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Bank deposits and textual sentiment: When an European Central Bank president's speech is not just a speech

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  • Dimitris Anastasiou
  • Apostolos Katsafados

Abstract

We investigate whether the textual sentiment affects European depositors' behavior in withdrawing their deposits. We construct two textual sentiments able to capture the perceived uncertainty. Our findings suggest that a high frequency of uncertainty and weak modal words in the European Central Bank (ECB) president's monthly speeches leads both households and non‐financial corporations to withdraw their bank deposits. We also find that non‐financial corporations' deposits are more sensitive than households' deposits to these textual sentiments. These findings suggest that regulators and policymakers could expand the already existing early‐warning systems for the banking sector by considering the frequency of uncertainty and weak modal words in the ECB president's speeches.

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  • Dimitris Anastasiou & Apostolos Katsafados, 2023. "Bank deposits and textual sentiment: When an European Central Bank president's speech is not just a speech," Manchester School, University of Manchester, vol. 91(1), pages 55-87, January.
  • Handle: RePEc:bla:manchs:v:91:y:2023:i:1:p:55-87
    DOI: 10.1111/manc.12426
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    as
    1. Priyank Gandhi & Tim Loughran & Bill McDonald, 2019. "Using Annual Report Sentiment as a Proxy for Financial Distress in U.S. Banks," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 20(4), pages 424-436, October.
    2. Beaupain, Renaud & Girard, Alexandre, 2020. "The value of understanding central bank communication," Economic Modelling, Elsevier, vol. 85(C), pages 154-165.
    3. 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.
    4. Alan S. Blinder & Michael Ehrmann & Marcel Fratzscher & Jakob De Haan & David-Jan Jansen, 2008. "Central Bank Communication and Monetary Policy: A Survey of Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 910-945, December.
    5. Osili, Una Okonkwo & Paulson, Anna, 2014. "Crises and confidence: Systemic banking crises and depositor behavior," Journal of Financial Economics, Elsevier, vol. 111(3), pages 646-660.
    6. Gardner, Ben & Scotti, Chiara & Vega, Clara, 2022. "Words speak as loudly as actions: Central bank communication and the response of equity prices to macroeconomic announcements," Journal of Econometrics, Elsevier, vol. 231(2), pages 387-409.
    7. Annamaria Lusardi, 2008. "Financial Literacy: An Essential Tool for Informed Consumer Choice?," NFI Working Papers 2008-WP-13, Indiana State University, Scott College of Business, Networks Financial Institute.
    8. Zhi Da & Joseph Engelberg & Pengjie Gao, 2015. "Editor's Choice The Sum of All FEARS Investor Sentiment and Asset Prices," Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 1-32.
    9. Hasan, Iftekhar & Jackowicz, Krzysztof & Kowalewski, Oskar & Kozłowski, Łukasz, 2013. "Market discipline during crisis: Evidence from bank depositors in transition countries," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 5436-5451.
    10. Katsafados, Apostolos G. & Leledakis, George N. & Pyrgiotakis, Emmanouil G. & Androutsopoulos, Ion & Fergadiotis, Manos, 2024. "Machine learning in bank merger prediction: A text-based approach," European Journal of Operational Research, Elsevier, vol. 312(2), pages 783-797.
    11. Gorton, Gary, 1988. "Banking Panics and Business Cycles," Oxford Economic Papers, Oxford University Press, vol. 40(4), pages 751-781, December.
    12. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    13. Nicholas Sarantis & Chris Stewart, 2001. "Saving Behaviour in OECD Countries: Evidence from Panel Cointegration Tests," Manchester School, University of Manchester, vol. 69(s1), pages 22-41.
    14. Thomas Lustenberger & Enzo Rossi, 2020. "Does Central Bank Transparency and Communication Affect Financial and Macroeconomic Forecasts?," International Journal of Central Banking, International Journal of Central Banking, vol. 16(2), pages 153-201, March.
