News Arrival, Time-Varying Jump Intensity, and Realized Volatility: Conditional Testing Approach

IF 1.8 3区 经济学 Q2 BUSINESS, FINANCE
Deniz Erdemlioglu, Xiye Yang
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引用次数: 2

Abstract

This paper introduces new econometric tests to identify stochastic intensity jumps in high-frequency data. Our approach exploits the behavior of a time-varying stochastic intensity and allows us to assess how intensely stock market reacts to news. We describe the asymptotic properties of our test statistics, derive the associated central limit theorem and show in simulations that the tests have good size and reasonable power in finite-sample cases. Implementing our testing procedures on the S&P 500 exchange-traded fund data, we find strong evidence for the presence of intensity jumps surrounding the scheduled Federal Open Market Committee (FOMC) policy announcements. Intensity jumps occur very frequently, trigger sharp increases in realized volatility and arrive when differences in opinion among market participants are large at times of FOMC press releases. Unlike intensity jumps, volatility jumps fail to explain the variation in news-induced realized volatility.
消息到达、时变跳跃强度和已实现波动:条件测试方法
本文引入了新的计量经济学检验来识别高频数据中的随机强度跳跃。我们的方法利用了时变随机强度的行为,使我们能够评估股市对新闻的反应有多强烈。我们描述了检验统计量的渐近性质,推导了相关的中心极限定理,并在仿真中表明,在有限样本情况下,检验具有良好的规模和合理的幂。通过对标准普尔500指数交易所交易基金数据的测试程序,我们发现有强有力的证据表明,围绕预定的联邦公开市场委员会(FOMC)政策公告,存在强度跳跃。强度跳跃频繁发生,引发已实现波动性的急剧增加,并在联邦公开市场委员会新闻稿发布时市场参与者的意见分歧很大时出现。与强度跳跃不同,波动率跳跃无法解释新闻引发的实际波动率的变化。
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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来源期刊
CiteScore
5.60
自引率
8.00%
发文量
39
期刊介绍: "The Journal of Financial Econometrics is well situated to become the premier journal in its field. It has started with an excellent first year and I expect many more."
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