Reddit上的财务建议、股票回报率和累积前景理论。

Felix Reichenbach, Martin Walther
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引用次数: 1

摘要

这项研究调查了Reddit上三个最大的金融子版块的股票推荐:华尔街博彩、投资和股票。一种简单的策略是购买按每天帖子数量加权的推荐股票,在所有持有期内,以比市场更高的风险为代价,即不利的夏普比率,产生了平均回报率更高的投资组合。此外,在考虑常见风险因素时,该策略会导致积极(不显著)的短期阿尔法和消极(显著)的长期阿尔法。这与“迷因股票”的概念一致,即推荐的股票在短期内被人为夸大,并且帖子中没有关于长期成功的信息。然而,Reddit用户,尤其是Reddit wallstreetbets子网站的用户,很可能对均值-方差框架没有捕捉到的投注有偏好。因此,我们借鉴了累积前景理论。我们发现,Reddit投资组合的CPT估值超过了市场,这可能解释了尽管风险回报率不利,但投资者仍有吸引力遵循社交媒体股票推荐。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Financial recommendations on Reddit, stock returns and cumulative prospect theory.

Financial recommendations on Reddit, stock returns and cumulative prospect theory.

Financial recommendations on Reddit, stock returns and cumulative prospect theory.

Financial recommendations on Reddit, stock returns and cumulative prospect theory.

This study investigates stock recommendations from the three largest finance subreddits on Reddit: wallstreetbets, investing and stocks. A simple strategy that buys recommended stocks weighted by the number of posts per day yields a portfolio with higher average returns at the expense of higher risks than the market for all holding periods, i.e., unfavorable Sharpe ratios. Furthermore, the strategy leads to positive (insignificant) short-term and negative (significant) long-term alphas when considering common risk factors. This is consistent with the idea of "meme stocks", meaning that the recommended stocks are artificially inflated in the short term when they are recommended, and that the posts contain no information about long-term success. However, it is likely that Reddit users, especially on the subreddit wallstreetbets, have preferences for bets which are not captured by the mean-variance framework. Therefore, we draw on cumulative prospect theory (CPT). We find that the CPT-valuations of the Reddit portfolio exceed those of the market, which may explain the persistent attractiveness for investors to follow social media stock recommendations despite the unfavorable risk-return ratio.

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