    15. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    16. David C. Ling & Joseph T.L. Ooi & Thao T.T. Le, 2015. "Explaining House Price Dynamics: Isolating the Role of Nonfundamentals," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(S1), pages 87-125, March.
    17. Jegadeesh, Narasimhan & Wu, Di, 2013. "Word power: A new approach for content analysis," Journal of Financial Economics, Elsevier, vol. 110(3), pages 712-729.
    18. Anastasiou, Dimitrios & Drakos, Konstantinos, 2021. "European depositors’ behavior and crisis sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 117-136.
    19. Charles W. Calomiris & Joseph R. Mason, 2000. "Causes of U.S. Bank Distress During the Depression," NBER Working Papers 7919, National Bureau of Economic Research, Inc.
    20. Dimitris Anastasiou & Athanassios Petralias, 2021. "On the Construction of a Leading Indicator Based on News Headlines for Predicting Greek Deposit Outflows," International Journal of Business Management and Finance Research, Academia Publishing Group, vol. 4(1), pages 1-11.
    21. Engineer, Merwan, 1989. "Bank runs and the suspension of deposit convertibility," Journal of Monetary Economics, Elsevier, vol. 24(3), pages 443-454, November.
    22. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    23. Katsafados, Apostolos G. & Androutsopoulos, Ion & Chalkidis, Ilias & Fergadiotis, Emmanouel & Leledakis, George N. & Pyrgiotakis, Emmanouil G., 2021. "Using textual analysis to identify merger participants: Evidence from the U.S. banking industry," Finance Research Letters, Elsevier, vol. 42(C).
    24. Alan S. Blinder & Michael Ehrmann & Marcel Fratzscher & Jakob De Haan & David-Jan Jansen, 2008. "Central Bank Communication and Monetary Policy: A Survey of Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 46(4), pages 910-945, December.
    25. Sarantis, Nicholas & Stewart, Chris, 2001. "Saving Behaviour in OECD Countries: Evidence from Panel Cointegration Tests," Manchester School, University of Manchester, vol. 69(0), pages 22-41, Supplemen.
    26. Chan-Lau, Jorge A. & Liu, Estelle X. & Schmittmann, Jochen M., 2015. "Equity returns in the banking sector in the wake of the Great Recession and the European sovereign debt crisis," Journal of Financial Stability, Elsevier, vol. 16(C), pages 164-172.
    27. James Peck & Karl Shell, 2003. "Bank Portfolio Restrictions and Equilibrium Bank Runs," Levine's Bibliography 666156000000000077, UCLA Department of Economics.
    28. Asli Demirguc-Kunt & Edward J. Kane, 2002. "Deposit Insurance Around the Globe: Where Does It Work?," Journal of Economic Perspectives, American Economic Association, vol. 16(2), pages 175-195, Spring.
    29. James Peck & Karl Shell, 2003. "Equilibrium Bank Runs," Journal of Political Economy, University of Chicago Press, vol. 111(1), pages 103-123, February.
    30. Anastasios Petropoulos & Nikolaos E. Vlachogiannakis & Dionysios Mylonas, 2018. "Forecasting private sector bank deposits in Greece: determinants for trend and shock effects," International Journal of Banking, Accounting and Finance, Inderscience Enterprises Ltd, vol. 9(2), pages 141-169.
    31. repec:pri:cepsud:161blinder is not listed on IDEAS
    32. Eric Van den Steen, 2004. "Rational Overoptimism (and Other Biases)," American Economic Review, American Economic Association, vol. 94(4), pages 1141-1151, September.
    33. Shapiro, Adam Hale & Sudhof, Moritz & Wilson, Daniel J., 2022. "Measuring news sentiment," Journal of Econometrics, Elsevier, vol. 228(2), pages 221-243.
