Can the EUR/USD, AUD/USD and CAD/USD Be Predicted Using Financial Stress Index?

Ikhlaas Gurrib
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引用次数: 2

Abstract

The purpose of this paper is to investigate if the St Louis Federal Financial Stress Index (STLFSI) can be used to predict the EUR/USD, AUD/USD and CAD/USD. Building on Gurrib (2018) who proposed a unified financial condition index and tested the predictability of the index on major foreign currency markets, this paper extends the analysis further allowing a comparison between the forecasts of the most actively traded currencies, tests for the model efficiency, and analyzes the actual and forecasted foreign currency values of the predicted model. Using weekly data over 1993-2018, and 1-week and 2-weeks ahead forecasts, the EUR/USD had the smallest normalized mean squared errors, with a significant p value of the index and homoscedasticity. Although series were stationary, the results were mixed across different currencies when lags were increased. The forecasted values were higher than the actual foreign currency values during the 2008-2009 crisis, and vice versa during the 2000-2002, explained by the STLFSI spiking up during the 2008-2009 event compared to the 2000-2002 events. The lower and upper band level under the 95% prediction interval, however, captured the effect of the global financial crisis of 2008-2009 and 2000-2002 events.
欧元/美元、澳元/美元和加元/美元可以用金融压力指数预测吗?
本文的目的是研究圣路易斯联邦金融压力指数(STLFSI)是否可以用来预测欧元/美元、澳元/美元和加元/美元。在Gurrib(2018)提出统一的财务状况指数并测试该指数在主要外汇市场上的可预测性的基础上,本文进一步扩展了分析,允许对交易最活跃的货币的预测进行比较,测试模型效率,并分析预测模型的实际和预测外币价值。使用1993-2018年的每周数据,以及提前1周和2周的预测,欧元/美元的归一化均方误差最小,指数的p值和均方差显著。虽然序列是平稳的,但当滞后增加时,不同货币的结果是混合的。2008-2009年危机期间的预测值高于实际外汇价值,2000-2002年危机期间反之亦然,这可以解释为2008-2009年危机期间STLFSI比2000-2002年危机期间飙升。然而,95%预测区间下的上下带水平捕捉到了2008-2009年和2000-2002年全球金融危机事件的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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