投资者能从信息多样性中获利吗?证券分析师建议中的群体智慧

Ilona Mostipan
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引用次数: 0

摘要

对任何变量(如通货膨胀、公司盈利等)的个人预测都存在异质性。标准的共识估计取单个预测的简单平均值,隐含地将每个预测视为一个共同的信号加噪声。如果有些人知道的比其他人多,那么共识估计不一定是组合预测的最佳方式。我展示了最近开发的统计技术如何推断代理之间的信息重叠,并将其应用于卖方分析师的股票推荐。我发现一种交易策略,在扣除交易成本后,其年化阿尔法值为2-3%,这表明信息多样性是普遍存在的,具有经济意义,而且是可交易的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Can Investors Profit from Information Diveristy? The Wisdom of Crowds in Security Analyst Recommendations
There is heterogeneity in individual forecasts of any variable — inflation, corporate earnings, etc. The standard consensus estimate takes a simple average of individual forecasts, implicitly treating each forecast as a common signal plus noise. If some individuals know more than others, then a consensus estimate is not necessarily the optimal way to combine forecasts. I show how a recently developed statistical technique can infer overlap in information across agents and I apply it to stock recommendations of sell-side analysts. I find a trading strategy that delivers an alpha of 2-3% on an annualized basis, net of transaction costs, suggesting that information diversity is prevalent, economically significant, and tradable.
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