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Gaming the test? Window-dressing and portfolio similarity around the EU-wide stress tests

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  • Cuzzola, Angelo
  • Barbieri, Claudio
  • Hałaj, Grzegorz

Abstract

This study investigates the impact of supervisory stress testing on banks’ behaviors and their systemic risk implications. Utilizing confidential supervisory data from the European Banking Authority’s EU-wide stress tests in 2021 and 2023, we employ a difference-in-differences framework to analyze how these exercises influence portfolio management decisions among European banks. This methodology allows us to compare stress-tested banks with similar non-tested institutions before and after the stress test events, isolating the effects specifically associated with the EU-wide assessments. Our findings reveal significant patterns of anticipatory behavior, with banks strategically window-dressing their capital ratios before stress tests begin. This behavior is particularly pronounced among institutions that subsequently receive the lowest scores in terms of capital depletion. We document that these anticipatory adjustments lead to decreased portfolio similarity across banks, an effect that persists after the stress tests and remains consistent across different similarity measures. Importantly, such a decrease in similarity does not spin off into more granular business model or country clusters, thus limiting potential systemic risk through portfolio synchronization. Our results, while considering how financial institutions incorporate stress test considerations into their strategic decision-making, highlight the dual role of stress tests in enhancing individual bank resilience and reducing systemic vulnerabilities. These findings contribute to the ongoing debate on effective banking supervision and the design of regulatory stress testing frameworks. JEL Classification: G21, G28, E58, C23

