WallStreetBets: Assessing the Collective Intelligence of Reddit for Investment Advice

Tolga Buz, Gerard de Melo
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Abstract

The WallStreetBets (WSB) community on Reddit gained prominence for its role in the GameStop saga and the resulting meme stock phenomenon. Concurrently, this has boosted the popularity of finance-related communities on Reddit, with the top five totalling more than 25 million subscribers at the time of writing. However, little is known about the reliability of the advice disseminated in these communities, which is a relevant research question within the field of social computing. In this study, we examine the collective intelligence of WSB, the largest and most active subreddit focused on the stock market, and assess its potential as a democratizing force in enabling access to financial knowledge. First, we establish that WSB meets several criteria to be considered a collectively intelligent crowd. Then, we test our hypothesis quantitatively by analyzing Reddit posts and financial data from a 28-month period to evaluate how successful an investor relying on WSB recommendations could have been. We define a portfolio of WSB’s most discussed stocks which shows significant growth, outperforming the S&P 500 index over the reviewed time frame. We further find that following buy signals at the time they are posted on WSB leads to positive outcomes over the long run, and that the GameStop hype merely amplified previously existing characteristics. The WSB portfolio underperforms the broader market during downturns, but recovers more quickly and achieves higher profits afterwards. The results of our work can be generalized to comparable finance-related communities, indicating that their original purpose of leisurely entertainment has already been extended towards tangible real-world value.
WallStreetBets:评估 Reddit 投资建议的集体智慧
Reddit 上的 WallStreetBets(WSB)社区因其在 GameStop 事件中扮演的角色以及由此引发的 meme 股票现象而声名鹊起。与此同时,这也提升了 Reddit 上金融相关社区的人气,在撰写本文时,前五大社区的用户总数已超过 2,500 万。然而,人们对这些社区中传播的建议的可靠性知之甚少,而这正是社交计算领域的一个相关研究问题。在本研究中,我们考察了 WSB(最大、最活跃的股票市场子论坛)的集体智慧,并评估了它在促进金融知识获取方面作为民主化力量的潜力。首先,我们确定 WSB 符合集体智慧人群的几个标准。然后,我们通过分析 Reddit 上的帖子和 28 个月内的金融数据,对我们的假设进行定量测试,以评估依靠 WSB 推荐的投资者能取得多大的成功。我们定义了一个由 WSB 讨论最多的股票组成的投资组合,该组合显示出显著的增长,在审查的时间段内表现优于标准普尔 500 指数。我们进一步发现,在 WSB 上发布买入信号时跟进,从长期来看会带来积极的结果,而 GameStop 的炒作只是放大了之前已有的特征。WSB 投资组合在市场低迷时表现逊于大盘,但之后恢复得更快,利润也更高。我们的研究成果可以推广到类似的金融相关社区,这表明其休闲娱乐的初衷已经延伸到了有形的现实世界价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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