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February 5, 2026Journal of risk and financial management1 citationsOpen Access

Stock Liquidity and Social Media Analyst Coverage: Evidence from Tick Size Pilot Program

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YHYuqi HanWenzhou-Kean UniversityDLDan LuoUniversity of Tennessee at ChattanoogaYZYinge ZhangUniversity of Wyoming

Key Points

  • The study aims to investigate how wider tick sizes influence social media analyst coverage for smaller firms.
  • Utilized the SEC’s 2016–2018 Tick Size Pilot Program as a quasi-natural experiment.
  • Applied a difference-in-differences design focusing on about 2400 small-cap stocks.
  • Analyzed changes in the number of articles and unique contributors before and after the tick size change.
  • Wider tick sizes resulted in a significant decline in social media analyst articles for treated firms.
  • The effect was notably stronger for stocks with initially narrow bid-ask spreads.
  • No significant changes were observed in the sentiment or quality of analyst reports.

Abstract

Social media analysts (SMAs) on venues such as Seeking Alpha have become an important information intermediary for retail investors, particularly for smaller firms that receive limited attention from traditional channels. This study examines the effects of the wider tick size on social media analyst coverage in the U.S. capital market. Using the SEC’s 2016–2018 Tick Size Pilot Program as a quasi-natural experiment and a difference-in-differences design on approximately 2400 small-cap stocks, we find that wider tick size leads to a significant decline in the number of articles and unique contributors for treated firms. This effect is particularly strong for stocks with initially narrow bid–ask spreads. Furthermore, we find no significant change in the sentiment and quality of SMAs’ reports, indicating that the decrease in coverage is primarily driven by liquidity considerations rather than fundamental changes in the firms. These results imply that market microstructure reforms can inadvertently weaken the retail investor information ecosystem by discouraging independent research production.

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Cite This Study

Han et al. (2026) studied this question.

synapsesocial.com/papers/698434cff1d9ada3c1fb35f3https://doi.org/10.3390/jrfm19020098
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