not examined these possible perverse effects. We observe branch managers of a large retail bank following the introduction … of a new incentive plan. We use a novel empirical strategy to estimate the profits the bank loses through managers … average. Managers’ formal education (“book smarts”) has no impact on agency costs, but their ability to infer undisclosed …