Using Dynamic Principal Components to Estimate an Alternative Measure of Exchange Market Pressure

S. Hegerty, H. Marfatia
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Abstract

Measures of Exchange Market Pressure (EMP) combine exchange-rate depreciations, reserve losses, and interest-rate hikes into a single index, for the purpose of explaining or predicting currency crisis. The standard measure assigns variance-smoothing weights that are fixed throughout the sample periods. Here, we extend the static PCA analysis of Hegerty (2013) to model EMP using the Dynamic Principal Components (DPCA) approach of Forni et al. While the DPCA and the: “standard” measure match in certain cases, they diverge widely in others, suggesting that this alternative must be refined before it can be used in wider practice.
用动态主成分估计外汇市场压力的替代度量
外汇市场压力测量(EMP)将汇率贬值、储备损失和利率上升合并为一个指数,以解释或预测货币危机。标准度量分配在整个样本周期内固定的方差平滑权重。在这里,我们将Hegerty(2013)的静态主成分分析扩展到使用Forni等人的动态主成分(DPCA)方法对EMP进行建模。虽然DPCA和“标准”措施在某些情况下是一致的,但它们在其他情况下存在很大差异,这表明这种替代方案必须经过改进,才能在更广泛的实践中使用。
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