The Causal Relationship between Social Media Sentiment and Stock Return: Experimental Evidence from an Online Message Forum

23 Pages Posted: 16 Feb 2022 Last revised: 2 May 2022

See all articles by Xinjie Wang

Xinjie Wang

Southern University of Science and Technology

Zhiqiang Xiang

Southern University of Science and Technology

Weike Xu

Clemson University - Department of Finance

Peixuan Yuan

Renmin University of China - School of Finance

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Date Written: February 15, 2022

Abstract

This paper examines the impact of sentiment in an online message forum on stock returns. Using a novel controlled experiment, we collect a large panel of messages with no fundamental information but strong sentiment and stock return data. We find a significant causal effect of social media sentiment on the same-day stock returns. The sentiment has no significant effects on stock returns on subsequent days. This effect is mainly driven by messages with positive sentiment, which has a strong positive impact on stock returns. Our results establish a causal relationship between social media sentiment and stock returns and highlight the risk of market manipulation via social media.

Suggested Citation

Wang, Xinjie and Xiang, Zhiqiang and Xu, Weike and Yuan, Peixuan, The Causal Relationship between Social Media Sentiment and Stock Return: Experimental Evidence from an Online Message Forum (February 15, 2022). Economics Letters, Forthcoming, Available at SSRN: https://ssrn.com/abstract=4035197 or http://dx.doi.org/10.2139/ssrn.4035197

Xinjie Wang (Contact Author)

Southern University of Science and Technology ( email )

1088 Xueyuan Blvd
Xili, Nanshan District
Shenzhen, Guangdong 518055
China

Zhiqiang Xiang

Southern University of Science and Technology

Weike Xu

Clemson University - Department of Finance ( email )

425 Sirrine Hall
Clemson, SC 29634
United States

Peixuan Yuan

Renmin University of China - School of Finance ( email )

Ming De Main Building
Renmin University of China
Beijing, Beijing 100872
China

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