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Asymptotic properties of duration-based VaR backtests.

Authors :
Malecka, Marta
Source :
Statistics & Risk Modeling; Jul2022, Vol. 39 Issue 3/4, p49-73, 25p
Publication Year :
2022

Abstract

To increase the power of the VaR tests, it has been recently proposed to extend the duration-based test class with the geometric-VaR and Gini-coefficient-based tests. These tests, though exhibiting outstanding power properties, have not gained recognition in the industry. A potential reason is the absence of ready-to-use statistical distributions. To remedy this, we inquire into the limiting properties of these tests and derive relevant asymptotic distributions. We also provide a generalized geometric-VaR test and give its distribution. Through the Monte Carlo study, we show the accuracy of our asymptotic procedures in finite samples, and we find these procedures to be relevant for the current Basel standards. Our theoretical results are illustrated by the empirical study that includes data from the current COVID-19 crisis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21931402
Volume :
39
Issue :
3/4
Database :
Complementary Index
Journal :
Statistics & Risk Modeling
Publication Type :
Academic Journal
Accession number :
160026922
Full Text :
https://doi.org/10.1515/strm-2021-0019