    34. repec:zbw:bofitp:2013_021 is not listed on IDEAS
    35. Emmanuelle Nys & Amine Tarazi & Irwan Trinugroho, 2013. "Political Connections, Bank Deposits, and Formal Deposit Insurance: Evidence from an Emerging Economy," Working Papers hal-00916513, HAL.
    36. Rosaria Cerrone, 2018. "Deposit guarantee reform in Europe: does European deposit insurance scheme increase banking stability?," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 21(3), pages 224-239, July.
    37. Neil Wallace, 1990. "A banking model in which partial suspension is best," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 14(Fall), pages 11-23.
    38. Nys, Emmanuelle & Tarazi, Amine & Trinugroho, Irwan, 2015. "Political connections, bank deposits, and formal deposit insurance," Journal of Financial Stability, Elsevier, vol. 19(C), pages 83-104.
    39. Tim Loughran & Bill McDonald, 2015. "The Use of Word Lists in Textual Analysis," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 16(1), pages 1-11, January.
    40. Dewald, William G & Dreese, G Richard, 1970. "Bank Behavior with Respect to Deposit Variability," Journal of Finance, American Finance Association, vol. 25(4), pages 869-879, September.
    41. Efthyvoulou, Georgios & Yildirim, Canan, 2014. "Market power in CEE banking sectors and the impact of the global financial crisis," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 11-27.
    42. Loughran, Tim & McDonald, Bill, 2013. "IPO first-day returns, offer price revisions, volatility, and form S-1 language," Journal of Financial Economics, Elsevier, vol. 109(2), pages 307-326.
    43. Anastasiou, Dimitris & Kallandranis, Christos & Drakos, Konstantinos, 2022. "Borrower discouragement prevalence for Eurozone SMEs: Investigating the impact of economic sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 161-171.
    44. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    45. Kearney, Colm & Liu, Sha, 2014. "Textual sentiment in finance: A survey of methods and models," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 171-185.
    46. Dharmapala, Dhammika & Hines Jr., James R., 2009. "Which countries become tax havens?," Journal of Public Economics, Elsevier, vol. 93(9-10), pages 1058-1068, October.
    47. Wei, Lu & Li, Guowen & Li, Jianping & Zhu, Xiaoqian, 2019. "Bank risk aggregation with forward-looking textual risk disclosures," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    48. María Soledad Martínez-Peria & Sergio Schmukler, 2002. "Do Depositors Punish Banks for Bad Behavior? Market Discipline, Deposit Insurance, and Banking Crises," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 5, pages 143-174, Central Bank of Chile.
    49. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    50. Anastasiou, Dimitrios & Ballis, Antonis & Drakos, Konstantinos, 2021. "Cryptocurrencies’ Price Crash Risk and Crisis Sentiment," Finance Research Letters, Elsevier, vol. 42(C).
    51. Alexei Karas & William Pyle & Koen Schoors, 2013. "Deposit Insurance, Banking Crises, and Market Discipline: Evidence from a Natural Experiment on Deposit Flows and Rates," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(1), pages 179-200, February.
    52. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    53. Spyros Pagratis & Marco Stringa, 2009. "Modeling Bank Senior Unsecured Ratings: A Reasoned Structured Approach to Bank Credit Assessment," International Journal of Central Banking, International Journal of Central Banking, vol. 5(2), pages 1-39, June.
    54. Brown, Martin & Guin, Benjamin & Morkoetter, Stefan, 2020. "Deposit withdrawals from distressed banks: Client relationships matter," Journal of Financial Stability, Elsevier, vol. 46(C).
    55. Rosaria Cerrone, 2018. "Deposit guarantee reform in Europe: does European deposit insurance scheme increase banking stability?," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 21(3), pages 224-239, July.
    56. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    57. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    58. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    59. Stephen P. Ferris & (Grace) Qing Hao & (Stella) Min-Yu Liao, 2013. "The Effect of Issuer Conservatism on IPO Pricing and Performance," Review of Finance, European Finance Association, vol. 17(3), pages 993-1027.
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