Can investor attention predict oil prices?

被引:91
作者
Han, Liyan [1 ]
Lv, Qiuna [1 ]
Yin, Libo [2 ]
机构
[1] Beihang Univ, Sch Econ & Management, Beijing, Peoples R China
[2] Cent Univ Finance & Econ, Sch Finance, 39 South Coll Rd, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Investor attention; Oil prices; Google search volume index; FGLS; Hybrid forecasting; Term structure; ECONOMIC-ACTIVITY; COMMODITY PRICES; FUTURES PRICES; SUPPLY SHOCKS; NESTED MODELS; REAL PRICE; MARKET; RETURNS; INFORMATION; UNCERTAINTY;
D O I
10.1016/j.eneco.2017.04.018
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper sets out to investigate the predictive power of investor attention onto oil prices. We firstly construct investor attention index by using the Google search volume index (SVI) based on a broad set of words related to oil-related variables and terms that are directly linked to real economy to measure investor attention. Then the empirical work is performed via a novel hybrid approach and WN model (Westerlund and Narayan, 2012, 2014) that account for characteristics of persistency, endogeneity, and heteroskedasticity. The empirical results show that investor attention does exhibit statistically and economically significant in-sample and out-of-sample forecasting power to directly forecast oil prices for both daily data and weekly data. In addition, the results exhibit the term structure character, which are helpful for understanding the financial phenomena that irrational attentions have more effect in short-term decision-making. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:547 / 558
页数:12
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