Forecasting realized volatility of crude oil futures with equity market uncertainty

被引:92
|
作者
Wen, Fenghua [1 ]
Zhao, Yupei [1 ]
Zhang, Minzhi [1 ]
Hu, Chunyan [2 ]
机构
[1] Cent South Univ, Business Sch, Changsha, Hunan, Peoples R China
[2] Cent South Univ, Sch Pubilc Adm, Changsha 410083, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Realized volatility; volatility forecasting; equity market uncertainty; HAR-RV model; crude oil futures; STOCK-MARKET; ECONOMIC-POLICY; STRUCTURAL BREAKS; CAUSALITY; PRICES; SHOCKS; US; SPILLOVERS; RETURNS; MODELS;
D O I
10.1080/00036846.2019.1619023
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper examines whether the equity market uncertainty (EMU) index contains incremental information for forecasting the realized volatility of crude oil futures. We use 5-min high-frequency transaction data for WTI crude oil futures and develop six heterogeneous autoregressive (HAR) models based on classical HAR-type models. The empirical results suggest that EMU contains more incremental information than the economic policy uncertainty (EPU) for forecasting the realized volatility of crude oil futures. More importantly, we argue that EMU is a non negligible additional predictive variable that can significantly improve the 1-day ahead predictive accuracy of all six HAR-type models, and improve the 1-week ahead forecasting performance of the HAR-RV, HAR-RV-J, HAR-RSV, HAR-RV-SJ models. These findings highlight a strong short-term and a weak mid-term predictive ability of EMU in the crude oil futures market.
引用
收藏
页码:6411 / 6427
页数:17
相关论文
共 50 条
  • [1] Forecasting realized volatility of oil futures market: A new insight
    Ma, Feng
    Wei, Yu
    Liu, Li
    Huang, Dengshi
    [J]. JOURNAL OF FORECASTING, 2018, 37 (04) : 419 - 436
  • [2] Forecasting the realized volatility of the oil futures market: A regime switching approach
    Ma, Feng
    Wahab, M. I. M.
    Huang, Dengshi
    Xu, Weiju
    [J]. ENERGY ECONOMICS, 2017, 67 : 136 - 145
  • [3] Forecasting realized volatility of crude oil futures prices based on machine learning
    Luo, Jiawen
    Klein, Tony
    Walther, Thomas
    Ji, Qiang
    [J]. JOURNAL OF FORECASTING, 2024, 43 (05) : 1422 - 1446
  • [4] Volatility forecasting for crude oil futures
    Marzo, Massimiliano
    Zagaglia, Paolo
    [J]. APPLIED ECONOMICS LETTERS, 2010, 17 (16) : 1587 - 1599
  • [5] Is economic policy uncertainty important to forecast the realized volatility of crude oil futures?
    Ma, Feng
    Wahab, M. I. M.
    Liu, Jing
    Liu, Li
    [J]. APPLIED ECONOMICS, 2018, 50 (18) : 2087 - 2101
  • [6] Macroeconomic Uncertainty and Crude Oil Futures Volatility-Evidence from China Crude Oil Futures Market
    Yi, Adan
    Yang, Menglong
    Li, Yongshan
    [J]. FRONTIERS IN ENVIRONMENTAL SCIENCE, 2021, 9
  • [7] News-based equity market uncertainty and crude oil volatility
    Dutta, Anupam
    Bouri, Elie
    Saeed, Tareq
    [J]. ENERGY, 2021, 222
  • [8] News-based equity market uncertainty and crude oil volatility
    Dutta, Anupam
    Bouri, Elie
    Saeed, Tareq
    [J]. Energy, 2021, 222
  • [9] Realized volatility transmission between crude oil and equity futures markets: A multivariate HAR approach
    Soucek, Michael
    Todorova, Neda
    [J]. ENERGY ECONOMICS, 2013, 40 : 586 - 597
  • [10] Forecasting crude oil market volatility: A comprehensive look at uncertainty variables
    Wen, Danyan
    He, Mengxi
    Wang, Yudong
    Zhang, Yaojie
    [J]. INTERNATIONAL JOURNAL OF FORECASTING, 2024, 40 (03) : 1022 - 1041