Working Paper2021SSRN

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

Authors: Danqi Hu, Charles M. Jones, Siyang Li, Valerie Zhang, Xiaoyan Zhang

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 naive 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 mediabelief formationreturn predictionshort sellingretail investors

Tags of Social Finance

#Media and Textual Analysis#Social Network Structure#Asset Pricing & Trading Volume and Market Efficiency#Theory