Suggested Citation

  • Cuzzola, Angelo & Barbieri, Claudio & Hałaj, Grzegorz, 2025. "Gaming the test? Window-dressing and portfolio similarity around the EU-wide stress tests," Working Paper Series 3094, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20253094
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    as
    1. Reint Gropp & Thomas Mosk & Steven Ongena & Carlo Wix, 2019. "Banks Response to Higher Capital Requirements: Evidence from a Quasi-Natural Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 32(1), pages 266-299.
    2. Couaillier, Cyril & Henricot, Dorian, 2023. "How do markets react to tighter bank capital requirements?," Journal of Banking & Finance, Elsevier, vol. 151(C).
    3. Markus K. Brunnermeier & Lasse Heje Pedersen, 2009. "Market Liquidity and Funding Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2201-2238, June.
    4. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    5. Kok, Christoffer & Müller, Carola & Ongena, Steven & Pancaro, Cosimo, 2023. "The disciplining effect of supervisory scrutiny in the EU-wide stress test," Journal of Financial Intermediation, Elsevier, vol. 53(C).
    6. Dmitry Arkhangelsky & Susan Athey & David A. Hirshberg & Guido W. Imbens & Stefan Wager, 2021. "Synthetic Difference-in-Differences," American Economic Review, American Economic Association, vol. 111(12), pages 4088-4118, December.
    7. Cornett, Marcia Millon & Minnick, Kristina & Schorno, Patrick J. & Tehranian, Hassan, 2020. "An examination of bank behavior around Federal Reserve stress tests," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    8. Abbassi, Puriya & Brownlees, Christian & Hans, Christina & Podlich, Natalia, 2017. "Credit risk interconnectedness: What does the market really know?," Journal of Financial Stability, Elsevier, vol. 29(C), pages 1-12.
    9. Beverly Hirtle & Anna Kovner & Matthew Plosser, 2020. "The Impact of Supervision on Bank Performance," Journal of Finance, American Finance Association, vol. 75(5), pages 2765-2808, October.
    10. Cappelletti, Giuseppe & Ponte Marques, Aurea & Varraso, Paolo, 2024. "Impact of higher capital buffers on banks’ lending and risk-taking in the short- and medium-term: Evidence from the euro area experiments," Journal of Financial Stability, Elsevier, vol. 72(C).
    11. Cl'ement de Chaisemartin & Xavier D'Haultf{oe}uille, 2020. "Difference-in-Differences Estimators of Intertemporal Treatment Effects," Papers 2007.04267, arXiv.org, revised Dec 2024.
    12. Cortés, Kristle R. & Demyanyk, Yuliya & Li, Lei & Loutskina, Elena & Strahan, Philip E., 2020. "Stress tests and small business lending," Journal of Financial Economics, Elsevier, vol. 136(1), pages 260-279.
    13. Roncoroni, Alan & Battiston, Stefano & D’Errico, Marco & Hałaj, Grzegorz & Kok, Christoffer, 2021. "Interconnected banks and systemically important exposures," Journal of Economic Dynamics and Control, Elsevier, vol. 133(C).
    14. Luis Garcia & Ulf Lewrick & Taja Sečnik, 2023. "Window Dressing and the Designation of Global Systemically Important Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 64(2), pages 231-264, October.
    15. repec:chf:rpseri:rp2260 is not listed on IDEAS
    16. Emmanuel Farhi & Jean Tirole, 2012. "Collective Moral Hazard, Maturity Mismatch, and Systemic Bailouts," American Economic Review, American Economic Association, vol. 102(1), pages 60-93, February.
    17. Andrei Shleifer & Robert Vishny, 2011. "Fire Sales in Finance and Macroeconomics," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 29-48, Winter.
    18. Sahin, Cenkhan & de Haan, Jakob & Neretina, Ekaterina, 2020. "Banking stress test effects on returns and risks," Journal of Banking & Finance, Elsevier, vol. 117(C).
    19. Elliott, Matthew & Georg, Co-Pierre & Hazell, Jonathon, 2021. "Systemic risk shifting in financial networks," LSE Research Online Documents on Economics 123924, London School of Economics and Political Science, LSE Library.
    20. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2024. "Revisiting Event-Study Designs: Robust and Efficient Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(6), pages 3253-3285.
    21. Bassi, Claudio & Behn, Markus & Grill, Michael & Waibel, Martin, 2024. "Window dressing of regulatory metrics: Evidence from repo markets," Journal of Financial Intermediation, Elsevier, vol. 58(C).
    22. Elliott, Matthew & Georg, Co-Pierre & Hazell, Jonathon, 2021. "Systemic risk shifting in financial networks," Journal of Economic Theory, Elsevier, vol. 191(C).
    23. Andreas Lehnert & Beverly Hirtle, 2015. "Supervisory Stress Tests," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 339-355, December.
    24. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    25. Dmitry Orlov & Pavel Zryumov & Andrzej Skrzypacz, 2023. "The Design of Macroprudential Stress Tests," The Review of Financial Studies, Society for Financial Studies, vol. 36(11), pages 4460-4501.
    26. Paul Konietschke & Steven Ongena & Aurea Ponte Marques, 2022. "Stress tests and capital requirement disclosures: do they impact banks' lending and risk-taking decisions?," Swiss Finance Institute Research Paper Series 22-60, Swiss Finance Institute.
    27. Girardi, Giulio & Hanley, Kathleen W. & Nikolova, Stanislava & Pelizzon, Loriana & Sherman, Mila Getmansky, 2021. "Portfolio similarity and asset liquidation in the insurance industry," Journal of Financial Economics, Elsevier, vol. 142(1), pages 69-96.
    28. Jason Barr & Jiaqi Ge, 2023. "Introduction to the special issue on agent-based models in urban economics," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 18(1), pages 1-4, January.
    29. Caccioli, Fabio & Shrestha, Munik & Moore, Cristopher & Farmer, J. Doyne, 2014. "Stability analysis of financial contagion due to overlapping portfolios," Journal of Banking & Finance, Elsevier, vol. 46(C), pages 233-245.
    30. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    31. Hancock, Diana & Laing, Andrew J. & Wilcox, James A., 1995. "Bank capital shocks: Dynamic effects on securities, loans, and capital," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 661-677, June.
    32. Curry, Timothy J. & Fissel, Gary S. & Ramirez, Carlos D., 2008. "The impact of bank supervision on loan growth," The North American Journal of Economics and Finance, Elsevier, vol. 19(2), pages 113-134, August.
    33. Eric S. Rosengren & Joe Peek, 2000. "Collateral Damage: Effects of the Japanese Bank Crisis on Real Activity in the United States," American Economic Review, American Economic Association, vol. 90(1), pages 30-45, March.
    34. Cuzzola, Angelo & Barbieri, Claudio & Bindseil, Ulrich, 2023. "Stress testing with multi-faceted liquidity: the central bank collateral framework as a financial stability tool," Working Paper Series 2814, European Central Bank.
    35. Feinstein, Zachary & Hałaj, Grzegorz, 2023. "Interbank asset-liability networks with fire sale management," Journal of Economic Dynamics and Control, Elsevier, vol. 155(C).
    36. Malani, Anup & Reif, Julian, 2015. "Interpreting pre-trends as anticipation: Impact on estimated treatment effects from tort reform," Journal of Public Economics, Elsevier, vol. 124(C), pages 1-17.
    37. King, Gary & Nielsen, Richard, 2019. "Why Propensity Scores Should Not Be Used for Matching," Political Analysis, Cambridge University Press, vol. 27(4), pages 435-454, October.
    38. García, Raffi E. & Steele, Suzanne, 2022. "Stress testing and bank business patterns: A regression discontinuity study," Journal of Banking & Finance, Elsevier, vol. 135(C).
    39. Cont, Rama & Schaanning, Eric, 2019. "Monitoring indirect contagion," Journal of Banking & Finance, Elsevier, vol. 104(C), pages 85-102.
    40. Kupiec, Paul & Lee, Yan & Rosenfeld, Claire, 2017. "Does bank supervision impact bank loan growth?," Journal of Financial Stability, Elsevier, vol. 28(C), pages 29-48.
    41. Durrani, Agha & Ongena, Steven & Ponte Marques, Aurea, 2024. "Decoding market reactions: The certification role of EU-wide stress tests," Economic Modelling, Elsevier, vol. 139(C).
    42. Rhee, Keeyoung & Dogra, Keshav, 2024. "Stress tests and model monoculture," Journal of Financial Economics, Elsevier, vol. 152(C).
    43. Jonathan Roth, 2022. "Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends," American Economic Review: Insights, American Economic Association, vol. 4(3), pages 305-322, September.
    44. Falk Bräuning & José L. Fillat, 2025. "The Impact of Regulatory Stress Tests on Banks' Portfolio Similarity and Implications for Systemic Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 57(6), pages 1387-1419, September.
    45. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
    46. Feinstein, Zachary & Hałaj, Grzegorz, 2023. "Interbank asset-liability networks with fire sale management," Working Paper Series 2806, European Central Bank.
    47. Loipersberger, Florian, 2017. "The Effect of Supranational Banking Supervision on the Financial Sector: Event Study Evidence from Europe," Discussion Papers in Economics 34610, University of Munich, Department of Economics.
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    Keywords

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    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
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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