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Scenario Based Principal Component Value-at-Risk: an Application to Italian Banks' Interest Rate Risk Exposure

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Author Info
Roberta Fiori () (Banca d'Italia)
Simonetta Iannotti () (Banca d'Italia)
Abstract

The paper develops a Value-at-Risk methodology to assess Italian banksÂ’ interest rate risk exposure. By using 5 years of daily data, the exposure is evaluated through a Principal Component VaR based on Monte Carlo simulation according to two different approaches (parametric and non-parametric). The main contribution of the paper is a methodology for modelling interest rate changes when underlying risk factors are skewed and heavy-tailed. The methodology is then implemented on a one year holding period in order to compare the results from those resulting from the Basel II standardized approach. We find that the risk measure proposed by Basel II gives an adequate description of risk, provided that duration parameters are changed to reflect market conditions. Finally, the methodology is used to perform a stress testing analysis.

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File URL: http://www.bancaditalia.it/pubblicazioni/econo/temidi/td06/td602_06/td602/tema_602.pdf
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Paper provided by Bank of Italy, Economic Research Department in its series Temi di discussione (Economic working papers) with number 602.

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Date of creation: Sep 2006
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Handle: RePEc:bdi:wptemi:td_602_06

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Postal: Via Nazionale, 91 - 00184 Roma
Web page: http://www.bancaditalia.it
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Related research
Keywords: Interest rate risk; VAR; PCA; Non-normality; Non parametric methods;

Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C19 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Other
G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Mortgages

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  1. Christoffersen, Peter & Hahn, Jinyong & Inoue, Atsushi, 2001. "Testing and comparing Value-at-Risk measures," Journal of Empirical Finance, Elsevier, vol. 8(3), pages 325-342, July. [Downloadable!] (restricted)
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  2. Guiso, Luigi & Parigi, Giuseppe, 1996. "Investment and Demand Uncertainty," CEPR Discussion Papers 1497, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  3. Vincent Brousseau, 2002. "The functional form of yield curves," Working Paper Series 148, European Central Bank. [Downloadable!]
  4. Farshid Jamshidian & Yu Zhu, 1996. "Scenario Simulation: Theory and methodology (*)," Finance and Stochastics, Springer, vol. 1(1), pages 43-67. [Downloadable!] (restricted)
  5. Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2005. "'Some contagion, some interdependence': More pitfalls in tests of financial contagion," Journal of International Money and Finance, Elsevier, vol. 24(8), pages 1177-1199, December. [Downloadable!] (restricted)
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  6. Vlaar, Peter J. G., 2000. "Value at risk models for Dutch bond portfolios," Journal of Banking & Finance, Elsevier, vol. 24(7), pages 1131-1154, July. [Downloadable!] (restricted)
  7. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-32, Nov.-Dec.. [Downloadable!] (restricted)
    Other versions:
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