The Rise of Reddit: How Social Media Affects Belief Formation and Price Discovery

57 Pages Posted: 2 Apr 2021 Last revised: 10 Feb 2025

See all articles by Danqi Hu

Danqi Hu

Peking University - Guanghua School of Management

Charles M. Jones

Columbia University

Siyang Li

PBCSF, Tsinghua University

Valerie Zhang

Northwestern University

Xiaoyan Zhang

Tsinghua University - PBC School of Finance

Date Written: March 14, 2021

Abstract

Using submission level data from the social media platform Reddit, we rely on the theoretical framework of Pedersen (2022) to examine how social media affects belief formation, price discovery, and trading dynamics. Consistent with the predictions on network belief spillover, we find that the opinions of hardheaded investors (rational or fanatic) significantly predict future opinions of naïve investors, especially when these investors have larger influence. For return predictions, social media tones positively and significantly predict future returns, and more so when agents’ influence is higher. Finally, for trading dynamics, higher agent tones in networks with higher agent influence increase retail flows and deter shorting flows. Short sellers’ consideration of agent influence in deciding to ride or burst bubbles enhances their abilities to predict negative returns. These findings generally support Pedersen’s predictions.

Keywords: social media, belief formation, return prediction, short selling, retail investors

JEL Classification: G11, G12, G14, G23

Suggested Citation

Hu, Danqi and Jones, Charles M. and Li, Siyang and Zhang, Valerie and Zhang, Xiaoyan,
The Rise of Reddit: How Social Media Affects Belief Formation and Price Discovery
(March 14, 2021). Available at SSRN: https://ssrn.com/abstract=3807655 or http://dx.doi.org/10.2139/ssrn.3807655

Danqi Hu (Contact Author)

Peking University - Guanghua School of Management ( email )

Charles M. Jones

Columbia University ( email )

3022 Broadway
New York, NY 10027
United States

Siyang Li

PBCSF, Tsinghua University ( email )

Valerie Zhang

Northwestern University

2001 Sheridan Road
Evanston, IL 60208
United States

Xiaoyan Zhang

Tsinghua University - PBC School of Finance ( email )

No. 43, Chengdu Road
Haidian District
Beijing 100083
China

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