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Assessing financial stability: the Capital and Loss Assessment under Stress Scenarios (CLASS) model

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Abstract

The CLASS model is a top-down capital stress testing framework that uses public data, simple econometric models, and auxiliary assumptions to project the effect of macroeconomic scenarios on U.S. banking firms. Through the lens of the model, we find that the total banking system capital shortfall under stressful macroeconomic conditions began to rise four years before the financial crisis, peaking in the fourth quarter of 2008. The capital gap has since fallen sharply, and is now significantly below pre-crisis levels. In the cross section, banking firms estimated to be most sensitive to macroeconomic conditions also have higher capital ratios, consistent with a ?precautionary? view of bank capital, though this behavior is evident only since the crisis. We interpret our results as evidence that the resiliency of the U.S. banking system has improved since the financial crisis, and also as an illustration of the value of stress testing as a macroprudential policy tool.

Suggested Citation

  • Meru Bhanot & Beverly Hirtle & Anna Kovner & James Vickery, 2014. "Assessing financial stability: the Capital and Loss Assessment under Stress Scenarios (CLASS) model," Staff Reports 663, Federal Reserve Bank of New York.
  • Handle: RePEc:fip:fednsr:663
    Note: Previous title: “The Capital and Loss Assessment under Stress Scenarios (CLASS) Model”
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    1. Berger, Allen N. & Bouwman, Christa H.S., 2013. "How does capital affect bank performance during financial crises?," Journal of Financial Economics, Elsevier, vol. 109(1), pages 146-176.
    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. Timothy Clark & Astrid A. Dick & Beverly Hirtle & Kevin J. Stiroh & Robard Williams, 2007. "The role of retail banking in the U.S. banking industry: risk, return, and industry structure," Economic Policy Review, Federal Reserve Bank of New York, vol. 13(Dec), pages 39-56.
    4. Kau, James B, et al, 1992. "A Generalized Valuation Model for Fixed-Rate Residential Mortgages," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 24(3), pages 279-299, August.
    5. Eric Wong & Cho-Hoi Hui, 2009. "A Liquidity Risk Stress-Testing Framework with Interaction between Market and Credit Risks," Working Papers 0906, Hong Kong Monetary Authority.
    6. Eichengreen, Barry & Mody, Ashoka & Nedeljkovic, Milan & Sarno, Lucio, 2012. "How the Subprime Crisis went global: Evidence from bank credit default swap spreads," Journal of International Money and Finance, Elsevier, vol. 31(5), pages 1299-1318.
    7. Allen Berger & Robert DeYoung & Mark Flannery & David Lee & Özde Öztekin, 2008. "How Do Large Banking Organizations Manage Their Capital Ratios?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 34(2), pages 123-149, December.
    8. 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.
    9. Luca Guerrieri & Michelle Welch, 2012. "Can macro variables used in stress testing forecast the performance of banks?," Finance and Economics Discussion Series 2012-49, Board of Governors of the Federal Reserve System (U.S.).
    10. Calomiris, Charles W. & Nissim, Doron, 2014. "Crisis-related shifts in the market valuation of banking activities," Journal of Financial Intermediation, Elsevier, vol. 23(3), pages 400-435.
    11. Thomas M. Eisenbach & Todd Keister & James J. McAndrews & Tanju Yorulmazer, 2014. "Stability of funding models: an analytical framework," Economic Policy Review, Federal Reserve Bank of New York, issue Feb, pages 29-47.
    12. Viral Acharya & Robert Engle & Matthew Richardson, 2012. "Capital Shortfall: A New Approach to Ranking and Regulating Systemic Risks," American Economic Review, American Economic Association, vol. 102(3), pages 59-64, May.
    13. W. Scott Frame & Kristopher Gerardi & Paul S. Willen, 2015. "The failure of supervisory stress testing: Fannie Mae, Freddie Mac, and OFHEO," FRB Atlanta Working Paper 2015-3, Federal Reserve Bank of Atlanta.
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    More about this item

    Keywords

    capital; stress testing; financial stability;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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