Jumps in Equity Index Returns Before and During the Recent Financial Crisis: A Bayesian Analysis

• 成果类型: Article
• 署名作者: Kou, Steven; Yu, Cindy; Zhong, Haowen
• 署名单位: National University of Singapore; National University of Singapore; Iowa State University; Columbia University
• 刊物名称: MANAGEMENT SCIENCE
• ISSN/ISSBN: 0025-1909
• DOI: 10.1287/mnsc.2015.2359
• 发表日期: 2017
• 页码: 988-1010
• 关键词: affine jump-diffusion models; Equity returns; Financial crisis; Bayesian Markov chain Monte Carlo

摘要

We attempt to answer two questions in this paper: (i) How did jumps in equity returns change after the 2008-2009 financial crisis-in particular, were there significant changes in jump rates or in jump sizes, or both? (ii) Can the performance of affine jump-diffusion models be improved if jump sizes are larger, i.e., jumps with tails heavier than those of the normal distribution? To answer the second question, we find that a simple affine jump-diffusion model with both stochastic volatility and double-exponential jumps fits both the S&P 500 and the NASDAQ-100 daily returns from 1980 to 2013 well; the model outperforms existing ones (e.g., models with variance-gamma jumps or jumps in volatility) during the crisis and is at least comparable before the crisis. For the first question, on the basis of the model and the data sets, we observe that during the crisis, negative jump rate increased significantly, although there was little change in the average negative jump size.