Abstract We examine Twitter discussion of sell-side analysts’ stock recommendation revisions. While many investors lack direct access to analyst research, we observe revision-related Twitter discussion associated with approximately 90 percent of the revisions in our sample, usually within three hours of their announcement. Revision-related Twitter discussion is greater for upgrades and for analysts from larger brokerages. Examining within-revision intraday price discovery, we observe increased price discovery during intraday windows with more revision-related tweets, especially for tweets that have more user engagement, are posted by more influential authors, or involve stocks with more intense retail trading volume. We find that revision-related retail trading is more intense and better predicts future returns for revisions with more revision-related Twitter discussion. We observe no such evidence for institutional investors who have direct access to sell-side research. Our results suggest that Twitter is an important channel in facilitating price discovery following analyst revisions, particularly among retail investors.

Abstract We examine how executive equity incentives are associated with firms' conforming tax avoidance. Conforming tax avoidance is unique compared to nonconforming tax avoidance in that it decreases tax liabilities by reducing pretax income. Thus, conforming tax avoidance presents a unique set of consequences with important links to both risk and value‐creation incentives. Consistent with risk‐taking incentives increasing conforming tax avoidance, we find that linking executive wealth to stock price volatility (i.e., vega) is positively associated with conforming tax avoidance. We also find that linking executive wealth to stock price (i.e., delta) is negatively associated with conforming tax avoidance. The results of our cross‐sectional tests suggest that the negative association between delta and conforming tax avoidance is predominantly driven by a risk aversion effect rather than a value‐creation effect. Our findings add to the literature on the relation between tax avoidance and executive compensation, as well as the trade‐off between book and taxable income.