Liquidity and the Strategic Value of Information

Ohad Kadan, Asaf Manela
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Abstract

We offer a simple, intuitive and empirically useful expression quantifying the value of asset-specific information to a strategic trader. The value of information reflects the ratio of return volatility to price impact measured using a version of Kyle's lambda. While volatility and illiquidity are highly correlated, their ratio fluctuates markedly giving rise to considerable variation in the value of information over time and across stocks. Using high frequency data on US stocks, we find that the value of information rises dramatically during crises and on earnings announcement days, and falls at calendar year ends. Furthermore, the value of information is higher for large, growth, and momentum stocks. The most dramatic spikes in the value of information occur at the start of the COVID-19 pandemic and the financial crisis of 2008, when the Fed announces novel liquidity facilities. Such policy interventions aimed at improving liquidity may unintentionally increase the private incentives to collect information.
流动性与信息的战略价值
我们提供了一个简单,直观和经验有用的表达量化资产特定信息的价值的策略交易者。信息的价值反映了收益率波动率与价格影响的比率,这一比率是用凯尔λ来衡量的。虽然波动性和非流动性是高度相关的,但它们的比率波动显著,导致信息价值随时间和股票的变化很大。利用美国股市的高频数据,我们发现,信息的价值在危机期间和财报公布日大幅上升,而在历年结束时下降。此外,对于大型、成长型和动量股来说,信息的价值更高。信息价值最急剧的飙升发生在新冠肺炎大流行和2008年金融危机开始时,当时美联储宣布了新的流动性工具。这种旨在改善流动性的政策干预可能会无意中增加私人收集信息的动机。
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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