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Equity market information and credit risk signaling: A quantile cointegrating regression approach

机译:股市信息和信用风险信号:分位数协整回归方法

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摘要

Investigating linkages between credit and equity markets, we consider daily aggregate U.S. CDS spreads as well as well-chosen equity market and implied volatility indexes over ten years. We describe such robust (to spurious correlation) relationship with the quantile cointegrating regression approach. Such approach handles extreme quantiles/CDS values and their behavior with respect to the equity market's influence. Heteroskedastic patterns such as time-varying variance, but also autocorrelation, skewness and leptokurtosis are captured. Thus, the sensitivity of aggregate CDS spreads to equity market price and volatility channels is accurately measured across quantiles and spreads. Such quantile-dependent sensitivity exhibits asymmetric responses to equity market shocks. A sub-period analysis investigates potential regime shifts in estimated quantile cointegrating regressions. Quantile cointegrating coefficients vary over time and quantiles, and exhibit different magnitudes across sub-periods and spreads. Therefore, the relationship is unstable over time. We also propose a scenario analysis and risk signaling application for credit risk management prospects. Under specific risk levels, credit risky situations are described conditional on the equity market's information over time, and related expected aggregate CDS spreads are computed. Estimated conditional quantiles/CDS spreads act as credit alert triggers.
机译:为了调查信贷与股票市场之间的联系,我们考虑了美国CDS的每日总价差,精心选择的股票市场以及十年内的隐含波动率指数。我们用分位数协整回归方法描述了这种鲁棒的(到虚假相关)关系。这种方法处理极端分位数/ CDS值及其相对于股票市场影响的行为。捕获了异方差模式,例如随时间变化的方差,以及自相关,偏度和瘦峰度。因此,CDS总价差对股票市场价格和波动通道的敏感性可以在分位数和价差之间精确测量。这种依赖于分位数的敏感性对股市冲击表现出不对称的响应。子周期分析研究了估计的分位数协整回归中的潜在政权转移。分位数协整系数随时间和分位数变化,并且在子周期和价差之间表现出不同的幅度。因此,该关系随着时间的推移是不稳定的。我们还为信贷风险管理前景提出了方案分析和风险信号应用程序。在特定的风险级别下,将根据股票市场随时间推移的信息描述信用风险情况,并计算相关的预期CDS利差总额。估计的条件分位数/ CDS利差充当信用警报触发条件。

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