Understanding the role of social media sentiment in identifying irrational herding behavior in the stock market

被引:10
|
作者
Li, Tong [1 ]
Chen, Hui [1 ]
Liu, Wei [1 ]
Yu, Guang [1 ]
Yu, Yongtian [2 ]
机构
[1] Harbin Inst Technol, Sch Management, Harbin, Peoples R China
[2] Peking Univ, HSBC Business Sch, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
Social media sentiment; Herding behavior; Irrational herding; Stock market; Follower effect; INVESTOR SENTIMENT; RETURNS; WISDOM; RISK;
D O I
10.1016/j.iref.2023.04.016
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This study examined the role of social media sentiment in identifying irrational herding behavior in the stock market. We selected the Chinese stock market, where majority are retail investors, as the object of analysis, and analyzed the sentiment of 227,353 microblog text messages through deep learning techniques and constructed the identification method of herd behavior. Results show that social media sentiment has a significant impact on irrational herding behavior in the stock market. The findings of the study complement the theory of investor behavior and can aid in investors' trading decisions and financial regulators' policy recommendations.
引用
收藏
页码:163 / 179
页数:17
相关论文
共 50 条
  • [1] Investor Sentiment and Herding Behavior in the Korean Stock Market
    Choi, Ki-Hong
    Yoon, Seong-Min
    [J]. INTERNATIONAL JOURNAL OF FINANCIAL STUDIES, 2020, 8 (02): : 1 - 14
  • [2] Investor herding behavior in social media sentiment
    Yoon, Jinjoo
    Oh, Gabjin
    [J]. FRONTIERS IN PHYSICS, 2022, 10
  • [3] Social media sentiment and the stock market
    Fekrazad, Amir
    Harun, Syed M.
    Sardar, Naafey
    [J]. JOURNAL OF ECONOMICS AND FINANCE, 2022, 46 (02) : 397 - 419
  • [4] Social media sentiment and the stock market
    Amir Fekrazad
    Syed M. Harun
    Naafey Sardar
    [J]. Journal of Economics and Finance, 2022, 46 : 397 - 419
  • [5] Market sentiment and herding in analysts' stock recommendations
    Chiang, Ming-Ti
    Lin, Mei-Chen
    [J]. NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2019, 48 : 48 - 64
  • [6] Social media sentiment and market behavior
    Affuso, Ermanno
    Lahtinen, Kyre Dane
    [J]. EMPIRICAL ECONOMICS, 2019, 57 (01) : 105 - 127
  • [7] Social media sentiment and market behavior
    Ermanno Affuso
    Kyre Dane Lahtinen
    [J]. Empirical Economics, 2019, 57 : 105 - 127
  • [8] SENTIMENT REVEALED IN SOCIAL MEDIA AND ITS EFFECT ON THE STOCK MARKET
    Chen, Hailiang
    De, Prabuddha
    Hu, Yu
    Hwang, Byoung-Hyoun
    [J]. 2011 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2011, : 25 - 28
  • [9] Social media investors' sentiment as stock market performance predictor
    Cheikh, Sana Ben
    Amiri, Hanen
    Loukil, Nadia
    [J]. INTERNATIONAL JOURNAL OF SOCIAL ECONOMICS, 2024, 51 (06) : 713 - 724
  • [10] Social media, internet sentiment tracking and stock market volatility
    Shih, Kuang-Husn
    Yang, Fu-Ju
    Wang, Yi-Hsien
    Mai, Yu-Ting
    [J]. INTERNATIONAL JOURNAL OF MOBILE COMMUNICATIONS, 2022, 20 (03) : 367 - 383