IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/13715.html
   My bibliography  Save this paper

Bank Risk Dynamics and Distance to Default

Author

Listed:
  • Nagel, Stefan
  • Purnanandam, Amiyatosh

Abstract

We adapt structural models of default risk to take into account the special nature of bank assets. The usual assumption of log-normally distributed asset values is not appropriate for banks. Typical bank assets are risky debt claims, which implies that they embed a short put option on the borrowers’ assets, leading to a concave payoff. This has important consequences for banks’ risk dynamics and distance to default estimation. Due to the payoff non-linearity, bank asset volatility rises following negative shocks to borrower asset values. As a result, standard structural models in which the asset volatility is assumed to be constant can severely understate banks’ default risk in good times when asset values are high. Bank equity payoffs resemble a mezzanine claim rather than a call option. Bank equity return volatility is therefore much more sensitive to big negative shocks to asset values than in standard structural models.

Suggested Citation

  • Nagel, Stefan & Purnanandam, Amiyatosh, 2019. "Bank Risk Dynamics and Distance to Default," CEPR Discussion Papers 13715, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:13715
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP13715
    Download Restriction: CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at subscribers@cepr.org
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Duffie, Darrell & Saita, Leandro & Wang, Ke, 2007. "Multi-period corporate default prediction with stochastic covariates," Journal of Financial Economics, Elsevier, vol. 83(3), pages 635-665, March.
    2. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2008. "In Search of Distress Risk," Journal of Finance, American Finance Association, vol. 63(6), pages 2899-2939, December.
    3. Deborah Lucas, 2010. "Measuring and Managing Federal Financial Risk," NBER Books, National Bureau of Economic Research, Inc, number luca07-1, March.
    4. Jones, E Philip & Mason, Scott P & Rosenfeld, Eric, 1984. "Contingent Claims Analysis of Corporate Capital Structures: An Empirical Investigation," Journal of Finance, American Finance Association, vol. 39(3), pages 611-625, July.
    5. Gofman, Michael, 2017. "Efficiency and stability of a financial architecture with too-interconnected-to-fail institutions," Journal of Financial Economics, Elsevier, vol. 124(1), pages 113-146.
    6. 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.
    7. Goldstein, Itay & Sapra, Haresh, 2014. "Should Banks' Stress Test Results be Disclosed? An Analysis of the Costs and Benefits," Foundations and Trends(R) in Finance, now publishers, vol. 8(1), pages 1-54, March.
    8. Daron Acemoglu & Martin Kaae Jensen, 2015. "Robust Comparative Statics in Large Dynamic Economies," Journal of Political Economy, University of Chicago Press, vol. 123(3), pages 587-640.
    9. Duffie, Darrell & Lando, David, 2001. "Term Structures of Credit Spreads with Incomplete Accounting Information," Econometrica, Econometric Society, vol. 69(3), pages 633-664, May.
    10. Darrell Duffie & Robert Jarrow & Amiyatosh Purnanandam & Wei Yang, 2008. "Market Pricing of Deposit Insurance," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 22, pages 551-577, World Scientific Publishing Co. Pte. Ltd..
    11. Khandani, Amir E. & Lo, Andrew W. & Merton, Robert C., 2013. "Systemic risk and the refinancing ratchet effect," Journal of Financial Economics, Elsevier, vol. 108(1), pages 29-45.
    12. Boucher, Christophe M. & Daníelsson, Jón & Kouontchou, Patrick S. & Maillet, Bertrand B., 2014. "Risk models-at-risk," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 72-92.
    13. Lucas, Deborah (ed.), 2010. "Measuring and Managing Federal Financial Risk," National Bureau of Economic Research Books, University of Chicago Press, number 9780226496580, December.
    14. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    15. Deborah Lucas, 2010. "Introduction to "Measuring and Managing Federal Financial Risk"," NBER Chapters, in: Measuring and Managing Federal Financial Risk, pages 1-12, National Bureau of Economic Research, Inc.
    16. Gornall, Will & Strebulaev, Ilya A., 2014. "Financing as a Supply Chain: The Capital Structure of Banks and Borrowers," Research Papers 3102, Stanford University, Graduate School of Business.
    17. Bryan Kelly & Hanno Lustig & Stijn Van Nieuwerburgh, 2016. "Too-Systemic-to-Fail: What Option Markets Imply about Sector-Wide Government Guarantees," American Economic Review, American Economic Association, vol. 106(6), pages 1278-1319, June.
    18. Merton, Robert C., 1977. "An analytic derivation of the cost of deposit insurance and loan guarantees An application of modern option pricing theory," Journal of Banking & Finance, Elsevier, vol. 1(1), pages 3-11, June.
    19. Lucas, Deborah & McDonald, Robert L., 2006. "An options-based approach to evaluating the risk of Fannie Mae and Freddie Mac," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 155-176, January.
    20. Dermine, Jean & Lajeri, Fatma, 2001. "Credit risk and the deposit insurance premium: a note," Journal of Economics and Business, Elsevier, vol. 53(5), pages 497-508.
