Calculation of VaR — Based on the Account Manager's Perspective

Yansong Wang, Xianshuo Qi, Shu Qin
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Abstract

Value at Risk (VaR) is one of the risk measurement methods used by international financial institutions, which can be applied to stock, bond, future, option, complex derivative and other financial markets. VaR is also a primary measure for quantifying market risk and has gradually become the main basis for banks to calculate their capital requirements for market risk using internal models. This paper attempts to use three methods (variance-covariance method, historical simulation method, Monte-Carlo simulation method) to calculate VaR in both single asset and multiple assets scenarios to help account managers manage portfolios and guard against various potential risks. In addition, it compares the advantages and disadvantages of three methods in different scenarios to assist account managers adopt algorithms flexibly.
基于账户经理视角的风险价值计算
风险价值(VaR)是国际金融机构使用的风险计量方法之一,可应用于股票、债券、期货、期权、复杂衍生品等金融市场。风险价值也是量化市场风险的主要衡量方法,并逐渐成为银行利用内部模型计算市场风险资本要求的主要依据。本文尝试采用三种方法(方差-协方差法、历史模拟法、蒙特卡洛模拟法)计算单一资产和多种资产情况下的风险价值,帮助客户经理管理投资组合,防范各种潜在风险。此外,它还比较了三种方法在不同情况下的优缺点,以帮助客户经理灵活采用算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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