IDEAS home Printed from https://ideas.repec.org/a/kap/jfsres/v48y2015i2p161-191.html
   My bibliography  Save this article

Estimation of Regulatory Credit Risk Models

Author

Listed:
  • Carlos Perez Montes

Abstract

This article estimates a general credit risk model with both macroeconomic and latent credit factors for Spanish banks during the period 2004–2010. The proposed framework allows to estimate with bank level data both a credit risk model in line with the standard of Basel II and generalized models. I find evidence of persistence in the credit latent factor and of a significant effect of GDP growth and interbank rates on loan default rates. The estimated default correlation is low across specifications, indicating a positive relation between bank concentration and financial stability. The model is also used to calculate the impact on the probabilities of default of stressed economic scenarios. Copyright Springer Science+Business Media New York 2015

Suggested Citation

  • Carlos Perez Montes, 2015. "Estimation of Regulatory Credit Risk Models," Journal of Financial Services Research, Springer;Western Finance Association, vol. 48(2), pages 161-191, October.
    • Handle: RePEc:kap:jfsres:v:48:y:2015:i:2:p:161-191
    DOI: 10.1007/s10693-014-0209-3
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s10693-014-0209-3
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s10693-014-0209-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

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

    References listed on IDEAS

    as
    1. Acharya, Viral V., 2009. "A theory of systemic risk and design of prudential bank regulation," Journal of Financial Stability, Elsevier, vol. 5(3), pages 224-255, September.
    2. Asokan Anandarajan & Iftekhar Hasan & Cornelia McCarthy, 2007. "Use of loan loss provisions for capital, earnings management and signalling by Australian banks," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 47(3), pages 357-379, September.
    3. Gabriel Jiménez & Jose A. Lopez & Jesus Saurina, 2009. "Empirical Analysis of Corporate Credit Lines," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5069-5098, December.
    4. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    5. Repullo, Rafael, 2004. "Capital requirements, market power, and risk-taking in banking," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 156-182, April.
    6. Catherine Doz & Domenico Giannone & Lucrezia Reichlin, 2012. "A Quasi–Maximum Likelihood Approach for Large, Approximate Dynamic Factor Models," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1014-1024, November.
    7. Kanagaretnam, Kiridaran & Krishnan, Gopal V. & Lobo, Gerald J., 2009. "Is the market valuation of banks' loan loss provision conditional on auditor reputation?," Journal of Banking & Finance, Elsevier, vol. 33(6), pages 1039-1047, June.
    8. Gordy, Michael B., 2003. "A risk-factor model foundation for ratings-based bank capital rules," Journal of Financial Intermediation, Elsevier, vol. 12(3), pages 199-232, July.
    9. Matutes, Carmen & Vives, Xavier, 2000. "Imperfect competition, risk taking, and regulation in banking," European Economic Review, Elsevier, vol. 44(1), pages 1-34, January.
    10. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    11. David Martinez-Miera & Rafael Repullo, 2010. "Does Competition Reduce the Risk of Bank Failure?," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3638-3664, October.
    12. Darrell Duffie & Andreas Eckner & Guillaume Horel & Leandro Saita, 2009. "Frailty Correlated Default," Journal of Finance, American Finance Association, vol. 64(5), pages 2089-2123, October.
    13. Ahmed, Anwer S. & Takeda, Carolyn & Thomas, Shawn, 1999. "Bank loan loss provisions: a reexamination of capital management, earnings management and signaling effects," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 1-25, November.
    14. Watson, Mark W., 1989. "Recursive solution methods for dynamic linear rational expectations models," Journal of Econometrics, Elsevier, vol. 41(1), pages 65-89, May.
    15. G. Kapetanios, 2008. "A bootstrap procedure for panel data sets with many cross-sectional units," Econometrics Journal, Royal Economic Society, vol. 11(2), pages 377-395, July.
    16. Mario Forni & Marc Hallin & Marco Lippi & Lucrezia Reichlin, 2000. "The Generalized Dynamic-Factor Model: Identification And Estimation," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 540-554, November.
    17. Jesús Saurina & Carlos Trucharte, 2004. "The Impact of Basel II on Lending to Small- and Medium-Sized Firms: A Regulatory Policy Assessment Based on Spanish Credit Register Data," Journal of Financial Services Research, Springer;Western Finance Association, vol. 26(2), pages 121-144, October.
    18. Stefano Caselli & Stefano Gatti & Francesca Querci, 2008. "The Sensitivity of the Loss Given Default Rate to Systematic Risk: New Empirical Evidence on Bank Loans," Journal of Financial Services Research, Springer;Western Finance Association, vol. 34(1), pages 1-34, August.
    19. Jimenez, Gabriel & Salas, Vicente & Saurina, Jesus, 2006. "Determinants of collateral," Journal of Financial Economics, Elsevier, vol. 81(2), pages 255-281, August.
    20. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409, National Bureau of Economic Research, Inc.
    21. Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
    22. Jacobs, Michael & Kiefer, Nicholas M., 2010. "The Bayesian Approach to Default Risk: A Guide," Working Papers 10-01, Cornell University, Center for Analytic Economics.
    23. Gabriel Jiménez & Jesús Saurina, 2006. "Credit Cycles, Credit Risk, and Prudential Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    24. Rodriguez, Adolfo & Trucharte, Carlos, 2007. "Loss coverage and stress testing mortgage portfolios: A non-parametric approach," Journal of Financial Stability, Elsevier, vol. 3(4), pages 342-367, December.
    25. Jiménez, Gabriel & Mencía, Javier, 2009. "Modelling the distribution of credit losses with observable and latent factors," Journal of Empirical Finance, Elsevier, vol. 16(2), pages 235-253, March.
    26. Chiappori, Pierre-Andre & Perez-Castrillo, David & Verdier, Thierry, 1995. "Spatial competition in the banking system: Localization, cross subsidies and the regulation of deposit rates," European Economic Review, Elsevier, vol. 39(5), pages 889-918, May.
    27. Gagliardini, Patrick & Gourieroux, Christian, 2014. "Efficiency In Large Dynamic Panel Models With Common Factors," Econometric Theory, Cambridge University Press, vol. 30(5), pages 961-1020, October.
    28. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    29. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    30. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    31. Stock J.H. & Watson M.W., 2002. "Forecasting Using Principal Components From a Large Number of Predictors," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 1167-1179, December.
    Full references (including those not matched with items on IDEAS)

