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2017 | OriginalPaper | Chapter

Testing VaR Under Basel III with Application to No-Failure Setting

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Abstract

We investigated practical aspects of VaR model testing in case of no-failure series, with the special focus on significance levels recommended under Basel III. We considered alternative approaches to the standard likelihood ratio (LR) statistics, which are Wald and Lagrange Multiplier (LM) tests. The aim of the paper was to propose a VaR test available directly for no-failure setting and to compare VaR tests based on various rules—LR, Wald and Lagrange Multiplier. The comparative analysis involved both practical applicability aspects and formal evaluation of statistical properties of the tests. We showed that the LM rule applied to VaR test construction offers a practical advantage of direct applicability to all kinds of observed failure sequences, independent on the number of VaR breaches. We also presented possible power gains, resulting from the alternative approach, which result in more effective detection of misspecified risk models.

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Footnotes
1
For the sake of brevity, throughout the paper, we adopted the notation, which favours convenience over precision, where we do not distinguish random variables from their realized values. The meaning will be clear from the context.
 
2
The overview of LR, Wald and LM test can be found in many positions of econometric literature (e.g. Engle 1984; Maddala and Lahiri 2009).
 
Literature
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go back to reference Engle RF (1984) Wald, likelihood ratio and lagrange multiplier tests in econometrics. In: Griliches Z, Introlligator MD (eds) Handbook of econometrics, vol 2. North-Holland, Amsterdam, pp 775–826 Engle RF (1984) Wald, likelihood ratio and lagrange multiplier tests in econometrics. In: Griliches Z, Introlligator MD (eds) Handbook of econometrics, vol 2. North-Holland, Amsterdam, pp 775–826
go back to reference Kupiec P (1995) Techniques for verifying the accuracy of risk measurement models. J Deriv 3:73–84CrossRef Kupiec P (1995) Techniques for verifying the accuracy of risk measurement models. J Deriv 3:73–84CrossRef
go back to reference Maddala GS, Lahiri K (2009) Introduction to econometrics, 4th edn. Wiley, Chichester Maddala GS, Lahiri K (2009) Introduction to econometrics, 4th edn. Wiley, Chichester
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Metadata
Title
Testing VaR Under Basel III with Application to No-Failure Setting
Author
Marta Małecka
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-54885-2_18