IDEAS home Printed from https://ideas.repec.org/p/ofr/wpaper/15-02.html
   My bibliography  Save this paper

Are the Federal Reserve's Stress Test Results Predictable?

Author

Listed:
  • Paul Glasserman

    (Office of Financial Research)

  • Gowtham Tangirala

    (Columbia University)

Abstract

Regulatory stress tests have become a key tool for setting bank capital levels. Publicly disclosed results for four rounds of stress tests suggest that as the stress testing process has evolved, its outcomes have become more predictable and therefore arguably less informative. In particular, projected stress losses in the 2013 and 2014 stress tests are nearly perfectly correlated for bank holding companies that participated in both rounds. We also compare projected losses across different scenarios used in the 2014 stress test and find surprisingly high correlations for outcomes grouped by bank or by loan category, which suggests an opportunity to get more information out of the stress tests through greater diversity in the scenarios used. We discuss potential implications of these patterns for the further development and application of stress testing.

Suggested Citation

  • Paul Glasserman & Gowtham Tangirala, 2015. "Are the Federal Reserve's Stress Test Results Predictable?," Working Papers 15-02, Office of Financial Research, US Department of the Treasury.
    • Handle: RePEc:ofr:wpaper:15-02
    as

    Download full text from publisher

    File URL: https://financialresearch.gov/working-papers/files/OFRwp-2015-02-Are-the-Federal-Reserves-Stress-Test-Results-Predictable.pdf
    File Function: First version, 2015
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Beverly Hirtle & Til Schuermann & Kevin J. Stiroh, 2009. "Macroprudential supervision of financial institutions: lessons from the SCAP," Staff Reports 409, Federal Reserve Bank of New York.
    2. Covas, Francisco B. & Rump, Ben & Zakrajšek, Egon, 2014. "Stress-testing US bank holding companies: A dynamic panel quantile regression approach," International Journal of Forecasting, Elsevier, vol. 30(3), pages 691-713.
    3. Acharya, Viral & Engle, Robert & Pierret, Diane, 2014. "Testing macroprudential stress tests: The risk of regulatory risk weights," Journal of Monetary Economics, Elsevier, vol. 65(C), pages 36-53.
    4. Pavel Kapinos & Oscar A. Mitnik, 2016. "A Top-down Approach to Stress-testing Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 49(2), pages 229-264, June.
    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. Fernandes, Marcelo & Igan, Deniz & Pinheiro, Marcelo, 2020. "March madness in Wall Street: (What) does the market learn from stress tests?," Journal of Banking & Finance, Elsevier, vol. 112(C).
    2. Lukas Ahnert & Pascal Vogt & Volker Vonhoff & Florian Weigert, 2018. "The Impact of Regulatory Stress Testing on Bank's Equity and CDS Performance," Working Papers on Finance 1814, University of St. Gallen, School of Finance.
    3. Flannery, Mark & Hirtle, Beverly & Kovner, Anna, 2017. "Evaluating the information in the federal reserve stress tests," Journal of Financial Intermediation, Elsevier, vol. 29(C), pages 1-18.
    4. Jondeau, Eric & Khalilzadeh, Amir, 2022. "Predicting the stressed expected loss of large U.S. banks," Journal of Banking & Finance, Elsevier, vol. 134(C).
    5. Christoph Aymanns & J. Doyne Farmer & Alissa M. Keinniejenhuis & Thom Wetzer, 2017. "Models of Financial Stability and their Application in Stress Tests," Working Papers on Finance 1805, University of St. Gallen, School of Finance.
    6. International Monetary Fund, 2015. "United States: Financial Sector Assessment Program-Stress Testing-Technical Notes," IMF Staff Country Reports 2015/173, International Monetary Fund.
    7. Til Schuermann, 2020. "Capital Adequacy Pre‐ and Postcrisis and the Role of Stress Testing," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(S1), pages 87-105, October.
    8. Buch, Claudia M. & Vogel, Edgar & Weigert, Benjamin, 2018. "Evaluating macroprudential policies," ESRB Working Paper Series 76, European Systemic Risk Board.