    21. Goldstein, Itay & Leitner, Yaron, 2018. "Stress tests and information disclosure," Journal of Economic Theory, Elsevier, vol. 177(C), pages 34-69.
    22. Chen, Andrew H. & Ju, Nengjiu & Mazumdar, Sumon C. & Verma, Avinash, 2006. "Correlated Default Risks and Bank Regulations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(2), pages 375-398, March.
    23. Sharon Peleg†Lazar & Alon Raviv, 2017. "Bank Risk Dynamics Where Assets are Risky Debt Claims," European Financial Management, European Financial Management Association, vol. 23(1), pages 3-31, January.
    24. Pennacchi, George G., 1987. "Alternative forms of deposit insurance : Pricing and bank incentive issues," Journal of Banking & Finance, Elsevier, vol. 11(2), pages 291-312, June.
    25. Harald Uhlig, 1996. "A law of large numbers for large economies (*)," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 8(1), pages 41-50.
    26. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    27. David C. Ling & Andy Naranjo, 2015. "Returns and Information Transmission Dynamics in Public and Private Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(1), pages 163-208, March.
    28. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    29. Emanuela Giacomini & David Ling & Andy Naranjo, 2015. "Leverage and Returns: A Cross-Country Analysis of Public Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 51(2), pages 125-159, August.
    30. Ivilina Popova & Peter H. Ritchken & James B. Thompson, 1995. "The changing role of banks and the changing value of deposit guarantees," Working Papers (Old Series) 9502, Federal Reserve Bank of Cleveland.
    31. Marcus, Alan J & Shaked, Israel, 1984. "The Valuation of FDIC Deposit Insurance Using Option-pricing Estimates," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 16(4), pages 446-460, November.
    32. Deborah Lucas & Robert McDonald, 2010. "Valuing Government Guarantees: Fannie and Freddie Revisited," NBER Chapters, in: Measuring and Managing Federal Financial Risk, pages 131-154, National Bureau of Economic Research, Inc.
    33. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    34. Christopher L. Culp & Yoshio Nozawa & Pietro Veronesi, 2014. "Option-Based Credit Spreads," NBER Working Papers 20776, National Bureau of Economic Research, Inc.
    35. Ronn, Ehud I & Verma, Avinash K, 1986. "Pricing Risk-Adjusted Deposit Insurance: An Option-Based Model," Journal of Finance, American Finance Association, vol. 41(4), pages 871-895, September.
    36. Zhou, Chunsheng, 2001. "The term structure of credit spreads with jump risk," Journal of Banking & Finance, Elsevier, vol. 25(11), pages 2015-2040, November.
    37. Veronesi, Pietro & Nozawa, Yoshio & Culp, Christopher L., 2014. "Option-Based Credit Spreads," CEPR Discussion Papers 10318, C.E.P.R. Discussion Papers.
    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. Andrew G. Atkeson & Adrien d’Avernas & Andrea L. Eisfeldt & Pierre-Olivier Weill, 2019. "Government Guarantees and the Valuation of American Banks," NBER Macroeconomics Annual, University of Chicago Press, vol. 33(1), pages 81-145.
    2. Carmelo Salleo & Alberto Grassi & Constantinos Kyriakopoulos, 2020. "A Comprehensive Approach for Calculating Banking Sector Risks," IJFS, MDPI, vol. 8(4), pages 1-21, November.
    3. Kuvshinov, Dmitry & Richter, Björn & Zimmermann, Kaspar, 2022. "The shifts and the shocks: bank risk, leverage, and the macroeconomy," Working Paper Series 2672, European Central Bank.
    4. Peleg Lazar, Sharon & Raviv, Alon, 2019. "The risk spiral: The effects of bank capital and diversification on risk taking," International Review of Financial Analysis, Elsevier, vol. 65(C).
    5. Caterina Mendicino & Kalin Nikolov & Juan Rubio-Ramirez & Javier Suarez, 2020. "Twin Default Crises," Working Papers 2020-01, FEDEA.
    6. Erasmo Giambona & Rafael Matta & José-Luis Peydró & Ye Wang, 2020. "Quantitative Easing, Investment, and Safe Assets: The Corporate-Bond Lending Channel," Working Papers 1179, Barcelona School of Economics.
    7. David Xiao, 2023. "Default Process Modeling and Credit Valuation Adjustment," Papers 2309.03311, arXiv.org.
    8. Itamar Drechsler & Alexi Savov & Philipp Schnabl, 2018. "Banking on Deposits: Maturity Transformation without Interest Rate Risk," NBER Working Papers 24582, National Bureau of Economic Research, Inc.
    9. Lee, David, 2023. "Default Forecasting and Credit Valuation Adjustment," MPRA Paper 118578, University Library of Munich, Germany.
    10. Atreya, Nikhil & Mjøs, Aksel & Persson, Svein-Arne, 2015. "Making Bank: Why High Bank Leverage is Optimal - for the Bank's Shareholders," Discussion Papers 2015/33, Norwegian School of Economics, Department of Business and Management Science.
    11. Antonio Sánchez Serrano, 2018. "EU banks after the crisis: sinners in the hands of angry markets," Journal of Banking and Financial Economics, University of Warsaw, Faculty of Management, vol. 1(9), pages 24-51, May.
    12. Matthias Fleckenstein & Francis A. Longstaff, 2023. "Small Business Equity Returns: Empirical Evidence from the Business Credit Card Securitization Market," Journal of Finance, American Finance Association, vol. 78(1), pages 389-425, February.
    13. Lukasz Prorokowski, 2016. "Bankrupt UK cities: PD model for credit risk in sub-sovereign sector," Bank i Kredyt, Narodowy Bank Polski, vol. 47(6), pages 495-528.

