Reddit的崛起:社交媒体如何影响散户投资者和卖空者在价格发现中的角色

Danqi Hu, C. Jones, Valerie Zhang, Xiaoyan Zhang
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引用次数: 22

摘要

利用社交媒体平台Reddit从2020年到2021年的数据,我们研究了股票价格、零售交易和卖空是如何与社交媒体活动相互关联的。Reddit上更多的流量、更积极的语气、更多的分歧和更高的连通性会导致更高的回报、更高的零售订单流量、以及下一个交易日更低的做空流量。社会活动变量的信息含量不同于零售订单流和卖空流,它们都是未来收益的重要预测因子。有趣的是,当Reddit上有更高的流量、更积极的语气、更多的分歧和更高的联系时,做空流量变得更有信息量,并预测更低的未来回报。仔细观察罗宾汉50股票就会发现,这些股票更容易受到社交媒体活动的影响。正的零售订单流预示着这些股票的未来回报更高,而这些股票的大量卖空流也更显著地预示着未来回报较低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Rise of Reddit: How Social Media Affects Retail Investors and Short-sellers’ Roles in Price Discovery
Using data from social media platform Reddit from 2020 and 2021, we examine how stock prices, retail trading and short-selling are inter-connected with social media activity. More Reddit traffic, more positive tones, more disagreement and higher connectedness at Reddit lead to higher returns, higher retail order flow, and lower shorting flows on the next trading day. The information content of the social activity variables is different from that of retail order flows and shorting flows, and they are each a significant predictor for future returns. Interestingly, when there is higher traffic, more positive tone, more disagreement and higher connectedness on Reddit, the shorting flows become even more informative and predict even lower future returns. A closer look at Robinhood 50 stocks shows that these stocks are more affected by social media activity. Positive retail order flows predict even higher future returns for these stocks, while heavy shorting flows in these stocks also more significantly predict low future returns.
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