resort is as lending-of-last-resort does: Central bank liquidity provision and interbank market functioning in the euro area," Journal of Financial Intermediation, Elsevier, vol. 28(C), pages 32-47.
    10. Adam B. Ashcraft & Darrell Duffie, 2007. "Systemic Illiquidity in the Federal Funds Market," American Economic Review, American Economic Association, vol. 97(2), pages 221-225, May.
    11. Antoine Martin, 2006. "Liquidity provision vs. deposit insurance: preventing bank panics without moral hazard," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 28(1), pages 197-211, May.
    12. Ennis, Huberto M. & Keister, Todd, 2006. "Bank runs and investment decisions revisited," Journal of Monetary Economics, Elsevier, vol. 53(2), pages 217-232, March.
    13. Zeileis, Achim & Leisch, Friedrich & Hornik, Kurt & Kleiber, Christian, 2002. "strucchange: An R Package for Testing for Structural Change in Linear Regression Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 7(i02).
    14. Armantier, Olivier & Ghysels, Eric & Sarkar, Asani & Shrader, Jeffrey, 2015. "Discount window stigma during the 2007–2008 financial crisis," Journal of Financial Economics, Elsevier, vol. 118(2), pages 317-335.
    15. Rajkamal Iyer & Manju Puri, 2012. "Understanding Bank Runs: The Importance of Depositor-Bank Relationships and Networks," American Economic Review, American Economic Association, vol. 102(4), pages 1414-1445, June.
    16. Kiss, Hubert Janos & Rodriguez-Lara, Ismael & Rosa-García, Alfonso, 2014. "Do social networks prevent or promote bank runs?," Journal of Economic Behavior & Organization, Elsevier, vol. 101(C), pages 87-99.
    17. Soramäki, Kimmo & Bech, Morten L. & Arnold, Jeffrey & Glass, Robert J. & Beyeler, Walter E., 2007. "The topology of interbank payment flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 379(1), pages 317-333.
    18. Rajkamal Iyer & Manju Puri & Nicholas Ryan, 2016. "A Tale of Two Runs: Depositor Responses to Bank Solvency Risk," Journal of Finance, American Finance Association, vol. 71(6), pages 2687-2726, December.
    19. D’Amuri, Francesco & Marcucci, Juri, 2017. "The predictive power of Google searches in forecasting US unemployment," International Journal of Forecasting, Elsevier, vol. 33(4), pages 801-816.
    20. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    21. Todd Keister & Vijay Narasiman, 2016. "Expectations vs. Fundamentals- driven Bank Runs: When Should Bailouts be Permitted?," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 21, pages 89-104, July.
    22. McAndrews, James & Sarkar, Asani & Wang, Zhenyu, 2017. "The effect of the term auction facility on the London interbank offered rate," Journal of Banking & Finance, Elsevier, vol. 83(C), pages 135-152.
    23. Mark Gertler & Nobuhiro Kiyotaki, 2015. "Banking, Liquidity, and Bank Runs in an Infinite Horizon Economy," American Economic Review, American Economic Association, vol. 105(7), pages 2011-2043, July.
    24. Gertler, M. & Kiyotaki, N. & Prestipino, A., 2016. "Wholesale Banking and Bank Runs in Macroeconomic Modeling of Financial Crises," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 1345-1425, Elsevier.
    25. Paul Goldsmith-Pinkham & Tanju Yorulmazer, 2010. "Liquidity, Bank Runs, and Bailouts: Spillover Effects During the Northern Rock Episode," Journal of Financial Services Research, Springer;Western Finance Association, vol. 37(2), pages 83-98, June.
    26. Tao Wu, 2011. "The U.S. Money Market and the Term Auction Facility in the Financial Crisis of 2007-–2009," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 617-631, May.
    27. Edoardo Rainone, 2017. "Pairwise trading in the money market during the European sovereign debt crisis," Temi di discussione (Economic working papers) 1160, Bank of Italy, Economic Research and International Relations Area.
    28. Francesco Ferrante, 2018. "A Model of Endogenous Loan Quality and the Collapse of the Shadow Banking System," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(4), pages 152-201, October.
