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How does social media sentiment impact mass media sentiment? A study of news in the financial markets

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  • Jie Ren
  • Hang Dong
  • Balaji Padmanabhan
  • Jeffrey V. Nickerson

Abstract

Mass media sentiment of financial news significantly influences investment decisions of investors. Hence, studying how this sentiment emerges is important. In years past, this was straightforward, often dictated by journalists who cover financial news, but this has become more complex now. In this paper, we focus on how social media sentiment affects mass media sentiment. Using data from Sina Weibo and Sina Finance (around 60 million weibos and 6.2 million news articles), we show that social media does influence mass media sentiment emergence for financial news. The sentiment consistency between social media reaction and prior news articles amplifies the persistence of mass media sentiment over time. By contrast, we found limited evidence of social media reducing the persistence of mass media sentiment over time. The results have significant implications for understanding how 2 types of media, treated separately in the literature, may be connected.

Suggested Citation

  • Jie Ren & Hang Dong & Balaji Padmanabhan & Jeffrey V. Nickerson, 2021. "How does social media sentiment impact mass media sentiment? A study of news in the financial markets," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 72(9), pages 1183-1197, September.
    • Handle: RePEc:bla:jinfst:v:72:y:2021:i:9:p:1183-1197
    DOI: 10.1002/asi.24477
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    2. Kim, Jikyung (Jeanne) & Dong, Hang & Choi, Jeonghye & Chang, Sue Ryung, 2022. "Sentiment change and negative herding: Evidence from microblogging and news," Journal of Business Research, Elsevier, vol. 142(C), pages 364-376.
    3. Zhang, Yuchen & Zheng, Xiaochuan & Wu, Chuanhui & Zhou, Yusheng & Fan, Hao, 2024. "Understanding the health misinformation dissemination on Twitter: The perspective of tweets-comments consistency," Technology in Society, Elsevier, vol. 77(C).
    4. Chi Ma & Jianping Tao & Caifeng Tan & Wei Liu & Xia Li, 2023. "Negative Media Sentiment about the Pig Epidemic and Pork Price Fluctuations: A Study on Spatial Spillover Effect and Mechanism," Agriculture, MDPI, vol. 13(3), pages 1-23, March.

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