Measuring the effect of investor sentiment on liquidity

市场流动性 代理(统计) 业务 独创性 社会化媒体 货币经济学 经济 金融经济学 心理学 计算机科学 创造力 社会心理学 机器学习 万维网
作者
Lee M. Dunham,John García
出处
期刊:Managerial Finance [Emerald (MCB UP)]
卷期号:47 (1): 59-85 被引量:14
标识
DOI:10.1108/mf-06-2019-0265
摘要

Purpose The purpose of this paper is to examine the effect of firm-level investor sentiment on a firm's share liquidity. Design/methodology/approach The authors use Bloomberg's firm-level, daily investor sentiment scores derived from firm-level news and Twitter content in a regression model to explain the variability in a firm's share liquidity. Findings The results indicate that improvements (deterioration) in investor sentiment derived solely from Twitter content lead to a decrease (increase) in the average firm's share liquidity. Results, although not as strong, are opposite for investor sentiment derived solely from news articles: improvements (deterioration) in news sentiment leads to an increase (decrease) in the average firm's share liquidity. Research limitations/implications The proxy for share liquidity is the bid-ask spread, which may be an imperfect measure of liquidity. The Amihud illiquidity measure was used as an alternative proxy and yield similar results. The results have important implications for investors in assessing the determinants of share liquidity. Practical implications The sample period covers four years (2015–2018), which is determined by the availability of the Bloomberg sentiment data. Social implications Investors increasing use of social media to express views on particular stocks and seek information that might be used in the investment decision-making process. The study links investor sentiment derived from social media (Twitter) to share liquidity. Originality/value By examining the relationship between a firm's sentiment and the firm's share liquidity, this paper advances the authors' understanding of the factors that drive a firm's share liquidity. To the authors' knowledge, this is the first study to link investor sentiment derived from firm-level news and Twitter content to a firm's share liquidity.
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