    29. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    30. Hartmann, Philipp & Manna, Michele & Manzanares, Andres, 2001. "The microstructure of the euro money market," Journal of International Money and Finance, Elsevier, vol. 20(6), pages 895-948, November.
    31. Brunnermeier, Markus K. & Niepelt, Dirk, 2019. "On the equivalence of private and public money," Journal of Monetary Economics, Elsevier, vol. 106(C), pages 27-41.
    32. Tiziano Arduini & Giuseppe De Arcangelis & Carlo L. Del Bello, 2012. "Balance-of-Payments Crises During the Great Recession: Is This Time Different?," Review of International Economics, Wiley Blackwell, vol. 20(3), pages 517-534, August.
    33. Paolo Angelini & Andrea Nobili & Cristina Picillo, 2011. "The Interbank Market after August 2007: What Has Changed, and Why?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(5), pages 923-958, August.
    34. Huberto M. Ennis & Todd Keister, 2009. "Bank Runs and Institutions: The Perils of Intervention," American Economic Review, American Economic Association, vol. 99(4), pages 1588-1607, September.
    35. Ippolito, Filippo & Peydró, José-Luis & Polo, Andrea & Sette, Enrico, 2016. "Double bank runs and liquidity risk management," Journal of Financial Economics, Elsevier, vol. 122(1), pages 135-154.
    36. Douglas W. Diamond & Philip H. Dybvig, 2000. "Bank runs, deposit insurance, and liquidity," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Win), pages 14-23.
    37. 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.
    38. Cañón, Carlos & Margaretic, Paula, 2014. "Correlated bank runs, interbank markets and reserve requirements," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 515-533.
    39. Loriano Mancini & Angelo Ranaldo & Jan Wrampelmeyer, 2016. "The Euro Interbank Repo Market," Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1747-1779.
    40. Reint Gropp & Hendrik Hakenes & Isabel Schnabel, 2011. "Competition, Risk-shifting, and Public Bail-out Policies," Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 2084-2120.
    41. Chen, Yehning & Hasan, Iftekhar, 2006. "The transparency of the banking system and the efficiency of information-based bank runs," Journal of Financial Intermediation, Elsevier, vol. 15(3), pages 307-331, July.
    42. Cocco, João F. & Gomes, Francisco J. & Martins, Nuno C., 2009. "Lending relationships in the interbank market," Journal of Financial Intermediation, Elsevier, vol. 18(1), pages 24-48, January.
    43. Hyunyoung Choi & Hal Varian, 2012. "Predicting the Present with Google Trends," The Economic Record, The Economic Society of Australia, vol. 88(s1), pages 2-9, June.
    44. Bryant, John, 1980. "A model of reserves, bank runs, and deposit insurance," Journal of Banking & Finance, Elsevier, vol. 4(4), pages 335-344, December.
    45. Furfine, Craig H, 2003. "Interbank Exposures: Quantifying the Risk of Contagion," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(1), pages 111-128, February.
    46. Gara Afonso & Anna Kovner & Antoinette Schoar, 2011. "Stressed, Not Frozen: The Federal Funds Market in the Financial Crisis," Journal of Finance, American Finance Association, vol. 66(4), pages 1109-1139, August.
    47. Waldo, Douglas G., 1985. "Bank runs, the deposit-currency ratio and the interest rate," Journal of Monetary Economics, Elsevier, vol. 15(3), pages 269-277, May.
    48. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    49. Cooper, Russell & Ross, Thomas W., 1998. "Bank runs: Liquidity costs and investment distortions," Journal of Monetary Economics, Elsevier, vol. 41(1), pages 27-38, February.
    50. Iori, Giulia & De Masi, Giulia & Precup, Ovidiu Vasile & Gabbi, Giampaolo & Caldarelli, Guido, 2008. "A network analysis of the Italian overnight money market," Journal of Economic Dynamics and Control, Elsevier, vol. 32(1), pages 259-278, January.
    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. Edoardo Rainone, 2022. "Currency demand at negative policy rates," Temi di discussione (Economic working papers) 1359, Bank of Italy, Economic Research and International Relations Area.