    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. Carlos Pérez Montes, 2013. "Estimation of Regulatory Credit Risk Models," Working Papers 1305, Banco de España.
    2. Jiménez, Gabriel & Lopez, Jose A. & Saurina, Jesús, 2013. "How does competition affect bank risk-taking?," Journal of Financial Stability, Elsevier, vol. 9(2), pages 185-195.
    3. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    4. Arping, Stefan, 2017. "Deposit competition and loan markets," Journal of Banking & Finance, Elsevier, vol. 80(C), pages 108-118.
    5. El Moussawi, Chawki & Mansour, Rana, 2022. "Competition, cost efficiency and stability of banks in the MENA region," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 143-170.
    6. Diemer, Michael, 2017. "Bank levy and bank risk-taking," Review of Financial Economics, Elsevier, vol. 34(C), pages 10-32.
    7. Schliephake, Eva, 2014. "When Banks Strategically React to Regulation: Market Concentration as a Moderator for Stability," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100458, Verein für Socialpolitik / German Economic Association.
    8. Eva Schliephake, 2013. "When Banks Strategically React to Regulation: Market Concentration as a Moderator for Stability," FEMM Working Papers 130012, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management.
    9. David Martinez-Miera & Rafael Repullo, 2010. "Does Competition Reduce the Risk of Bank Failure?," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3638-3664, October.
    10. Ping-Lun Tseng & Wen-Chung Guo, 2022. "Fintech, Credit Market Competition, and Bank Asset Quality," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(3), pages 285-318, June.
    11. Stefan Arping, 2014. "Does Competition make Banks more Risk-seeking?," Tinbergen Institute Discussion Papers 14-059/IV, Tinbergen Institute.
    12. Wu, Ji & Guo, Mengmeng & Chen, Minghua & Jeon, Bang Nam, 2019. "Market power and risk-taking of banks: Some semiparametric evidence from emerging economies," Emerging Markets Review, Elsevier, vol. 41(C).
    13. Beck, Thorsten & De Jonghe, Olivier & Schepens, Glenn, 2013. "Bank competition and stability: Cross-country heterogeneity," Journal of Financial Intermediation, Elsevier, vol. 22(2), pages 218-244.
    14. Hakenes, Hendrik & Schnabel, Isabel, 2011. "Bank size and risk-taking under Basel II," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1436-1449, June.
    15. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    16. Stock, J.H. & Watson, M.W., 2016. "Dynamic Factor Models, Factor-Augmented Vector Autoregressions, and Structural Vector Autoregressions in Macroeconomics," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 415-525, Elsevier.
    17. Poncela, Pilar & Ruiz, Esther & Miranda, Karen, 2021. "Factor extraction using Kalman filter and smoothing: This is not just another survey," International Journal of Forecasting, Elsevier, vol. 37(4), pages 1399-1425.
    18. Gabriel Jimenez & Jose A. Lopez & Jesus Saurina, 2007. "How does competition impact bank risk-taking?," Working Paper Series 2007-23, Federal Reserve Bank of San Francisco.
    19. Olszak, Małgorzata & Pipień, Mateusz & Kowalska, Iwona & Roszkowska, Sylwia, 2014. "What drives heterogeneity of loan loss provisions’ procyclicality in the EU?," MPRA Paper 56834, University Library of Munich, Germany.
    20. Matabaro Borauzima, Luc & Muller, Aline, 2023. "Bank risk-taking and competition in developing banking markets: Does efficiency level matter? Evidence from Africa," Emerging Markets Review, Elsevier, vol. 55(C).

    More about this item

    Keywords

    Credit risk; Default correlation; Stress test; State space model; Bootstrap; MLE; E0; G21;
    All these keywords.

    JEL classification:

    • E0 - Macroeconomics and Monetary Economics - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    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:kap:jfsres:v:48:y:2015:i:2:p:161-191. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.