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
  • [31] Dynamic linkages and contagion effects: Analyzing the linkages between crude oil prices, US market sector indices and energy markets
    Koczar, Monika W.
    Jareno, Francisco
    Escribano, Ana
    [J]. NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2024, 74
  • [32] The dynamics of crude oil future prices on China's energy markets: Quantile-on-quantile and casualty-in-quantiles approaches
    Meng, Juan
    Mo, Bin
    Nie, He
    [J]. JOURNAL OF FUTURES MARKETS, 2023, 43 (12) : 1853 - 1871
  • [33] Nonlinear Risk Spillover Path Between China's Carbon Market, China's New Energy Market, and the International Crude Oil Futures Market
    Yao, Yanyun
    Tang, Zifeng
    Niu, Guiqian
    Cai, Shangzhen
    [J]. Journal of Advanced Computational Intelligence and Intelligent Informatics, 2024, 28 (04) : 854 - 864
  • [34] Dynamic connectedness across energy and metal futures markets during the COVID-19 pandemic: New evidence from a time-varying spillover index
    Chen, Jinyu
    Liang, Zhipeng
    Ding, Qian
    Ren, Xiaohang
    Wu, Anbing
    [J]. RESOURCES POLICY, 2023, 86
  • [35] Information spillover effects from media coverage to the crude oil, gold, and Bitcoin markets during the COVID-19 pandemic: Evidence from the time and frequency domains
    Zhang, Hongwei
    Hong, Huojun
    Guo, Yaoqi
    Yang, Cai
    [J]. INTERNATIONAL REVIEW OF ECONOMICS & FINANCE, 2022, 78 : 267 - 285
  • [36] Asymmetric volatility spillover between oil prices and regional renewable energy stock markets: A time-varying parameter vector autoregressive- based connectedness approach
    Alharbey, Mohammed
    Alfahaid, Turki Mohammed
    Ben-Salha, Ousama
    [J]. AIMS MATHEMATICS, 2023, 8 (12): : 30639 - 30667
  • [37] Do rare earths drive volatility spillover in crude oil, renewable energy, and high-technology markets? d A wavelet-based BEKK- GARCH-X approach
    Zheng, Biao
    Zhang, Yuquan W.
    Qu, Fang
    Geng, Yong
    Yu, Haishan
    [J]. ENERGY, 2022, 251