    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. Heller, Yuval & Peleg Lazar, Sharon & Raviv, Alon, 2022. "Banks’ risk taking and creditors’ bargaining power," Journal of Corporate Finance, Elsevier, vol. 74(C).
    2. Peleg Lazar, Sharon & Raviv, Alon, 2019. "The risk spiral: The effects of bank capital and diversification on risk taking," International Review of Financial Analysis, Elsevier, vol. 65(C).
    3. Lim, Terence & Lo, Andrew W. & Merton, Robert C. & Scholes, Myron S., 2006. "The Derivatives Sourcebook," Foundations and Trends(R) in Finance, now publishers, vol. 1(5–6), pages 365-572, April.
    4. Afik, Zvika & Arad, Ohad & Galil, Koresh, 2016. "Using Merton model for default prediction: An empirical assessment of selected alternatives," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 43-67.
    5. Giesecke, Kay & Longstaff, Francis A. & Schaefer, Stephen & Strebulaev, Ilya, 2011. "Corporate bond default risk: A 150-year perspective," Journal of Financial Economics, Elsevier, vol. 102(2), pages 233-250.
    6. Andrew G. Atkeson & Adrien d’Avernas & Andrea L. Eisfeldt & Pierre-Olivier Weill, 2019. "Government Guarantees and the Valuation of American Banks," NBER Macroeconomics Annual, University of Chicago Press, vol. 33(1), pages 81-145.
    7. Chiang, Shu Ling & Tsai, Ming Shann, 2020. "The valuation of deposit insurance allowing for the interest rate spread and early-bankruptcy risk," The Quarterly Review of Economics and Finance, Elsevier, vol. 76(C), pages 345-356.
    8. Zvika Afik & Ohad Arad & Koresh Galil, 2012. "Using Merton model: an empirical assessment of alternatives," Working Papers 1202, Ben-Gurion University of the Negev, Department of Economics.
    9. Zhang, Jinqing & He, Liang & An, Yunbi, 2020. "Measuring banks’ liquidity risk: An option-pricing approach," Journal of Banking & Finance, Elsevier, vol. 111(C).
    10. Michael B. Imerman, 2020. "When enough is not enough: bank capital and the Too-Big-To-Fail subsidy," Review of Quantitative Finance and Accounting, Springer, vol. 55(4), pages 1371-1406, November.
    11. Han-Hsing Lee & Kuanyu Shih & Kehluh Wang, 2016. "Measuring sovereign credit risk using a structural model approach," Review of Quantitative Finance and Accounting, Springer, vol. 47(4), pages 1097-1128, November.
    12. Michael B. Imerman, 0. "When enough is not enough: bank capital and the Too-Big-To-Fail subsidy," Review of Quantitative Finance and Accounting, Springer, vol. 0, pages 1-36.
    13. Sharon Peleg†Lazar & Alon Raviv, 2017. "Bank Risk Dynamics Where Assets are Risky Debt Claims," European Financial Management, European Financial Management Association, vol. 23(1), pages 3-31, January.
    14. Bhagat, Sanjai & Bolton, Brian & Lu, Jun, 2015. "Size, leverage, and risk-taking of financial institutions," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 520-537.
    15. Silva, Felipe Bastos Gurgel, 2021. "Fiscal Deficits, Bank Credit Risk, and Loan-Loss Provisions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(5), pages 1537-1589, August.
    16. Demirovic, Amer & Tucker, Jon & Guermat, Cherif, 2015. "Accounting data and the credit spread: An empirical investigation," Research in International Business and Finance, Elsevier, vol. 34(C), pages 233-250.
    17. Murphy, Austin & Headley, Adrian, 2022. "An empirical evaluation of alternative fundamental models of credit spreads," International Review of Financial Analysis, Elsevier, vol. 81(C).
    18. Abel Elizalde, 2006. "Credit Risk Models II: Structural Models," Working Papers wp2006_0606, CEMFI.
    19. Nguyen, Ha, 2023. "An empirical application of Particle Markov Chain Monte Carlo to frailty correlated default models," Journal of Empirical Finance, Elsevier, vol. 72(C), pages 103-121.
    20. Gemmill, Gordon & Marra, Miriam, 2019. "Explaining CDS prices with Merton’s model before and after the Lehman default," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 93-109.

    More about this item

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation

    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:cpr:ceprdp:13715. 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://www.cepr.org .

    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.