Determining the Banking Solvency Risk in Times of COVID-19 through Gram-Charlier Expansions

Juan F. Rendón, Lina M. Cortés, Javier Perote
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Abstract

This paper proposes risk measures for bank solvency by accurately measuring the solvency risk components. These measures consider the minimum regulatory solvency levels and banks’ risk appetite level and risk profile. For this purpose, we used semi-nonparametric statistics to model stylized facts of the risk distribution, particularly the high-order moments of the Solvency Decline Rate, the Tier Decline Rate, and the Portfolio Growth Rate variables. Additionally, these risk measures can be used to measure the risk of regulatory intervention and to define policies that establish the minimum solvency levels required by banking regulators by estimating the Quantile Risk Metrics. As a case study, we collected data on the solvency indicators of the Colombian banking system, which adapts to the standards established by the Basel Committee. According to the results, the liquidity injection measures implemented in response to the needs generated by the COVID-19 pandemic led to an increase in the levels of the risk portfolio in the Colombian banking system, which exceeded the 99th percentile of the probability distribution of monthly portfolio value changes.
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基于Gram-Charlier展开法确定新冠肺炎时期银行偿付能力风险
本文通过对偿付能力风险成分的准确度量,提出了银行偿付能力的风险度量方法。这些措施考虑了最低监管偿付能力水平和银行的风险偏好水平和风险概况。为此,我们使用半非参数统计对风险分布的风格化事实进行建模,特别是偿付能力下降率、分层下降率和投资组合增长率变量的高阶矩。此外,这些风险度量可用于度量监管干预的风险,并通过估计分位风险度量来定义建立银行监管机构要求的最低偿付能力水平的政策。作为案例研究,我们收集了哥伦比亚银行体系偿付能力指标的数据,该体系符合巴塞尔委员会制定的标准。结果显示,为应对COVID-19大流行产生的需求而实施的流动性注入措施导致哥伦比亚银行体系风险投资组合水平上升,超过了月度投资组合价值变化概率分布的第99个百分位数。
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