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Value at Risk prediction: the failure of RiskMetrics in preventing financial crisis. Evidence from Romanian capital market

机译:风险预测的价值:防止金融危机的风险研究失败。来自罗马尼亚资本市场的证据

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Financial markets are not perfect and the risk cannot be totally eliminated, that's why risk reduction became more and moreimportant for the financial markets, since the 2008 financial crisis.The most commonly used tool for risk measure is Value at Risk, being considered a crucial milestone, because it shows themaximum loss in the value of a portfolio asset.The first comprehensive market risk management methodology was developed by JP Morgan in 1994, and was calledRiskMetrics, which become extremely popular due to its easy implementation.This paper analyzes the capacity of RiskMetrics in forecasting the high volatility during the financial crisis for the financialRomanian market and to see if there is some differences regarding the value of decay factor estimated based on squared errorloss, the RiskMetrics approach, and the values obtain from implementing the check error loss function in estimating the decayfactors. We found that in the case of BET and BET-FI, the RiskMetrics estimations underestimate the decay factor, by attaching alower weight to the most recent variance. Moreover, we proved that RiskMetrics model was good enough to forecast thevolatility on Romanian financial market during the financial crisis period, only if we estimate the decay factor based on checkerror loss function.
机译:金融市场并不完美,风险无法完全消除,这就是为什么由于2008年金融危机以来,由于金融市场的风险减少变得越来越重要的原因。最常用的风险措施工具是风险的价值,被认为是一个至关重要的里程碑,因为它显示了投资组合资产的价值的最大损失。由JP摩根在1994年开发了第一综合市场风险管理方法,并且被称为敏捷性,由于其简单的实施,这变得极其流行。本文分析了风险措施的能力在预测金融危机期间的金融危机期间的高波动性,并了解基于平方误差估计的衰减因子的价值存在一些差异,风险媒体方法以及在估计中实现检查错误损失功能的价值腐烂器件。我们发现,在Bet和Bet-Fi的情况下,风险估计估计通过将Alower权重附则到最近的方差来低估衰减因子。此外,只有在金融危机期间,我们证明风险媒体模型足以预测罗马尼亚金融市场的特色,只有在基于CheckError损失函数的衰减因素估计。

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