Investor sentiment and the dispersion of stock returns: Evidence based on the social network of investors

被引:27
作者
Al-Nasseri, Alya [1 ]
Ali, Faek Menla [2 ]
Tucker, Allan [3 ]
机构
[1] Univ Technol & Appl Sci, Muscat, Oman
[2] Univ Sussex, Univ Sussex Business Sch, 208 Jubilee Bldg, Brighton BN1 9SL, E Sussex, England
[3] Brunel Univ London, Dept Informat Syst, Uxbridge UB8 3PH, Middx, England
关键词
Investor sentiment; StockTwits; Stock returns; Quantile regression; INFORMATION-CONTENT; CROSS-SECTION; NOISE; MEDIA; VOLATILITY; FORECASTS; MARKETS; RISK;
D O I
10.1016/j.irfa.2021.101910
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper extracts an investor sentiment indicator for the 30 DJIA stocks based on the textual classification of 289,024 online tweets posted on the so-called StockTwits, and examines its contemporaneous and predictability effects on the dispersion of stock returns using the quantile regression technique. We find that both contemporaneous and predictability effects of sentiment are heterogeneous throughout the return distribution. Specifically, sentiment is positively contemporaneously associated with stock returns at higher quantiles. However, it is a strong negative predictor of future returns at lower quantiles. Overall, our findings are broadly consistent with most behavioural theories and show that sentiment mainly affects the valuation of assets in extreme market conditions.
引用
收藏
页数:20
相关论文
共 72 条
[1]   Media-expressed negative tone and firm-level stock returns [J].
Ahmad, Khurshid ;
Han, JingGuang ;
Hutson, Elaine ;
Kearney, Colm ;
Liu, Sha .
JOURNAL OF CORPORATE FINANCE, 2016, 37 :152-172
[2]   Stock returns and inflation: Evidence from quantile regressions [J].
Alagidede, Paul ;
Panagiotidis, Theodore .
ECONOMICS LETTERS, 2012, 117 (01) :283-286
[3]  
[Anonymous], 2011, 32 INT C INF SYST SH
[4]   Is all that talk just noise? The information content of Internet stock message boards [J].
Antweiler, W ;
Frank, MZ .
JOURNAL OF FINANCE, 2004, 59 (03) :1259-1294
[5]   Investor sentiment in the stock market [J].
Baker, Malcolm ;
Wurgler, Jeffrey .
JOURNAL OF ECONOMIC PERSPECTIVES, 2007, 21 (02) :129-151
[6]   Investor sentiment and the cross-section of stock returns [J].
Baker, Malcolm ;
Wurgler, Jeffrey .
JOURNAL OF FINANCE, 2006, 61 (04) :1645-1680
[7]   Global, local, and contagious investor sentiment [J].
Baker, Malcolm ;
Wurgler, Jeffrey ;
Yuan, Yu .
JOURNAL OF FINANCIAL ECONOMICS, 2012, 104 (02) :272-287
[8]   Stock return autocorrelations revisited: A quantile regression approach [J].
Baur, Dirk G. ;
Dimpfl, Thomas ;
Jung, Robert C. .
JOURNAL OF EMPIRICAL FINANCE, 2012, 19 (02) :254-265
[9]   CLOSED-END COUNTRY FUNDS AND US MARKET SENTIMENT [J].
BODURTHA, JN ;
KIM, DS ;
LEE, CMC .
REVIEW OF FINANCIAL STUDIES, 1995, 8 (03) :879-918
[10]   Twitter mood predicts the stock market [J].
Bollen, Johan ;
Mao, Huina ;
Zeng, Xiaojun .
JOURNAL OF COMPUTATIONAL SCIENCE, 2011, 2 (01) :1-8