IDEAS home Printed from https://ideas.repec.org/b/ccb/hbooks/34.html
   My bibliography  Save this book

Modelling credit risk

Author

Listed:
  • Somnath Chatterjee

Abstract

Financial institutions have developed sophisticated techniques to quantify and manage credit risk. From a regulator's perspective a clear understanding of the techniques used would enhance supervisory oversight of financial institutions. The role of a credit risk model is to take as input the conditions of the general economy and those of the firm in question, and generate as output a credit spread. This handbook describes the different methods used to arrive at this notion of a credit spread. the field, discussing how text mining is useful for addressing research topics of interest to central banks, and providing a step-by-step primer on how to mine text, including an overview of unsupervised and supervised techniques.

Suggested Citation

  • Somnath Chatterjee, 2015. "Modelling credit risk," Handbooks, Centre for Central Banking Studies, Bank of England, number 34, April.
    • Handle: RePEc:ccb:hbooks:34
    as

    Download full text from publisher

    File URL: https://www.bankofengland.co.uk/ccbs/modelling-credit-risk
    File Function: English version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Baz,Jamil & Chacko,George, 2004. "Financial Derivatives," Cambridge Books, Cambridge University Press, number 9780521815109.
    2. Haldane, Andrew & Hall, Simon & Pezzini, Silvia, 2007. "Financial Stability Paper No 2: A New Approach to Assessing Risks to Financial Stability," Bank of England Financial Stability Papers 2, Bank of England.
    3. Durbin, James & Koopman, Siem Jan, 2012. "Time Series Analysis by State Space Methods," OUP Catalogue, Oxford University Press, edition 2, number 9780199641178.
    4. 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.
    5. Sidanius, Che & Zikes, Filip, 2012. "Financial Stability Paper No 18: OTC derivatives reform and collateral demand impact," Bank of England Financial Stability Papers 18, Bank of England.
    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. Broeders, Dirk & de Haan, Leo & Willem van den End, Jan, 2023. "How quantitative easing changes the nature of sovereign risk," Journal of International Money and Finance, Elsevier, vol. 137(C).
    2. Yuan Gao & Biao Jiang & Jietong Zhou, 2023. "Financial Distress Prediction For Small And Medium Enterprises Using Machine Learning Techniques," Papers 2302.12118, arXiv.org.
    3. Marina Dolfin & Damian Knopoff & Michele Limosani & Maria Gabriella Xibilia, 2019. "Credit Risk Contagion and Systemic Risk on Networks," Mathematics, MDPI, vol. 7(8), pages 1-16, August.
    4. Talam, Camilla C. & Maru, Lucy, 2023. "The greening of Kenya's banking sector: Macro-financial stability implications of a low carbon transition," KBA Centre for Research on Financial Markets and Policy Working Paper Series 65, Kenya Bankers Association (KBA).
    5. Jumbe, George, 2023. "Credit Risk Assessment Using Default Models: A Review," OSF Preprints ksb8n, Center for Open Science.
    6. Yang, Bill Huajian & Wu, Biao & Cui, Kaijie & Du, Zunwei & Fei, Glenn, 2019. "IFRS9 Expected Credit Loss Estimation: Advanced Models for Estimating Portfolio Loss and Weighting Scenario Losses," MPRA Paper 93634, University Library of Munich, Germany.