    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. Kristian Blickle & Markus K. Brunnermeier & Stephan Luck, 2022. "Who Can Tell Which Banks Will Fail?," NBER Working Papers 29753, National Bureau of Economic Research, Inc.
    2. Rainone, Edoardo, 2020. "The network nature of over-the-counter interest rates," Journal of Financial Markets, Elsevier, vol. 47(C).
    3. Kristian Blickle & Markus Brunnermeier & Stephan Luck, 2020. "Micro-evidence from a System-wide Financial Meltdown: The German Crisis of 1931," Working Papers 275, Princeton University, Department of Economics, Center for Economic Policy Studies..
    4. Parnes, Dror, 2021. "Modeling the contagion of bank runs with a Markov model," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 174-187.
    5. Huberto M. Ennis & Todd Keister, 2009. "Bank Runs and Institutions: The Perils of Intervention," American Economic Review, American Economic Association, vol. 99(4), pages 1588-1607, September.
    6. Raddant, Matthias, 2014. "Structure in the Italian overnight loan market," Journal of International Money and Finance, Elsevier, vol. 41(C), pages 197-213.
    7. Manuel Amador & Javier Bianchi, 2021. "Bank Runs, Fragility, and Credit Easing," NBER Working Papers 29397, National Bureau of Economic Research, Inc.
    8. Goldstein, Itay & Razin, Assaf, 2015. "Three Branches of Theories of Financial Crises," Foundations and Trends(R) in Finance, now publishers, vol. 10(2), pages 113-180, 30.
    9. Kiss, Hubert J. & Rodriguez-Lara, Ismael & Rosa-Garcia, Alfonso, 2022. "Preventing (panic) bank runs," Journal of Behavioral and Experimental Finance, Elsevier, vol. 35(C).
    10. Kiss, Hubert János & Rodriguez-Lara, Ismael & Rosa-Garcia, Alfonso, 2022. "Who withdraws first? Line formation during bank runs," Journal of Banking & Finance, Elsevier, vol. 140(C).
    11. Carletti, Elena & De Marco, Filippo & Ioannidou, Vasso & Sette, Enrico, 2021. "Banks as patient lenders: Evidence from a tax reform," Journal of Financial Economics, Elsevier, vol. 141(1), pages 6-26.
    12. Ahnert, Toni & Martinez-Miera, David, 2021. "Bank Runs, Bank Competition and Opacity," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242348, Verein für Socialpolitik / German Economic Association.
    13. Hubert Janos Kiss & Ismael Rodriguez-Lara & Alfonso Rosa-Garcia, 2018. "Who runs first to the bank?," CERS-IE WORKING PAPERS 1826, Institute of Economics, Centre for Economic and Regional Studies.
    14. Morteza Alaeddini & Philippe Madiès & Paul J. Reaidy & Julie Dugdale, 2023. "Interbank money market concerns and actors’ strategies—A systematic review of 21st century literature," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 573-654, April.
    15. Blasques, Francisco & Bräuning, Falk & Lelyveld, Iman van, 2018. "A dynamic network model of the unsecured interbank lending market," Journal of Economic Dynamics and Control, Elsevier, vol. 90(C), pages 310-342.
    16. König-Kersting, Christian & Trautmann, Stefan T. & Vlahu, Razvan, 2022. "Bank instability: Interbank linkages and the role of disclosure," Journal of Banking & Finance, Elsevier, vol. 134(C).
    17. Silva, Walmir & Kimura, Herbert & Sobreiro, Vinicius Amorim, 2017. "An analysis of the literature on systemic financial risk: A survey," Journal of Financial Stability, Elsevier, vol. 28(C), pages 91-114.
    18. Christophe Pérignon & David Thesmar & Guillaume Vuillemey, 2018. "Wholesale Funding Dry‐Ups," Journal of Finance, American Finance Association, vol. 73(2), pages 575-617, April.
    19. Garcia-de-Andoain, Carlos & Heider, Florian & Hoerova, Marie & Manganelli, Simone, 2016. "Lending-of-last-resort is as lending-of-last-resort does: Central bank liquidity provision and interbank market functioning in the euro area," Journal of Financial Intermediation, Elsevier, vol. 28(C), pages 32-47.
    20. Todd Keister & Huberto M. Ennis, 2007. "Commitment and Equilibrium Bank Runs," 2007 Meeting Papers 509, Society for Economic Dynamics.

    More about this item

    Keywords

    depositors' trust; interbank networks; payment systems; money; control charts; digital economy; financial stability;
    All these keywords.

    JEL classification:

    • E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General
    • E40 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - General
    • G01 - Financial Economics - - General - - - Financial Crises
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    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:bdi:wptemi:td_1319_21. 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/bdigvit.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.