Official media sentiment;
Chinese crude oil futures;
Intraday return volatility;
In-and out-of-sample analysis;
BERT;
HIGH-FREQUENCY DATA;
INVESTOR SENTIMENT;
STOCK RETURNS;
REALIZED VOLATILITY;
INFORMATION-CONTENT;
NEWS SENTIMENT;
ANYTHING BEAT;
LONG-MEMORY;
FORECAST;
MODELS;
D O I:
10.1016/j.eneco.2024.107967
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
This study investigates whether the sentiment of Chinese official media towards crude oil influences price volatility of the Chinese crude oil futures (SC). By leveraging textual analysis through Bidirectional Encoder Representations from Transformers (BERT), we quantify the sentiment of oil-related articles published by the primary official media in China. Our main finding, building on both in-sample and out-of-sample analyses, robustly reveals that this sentiment significantly forecasts the one-day-ahead intraday return volatility of SC. Moreover, we extend the analysis to different time horizons (i.e., one-week and one-month-ahead) and find the prominent forecasting power of the official media sentiment as well. We also find that the official media sentiment fails to forecast the price volatility of WTI oil futures, implying that the official media sentiment contains some unique Chinese information. Overall, our study contributes to the existing literature on predicting the return volatility of the Chinese crude oil futures, and offers fresh insights into an essential yet underexplored sentiment, i.e., official media sentiment.
机构:
Peking Univ, Guanghua Sch Management, Beijing, Peoples R China
Harvest Fund Management Co Ltd, Beijing, Peoples R ChinaPeking Univ, Guanghua Sch Management, Beijing, Peoples R China
Jiang, Zhe
Lu, Yunguo
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Sci Tech Univ, Sch Econ & Management, Hangzhou, Peoples R ChinaPeking Univ, Guanghua Sch Management, Beijing, Peoples R China
Lu, Yunguo
Zhang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
City Univ Hong Kong, Sch Energy & Environm, Kowloon, Tat Chee Ave, Hong Kong, Peoples R ChinaPeking Univ, Guanghua Sch Management, Beijing, Peoples R China
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing 100190, Peoples R China
Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing 100190, Peoples R ChinaUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Long, Wen
Zhao, Manyi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing 100190, Peoples R China
Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing 100190, Peoples R ChinaUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
Zhao, Manyi
Tang, Yeran
论文数: 0引用数: 0
h-index: 0
机构:
Ind & Commercial Bank China, Postdoctoral Work Stn, Beijing 100032, Peoples R ChinaUniv Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China
机构:
Cent South Univ, Sch Business, Changsha 410083, Peoples R China
Cent South Univ, Sch Math & Stat, Changsha 410083, Peoples R ChinaCent South Univ, Sch Business, Changsha 410083, Peoples R China
Niu, Zibo
Liu, Yuanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Math & Stat, Changsha 410083, Peoples R ChinaCent South Univ, Sch Business, Changsha 410083, Peoples R China
Liu, Yuanyuan
Gao, Wang
论文数: 0引用数: 0
h-index: 0
机构:
Renmin Univ China, Sch Stat, Beijing 100872, Peoples R China
Tsinghua Univ, Sch Social Sci, Beijing 100084, Peoples R ChinaCent South Univ, Sch Business, Changsha 410083, Peoples R China
Gao, Wang
Zhang, Hongwei
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Math & Stat, Changsha 410083, Peoples R China
Cent South Univ, Inst Met Resources Strategy, Changsha 410083, Peoples R ChinaCent South Univ, Sch Business, Changsha 410083, Peoples R China
机构:
Cent S Univ, Sch Business, Changsha 410083, Hunan, Peoples R China
Wenzhou Univ, Inst Finance, Wenzhou 325035, Peoples R China
Univ Windsor, Fac Engn, Supply Chain & Logist Optimizat Res Ctr, Windsor, ON, CanadaCent S Univ, Sch Business, Changsha 410083, Hunan, Peoples R China
Wen, Fenghua
Gong, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Cent S Univ, Sch Business, Changsha 410083, Hunan, Peoples R ChinaCent S Univ, Sch Business, Changsha 410083, Hunan, Peoples R China
Gong, Xu
Cai, Shenghua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Policy & Management, Beijing 100190, Peoples R ChinaCent S Univ, Sch Business, Changsha 410083, Hunan, Peoples R China