    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. Acharya, Viral V. & Berger, Allen N. & Roman, Raluca A., 2018. "Lending implications of U.S. bank stress tests: Costs or benefits?," Journal of Financial Intermediation, Elsevier, vol. 34(C), pages 58-90.
    2. Jondeau, Eric & Khalilzadeh, Amir, 2022. "Predicting the stressed expected loss of large U.S. banks," Journal of Banking & Finance, Elsevier, vol. 134(C).
    3. Nguyen, Thach Vu Hong & Ahmed, Shamim & Chevapatrakul, Thanaset & Onali, Enrico, 2020. "Do stress tests affect bank liquidity creation?," Journal of Corporate Finance, Elsevier, vol. 64(C).
    4. Kolari, James W. & López-Iturriaga, Félix J. & Sanz, Ivan Pastor, 2019. "Predicting European bank stress tests: Survival of the fittest," Global Finance Journal, Elsevier, vol. 39(C), pages 44-57.
    5. Luu, Hiep Ngoc & Vo, Xuan Vinh, 2021. "The Impact of Supervisory Stress Tests on Bank Ex-Ante Risk-Taking Behaviour: Empirical Evidence from a Quasi-Natural Experiment," International Review of Financial Analysis, Elsevier, vol. 75(C).
    6. Dissem, Sonia & Lobez, Frederic, 2020. "Correlation between the 2014 EU-wide stress tests and the market-based measures of systemic risk," Research in International Business and Finance, Elsevier, vol. 51(C).
    7. Gerhard Hambusch & Sherrill Shaffer, 2016. "Forecasting bank leverage: an alternative to regulatory early warning models," Journal of Regulatory Economics, Springer, vol. 50(1), pages 38-69, August.
    8. Schuermann, Til, 2016. "Stress Testing in Wartime and in Peacetime," Working Papers 17-01, University of Pennsylvania, Wharton School, Weiss Center.
    9. Bookstaber, Rick & Cetina, Jill & Feldberg, Greg & Flood, Mark & Glasserman, Paul, 2013. "Stress tests to promote financial stability: Assessing progress and looking to the future," Journal of Risk Management in Financial Institutions, Henry Stewart Publications, vol. 7(1), pages 16-25, December.
    10. Wu, Deming & Fang, Ming & Wang, Qing, 2018. "An empirical study of bank stress testing for auto loans," Journal of Financial Stability, Elsevier, vol. 39(C), pages 79-89.
    11. Koliai, Lyes, 2016. "Extreme risk modeling: An EVT–pair-copulas approach for financial stress tests," Journal of Banking & Finance, Elsevier, vol. 70(C), pages 1-22.
    12. Paul Glasserman & Chulmin Kang & Wanmo Kang, 2013. "Stress Scenario Selection by Empirical Likelihood," Working Papers 13-07, Office of Financial Research, US Department of the Treasury.
    13. Laura Liu & Hyungsik Roger Moon & Frank Schorfheide, 2020. "Forecasting With Dynamic Panel Data Models," Econometrica, Econometric Society, vol. 88(1), pages 171-201, January.
    14. Oguzhan Cepni & Riza Demirer & Rangan Gupta & Ahmet Sensoy, 2022. "Interest rate uncertainty and the predictability of bank revenues," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(8), pages 1559-1569, December.
    15. Brummelhuis, Raymond & Luo, Zhongmin, 2019. "Bank Net Interest Margin Forecasting and Capital Adequacy Stress Testing by Machine Learning Techniques," MPRA Paper 94779, University Library of Munich, Germany.
    16. Matthew Pritsker, 2017. "Choosing Stress Scenarios for Systemic Risk Through Dimension Reduction," Supervisory Research and Analysis Working Papers RPA 17-4, Federal Reserve Bank of Boston.
    17. Tirupam Goel & Isha Agarwal, 2021. "Limits of stress-test based bank regulation," BIS Working Papers 953, Bank for International Settlements.
    18. Til Schuermann, 2020. "Capital Adequacy Pre‐ and Postcrisis and the Role of Stress Testing," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(S1), pages 87-105, October.
    19. Busch, Ramona & Koziol, Philipp & Mitrovic, Marc, 2018. "Many a little makes a mickle: Stress testing small and medium-sized German banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 237-253.
    20. Paul Glasserman & Mike Li, 2022. "Should Bank Stress Tests Be Fair?," Papers 2207.13319, arXiv.org, revised May 2023.

    More about this item

    Keywords

    Stress Testing;

    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:ofr:wpaper:15-02. 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: Gregory Feldberg (email available below). General contact details of provider: https://edirc.repec.org/data/ofrgvus.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.