The factor structure of exchange rates volatility: global and intermittent factors

IF 1.9 4区 经济学 Q2 ECONOMICS
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引用次数: 0

Abstract

In this paper, we consider a fractionally integrated multi-level dynamic factor model (FI-ML-DFM) to represent commonalities in the hourly evolution of realized volatilities of several international exchange rates. The FI-ML-DFM assumes common global factors active during the 24 h of the day, accompanied by intermittent factors, which are active at mutually exclusive times. We propose determining the number of global factors using a distance among the intermittent loadings. We show that although the bulk of common dynamics of exchange rates realized volatilities can be attributed to global factors, there are non-negligible effects of intermittent factors. The effect of the COVID-19 on the realized volatility comovements is stronger on the first global-in-time factor, which shows a permanent increase in the level. The effects on the second global factor and on the intermittent factors active when the EU, UK and US markets are operating are transitory lasting for approximately a year after the pandemic starts. Finally, there seems to be no effect of the pandemic neither on the third global factor nor on the intermittent factor active when the markets in Asia are operating.

汇率波动的因素结构:全球性因素和间歇性因素
摘要 在本文中,我们考虑用一个分数综合多级动态因子模型(FI-ML-DFM)来表示几种国际汇率的已实现波动率每小时演变过程中的共性。FI-ML-DFM 假定在一天的 24 小时内活跃的共同全球因子,以及在相互排斥的时间内活跃的间歇因子。我们建议使用间歇负荷之间的距离来确定全局因子的数量。我们的研究表明,虽然汇率波动率的共同动态大部分可归因于全局因子,但间歇因子也有不可忽略的影响。COVID-19 对已实现波动率相关性的影响在第一个全球时间因子上更为明显,该因子的水平呈现永久性增长。对第二个全球因子以及在欧盟、英国和美国市场运行时活跃的间歇因子的影响是过渡性的,在大流行病开始后大约持续一年。最后,当亚洲市场运作时,大流行病似乎对第三个全球性因素和间歇性因素都没有影响。
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来源期刊
CiteScore
4.40
自引率
0.00%
发文量
157
期刊介绍: Empirical Economics publishes high quality papers using econometric or statistical methods to fill the gap between economic theory and observed data. Papers explore such topics as estimation of established relationships between economic variables, testing of hypotheses derived from economic theory, treatment effect estimation, policy evaluation, simulation, forecasting, as well as econometric methods and measurement. Empirical Economics emphasizes the replicability of empirical results. Replication studies of important results in the literature - both positive and negative results - may be published as short papers in Empirical Economics. Authors of all accepted papers and replications are required to submit all data and codes prior to publication (for more details, see: Instructions for Authors).The journal follows a single blind review procedure. In order to ensure the high quality of the journal and an efficient editorial process, a substantial number of submissions that have very poor chances of receiving positive reviews are routinely rejected without sending the papers for review.Officially cited as: Empir Econ
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