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主成分作为系统性风险的度量

Principal Components as a Measure of Systemic Risk

The Journal of Portfolio Management · 2011
被引 300 · 同刊同年前 2%
人大 BABS 3

中文导读

提出吸收比率作为隐含系统性风险的度量,该比率等于一组资产收益总方差中被固定数量特征向量解释的部分,用于衡量市场耦合程度和脆弱性。

Abstract

The U. S. government’s failure to provide adequate oversight and prudent regulation of the financial markets, together with excessive risk taking by some financial institutions, pushed the world financial system to the brink of systemic failure in 2008. As a consequence of this near catastrophe, both regulators and investors have become keenly interested in developing tools for monitoring systemic risk. But this is easier said than done. Securitization, private transacting, complexity, and “flexible accounting” prevent us from directly observing the many explicit linkages of financial institutions. As an alternative, the authors introduce a measure of implied systemic risk, the absorption ratio, which equals the fraction of the total variance of a set of asset returns explained or “absorbed” by a fixed number of eigenvectors. The absorption ratio captures the extent to which markets are unified or tightly coupled. When markets are tightly coupled, they are more fragile in the sense that negative shocks propagate more quickly and broadly than when markets are loosely linked. <b>TOPICS:</b>Analysis of individual factors/risk premia, volatility measures, statistical methods

系统性风险金融风险度量主成分分析金融市场波动性