This article examines the information content and consequences of third-party voting advice that arrives as news at an interim stage in corporate proxy contests. We first document significant stock returns around announcements of proxy vote recommendations. We then develop a multi-equation empirical procedure for disentangling the price impact of prediction effects (changes in contest outcome probabilities) from the price impact of certification effects (changes in outcome-contingent valuations). Both effects are present in the data: Voting advice is both predictive about contest outcomes and informative about the ability of dissidents to add value. Consequently, proxy advice plays a dual informational role.

We provide large-scale evidence on the occurrence and value of FinTech innovation. Using data on patent filings from 2003 to 2017, we apply machine learning to identify and classify innovations by their underlying technologies. We find that most FinTech innovations yield substantial value to innovators, with blockchain being particularly valuable. For the overall financial sector, internet of things (IoT), robo-advising, and blockchain are the most valuable innovation types. Innovations affect financial industries more negatively when they involve disruptive technologies from nonfinancial startups, but market leaders that invest heavily in their own innovation can avoid much of the negative value effect.ReceivedMay 31, 2017; editorial decision September 30, 2018 by Editor Andrew Karolyi.