Beyond Value at Risk for Developing Markets

Ibraheem Abiodun Yahayah, Monsur Bolaji Olowoyo, Kenrick Abbott
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Abstract

The standard metric for assessing risk in the financial realm has been the Value-at-Risk (VaR) with several parametric and non-parametric approaches and its derivatives which is Conditional Value-at-Risk (CVaR). The inability of VaR to tell loss severity beyond the confidence threshold and its incoherency gave birth to CVaR which accounted for both shortcomings and is also sub-additive. However, backtesting a 1-day CVaR model is almost impossible and VaR estimates gives better accuracy for fat tails than CVaR which makes CVaR also defective. Hence, there is need for a better measure which will capture the shortcomings of both metrics. This research will employ other risk measures beyond the conventional VaR and CVaR using the historical return of developing markets; South African Stock exchange (JTOPI-40) and the Nigerian Stock Exchange (NSE-30). In Particular, we will consider Hull-White Value-at-Risk (HWVaR) and Bubble Value-at-Risk (BVaR) and finally compare and contrast them with the two conventional metrics.
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超越发展中市场的风险价值
在金融领域,评估风险的标准度量是包含多种参数和非参数方法的风险价值(VaR)及其衍生品,即条件风险价值(CVaR)。VaR不能告诉损失严重程度超过置信阈值和它的不一致性产生了CVaR,它既弥补了缺点,也是亚加性的。然而,回溯测试1天的CVaR模型几乎是不可能的,VaR估计比CVaR提供了更好的准确性,这使得CVaR也有缺陷。因此,需要一种更好的度量方法来捕捉这两种度量方法的缺点。本研究将采用发展中市场历史回报的传统VaR和CVaR之外的其他风险度量;南非证券交易所(JTOPI-40)和尼日利亚证券交易所(NSE-30)。特别是,我们将考虑赫尔-怀特风险价值(HWVaR)和泡沫风险价值(BVaR),并最终将它们与两个传统指标进行比较和对比。
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