The Analysis of Power For Some Chosen VaR Backtesting Procedures: Simulation Approach
نویسنده
چکیده
Everyone who measures the market risk using the Value at Risk (VaR) approach should test if the assumed model is correct. This procedure is called backtesting. There are many different tests available, but usually risk managers are not concerned about their power. The aim of this paper is to analyze some chosen backtesting methods focusing on the problem of power of the tests and limited data sets. The paper is organized as follows. At the beginning a financial aspect of the analyzed problem is presented very briefly. The second part gives information about some chosen, but (in the author’s opinion) the most popular backtests. The main attention is paid to tests based on the frequency of failures and on multiple VaR levels. Next, the results of the simulations are presented. The last part summarizes obtained results and gives hints for the optimal backtesting.
منابع مشابه
Evaluation Approaches of Value at Risk for Tehran Stock Exchange
The purpose of this study is estimation of daily Value at Risk (VaR) for total index of Tehran Stock Exchange using parametric, nonparametric and semi-parametric approaches. Conditional and unconditional coverage backtesting are used for evaluating the accuracy of calculated VaR and also to compare the performance of mentioned approaches. In most cases, based on backtesting statistics Results, ...
متن کاملSFB 823 A simple and focused backtest of value at risk
We suggest a simple improvement of recent VaR-backtesting procedures based on time intervals between VaR-exceedances and show via Monte Carlo that our test has more power than its competitors against empirically relevant clustering alternatives.
متن کاملBacktesting Portfolio Value-at-Risk with Estimation Risk
Nowadays the most extensively used risk measure by financial institution is known as Value-at-Risk (VaR), which is defined as the maximum expected loss on an investment over a specified horizon at a given confidence level. To evaluate the accuracy and quality of the out-of-sample VaR forecast (backtesting procedures) is an important issue in practice. The purpose of this paper is to quantify th...
متن کاملIntroduction to VaR (Value-at-Risk)
The concept of Value-at-Risk is described. We discuss how this risk characteristic can be used for supervision and for internal control. Several parametric and non-parametric methods to measure Value-at-Risk are discussed. The non-parametric approach is represented by historical simulations and Monte-Carlo methods. Variance covariance and some analytical models are used to demonstrate the param...
متن کاملبرآورد و ارزیابی ارزش در معرض ریسک بورس اوراق بهادار تهران بر مبنای روش شبیه سازی پنجره
Value at risk (VaR) is one of the most important risk measures for computing risk which is entered in financial framework in past two decades. In general there are three approaches including parametric, nonparametric and semi-parametric is used for estimating of VaR. this paper present a new method that is named window simulation which is classified in nonparametric approach. Processing of VaR ...
متن کامل