News Media and Attention Spillover across Energy Markets: A Powerful Predictor of Crude Oil Futures Prices

被引:0
|
作者
Cepni, Oguzhan [1 ,2 ]
Due Khuong Nguyen [3 ,4 ,5 ]
Sensoy, Ahmet [6 ,7 ]
机构
[1] Copenhagen Business Sch, Copenhagen, Denmark
[2] Cent Bank Republ Turkey, Markets Dept, Ankara, Turkiye
[3] IPAG Business Sch, Paris, France
[4] Vietnam Natl Univ, Int Sch, Hanoi, Vietnam
[5] Prague Univ Econ & Business, Fac Finance & Accounting, Prague, Czech Republic
[6] Bilkent Univ, Fac Business Adm, Ankara, Turkiye
[7] Lebanese Amer Univ, Adnan Kassar Sch Business, Beirut, Lebanon
来源
ENERGY JOURNAL | 2022年 / 43卷 / 01期
关键词
Crude oil returns; Density forecasting; Investor attention; Time-varying Granger causality; Variable selection; INVESTOR ATTENTION; TERM STRUCTURE; STOCK RETURNS; SHOCKS; SELECTION; UNCERTAINTY; INFORMATION; PARAMETER; SENTIMENT; TESTS;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
We develop two news-based investor attention measures from the news trends function of the Bloomberg terminal and investigate their predictive power for returns on crude oil futures contracts with various maturities. Our main results after controlling for relevant macroeconomic variables show that the Oil-based Institutional Attention Index is useful in predicting oil futures returns, especially during price downturn periods, while the forecasting accuracy is further improved when the Commodity Market Institutional Attention Index is used. This forecasting accuracy decreases, however, with the maturity of oil futures contracts. Moreover, we find some evidence of Granger-causality and regime-dependent interactions between investor attention measures and oil futures returns. Finally, variable selection algorithms matter before making predictions since they create the best forecasting results in many cases considered. These findings are important for informed traders and policymakers to better understand the price dynamics of the oil markets.
引用
收藏
页码:5 / 33
页数:29
相关论文
共 37 条
  • [21] Dynamic volatility spillovers across oil and natural gas futures markets based on a time-varying spillover method
    Gong, Xu
    Liu, Yun
    Wang, Xiong
    [J]. INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2021, 76
  • [22] Spillover relationships between international crude oil markets and global energy stock markets under the influence of geopolitical risks: New evidence
    Li, Xiafei
    Yang, Shuangpeng
    Luo, Keyu
    Liang, Chao
    [J]. INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2024, 96
  • [23] Time-frequency volatility spillovers across the international crude oil market and Chinese major energy futures markets: Evidence from COVID-19
    Li, Jingyu
    Liu, Ranran
    Yao, Yanzhen
    Xie, Qiwei
    [J]. RESOURCES POLICY, 2022, 77
  • [24] Energy and Agricultural Commodity Markets Interaction: An Analysis of Crude Oil, Natural Gas, Corn, Soybean, and Ethanol Prices
    Chiou-Wei, Song-Zan
    Chen, Sheng-Hung
    Zhu, Zhen
    [J]. ENERGY JOURNAL, 2019, 40 (02): : 265 - 296
  • [25] The Co-Movement and Asymmetry between Energy and Grain Prices: Evidence from the Crude Oil and Corn Markets
    Chen, Zhan-Ming
    Wang, Liyuan
    Zhang, Xiao-Bing
    Zheng, Xinye
    [J]. ENERGIES, 2019, 12 (07)
  • [26] Can the price fluctuations of Shanghai crude oil futures affect Asian financial markets? Evidence from the time and frequency dynamics analysis of spillover connectedness
    Wu, Yimin
    Rahman, Rosmanjawati Abdul
    Yu, Qiuju
    [J]. PORTUGUESE ECONOMIC JOURNAL, 2024,
  • [27] On the relation between Pandemic Disease Outbreak News and Crude oil, Gold, Gold mining, Silver and Energy Markets
    Shaikh, Imlak
    [J]. RESOURCES POLICY, 2021, 72
  • [28] Dynamic spillover effects and portfolio strategies between crude oil, gold and Chinese stock markets related to new energy vehicle
    Dai, Zhifeng
    Zhu, Haoyang
    Zhang, Xinhua
    [J]. ENERGY ECONOMICS, 2022, 109
  • [29] Exploring the dynamic price discovery, risk transfer and spillover amongINE,WTIand Brent crude oil futures markets: Evidence from the high-frequency data
    Zhang, Yue-Jun
    Ma, Shu-Jiao
    [J]. INTERNATIONAL JOURNAL OF FINANCE & ECONOMICS, 2021, 26 (02) : 2414 - 2435
  • [30] Alarming contagion effects: The dangerous ripple effect of extreme price spillovers across crude oil, carbon emission allowance, and agriculture futures markets
    Wei, Yu
    Wang, Yizhi
    Vigne, Samuel A.
    Ma, Zhenyu
    [J]. JOURNAL OF INTERNATIONAL FINANCIAL MARKETS INSTITUTIONS & MONEY, 2023, 88