    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. Parrini, Alessandro, 2013. "Importance Sampling for Portfolio Credit Risk in Factor Copula Models," MPRA Paper 103745, University Library of Munich, Germany.
    2. Siem Jan Koopman & André Lucas & Pieter Klaassen, 2002. "Pro-Cyclicality, Empirical Credit Cycles, and Capital Buffer Formation," Tinbergen Institute Discussion Papers 02-107/2, Tinbergen Institute.
    3. André Lucas & Siem Jan Koopman, 2005. "Business and default cycles for credit risk," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(2), pages 311-323.
    4. Ignacio Hernando & Jimena Llopis & Javier Vallés, 2012. "Los retos para la política económica en un entorno de tasas de interés próxima a cero," Boletín, CEMLA, vol. 0(3), pages 121-151, julio-sep.
    5. Maclachlan, Iain C, 2007. "An empirical study of corporate bond pricing with unobserved capital structure dynamics," MPRA Paper 28416, University Library of Munich, Germany.
    6. Correia, Ricardo & Dubiel-Teleszynski, Tomasz & Población, Javier, 2019. "Anticipating individual bank rescues," Economic Modelling, Elsevier, vol. 82(C), pages 345-360.
    7. Andre Lucas & Bastiaan Verhoef, 2012. "Aggregating Credit and Market Risk: The Impact of Model Specification," Tinbergen Institute Discussion Papers 12-057/2/DSF36, Tinbergen Institute.
    8. Yasir Riaz & Choudhry T. Shehzad & Zaghum Umar, 2021. "The sovereign yield curve and credit ratings in GIIPS," International Review of Finance, International Review of Finance Ltd., vol. 21(3), pages 895-916, September.
    9. Dale F. Gray & Robert C. Merton & Zvi Bodie, 2007. "New Framework for Measuring and Managing Macrofinancial Risk and Financial Stability," NBER Working Papers 13607, National Bureau of Economic Research, Inc.
    10. Ms. Sònia Muñoz & Mr. Samir Jahjah & Mr. Martin Cihak & Ms. Sharika Teh Sharifuddin & Mr. Kalin I Tintchev, 2012. "Financial Stability Reports: What Are they Good for?," IMF Working Papers 2012/001, International Monetary Fund.
    11. Fumiko Hayashi & William R. Keeton, 2012. "Medición de los costos de los métodos de pago minoristas," Boletín, CEMLA, vol. 0(3), pages 152-180, julio-sep.
    12. Bruche, Max, 2005. "Estimating structural bond pricing models via simulated maximum likelihood," LSE Research Online Documents on Economics 24647, London School of Economics and Political Science, LSE Library.
    13. Name 1 Dieter Wang Email 1 & Iman (I.P.P.) van Lelyveld & Julia (J.) Schaumburg, 2018. "Do information contagion and business model similarities explain bank credit risk commonalities?," Tinbergen Institute Discussion Papers 18-100/IV, Tinbergen Institute.
    14. Augustin, Patrick & Subrahmanyam, Marti G. & Tang, Dragon Yongjun & Wang, Sarah Qian, 2014. "Credit Default Swaps: A Survey," Foundations and Trends(R) in Finance, now publishers, vol. 9(1-2), pages 1-196, December.
    15. Noor-e-Saher & Mehran Herbert, 2010. "Response of Long-term Interest Rate to Fiscal Imbalance: Evidence from Pakistan," SBP Research Bulletin, State Bank of Pakistan, Research Department, vol. 6, pages 43-49.
    16. Fulop, Andras & Li, Junye, 2013. "Efficient learning via simulation: A marginalized resample-move approach," Journal of Econometrics, Elsevier, vol. 176(2), pages 146-161.
    17. Koopman, Siem Jan & Lucas, André & Schwaab, Bernd, 2011. "Modeling frailty-correlated defaults using many macroeconomic covariates," Journal of Econometrics, Elsevier, vol. 162(2), pages 312-325, June.
    18. Radu Tunaru, 2015. "Model Risk in Financial Markets:From Financial Engineering to Risk Management," World Scientific Books, World Scientific Publishing Co. Pte. Ltd., number 9524, December.
    19. Asghar Ali & Kevin Daly, 2010. "What Explain Credit Defaults? A Comparative Study," SBP Research Bulletin, State Bank of Pakistan, Research Department, vol. 6, pages 51-65.
    20. Benford, James & Nier, Erlend, 2007. "Financial Stability Paper No 3: Monitoring Cyclicality of Basel II Capital Requirements," Bank of England Financial Stability Papers 3, Bank of England.

    More about this item

    Keywords

    Modelling credit risk;

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • 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

    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:ccb:hbooks:34. 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: Maria Brady (email available below). General contact details of provider: https://edirc.repec.org/data/ccbgvuk.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.