Between 2009 and 2013, the Fly on the Wall (FLY) leaked 58% of recommendation revisions with a median delay of 27 minutes relative to the IBES announcement time. We show that FLY improves price discovery, but leaked recommendations hamper brokers’ ability to offer price improvement on trades routed through them. Three major brokers sued FLY; using key court dates, we show significant wealth and real effects to the brokerage industry. Overall, the speed with which analyst recommendations are disseminated has led to more rapid price discovery at the expense of a decline in the scope of the sell-side research industry.

We study human capital reallocation following firm-specific idiosyncratic shocks. We analyze relegation battles in the English Premier League, a setting that offers well-identified idiosyncratic shocks as well as both individual-level and firm-level productivity metrics. Following a negative idiosyncratic shock, we find that relatively more productive players move to more productive clubs and maintain their long-term productivity. They get replaced with lower productivity players. Overall, our results show that in a setting with highly transferable and observable skills, idiosyncratic shocks lead to a reallocation of human capital that moves the industry toward a better overall match between individual-level and firm-level productivity.

Using the near universe of U.S. consumer credit cards, we show that banks transmit their wholesale funding shocks to consumers by reducing their credit card limits. Credit-constrained consumers who are unable to hedge against the transmitted shock by accessing other credit cards experience a stronger and more persistent reduction in aggregate credit card limits at the consumer level. Consequently, these credit-constrained consumers reduce their aggregate credit card borrowing. Our results document a credit card lending channel for the transmission of adverse bank shocks and show who bears the costs of fragile bank funding structures.