This paper combines a new survey methodology with a machine learning algorithm to measure the behavior of CEOs in large samples. Results show that larger and more complex firms require CEOs with a more coordinative—and less micromanaging—behavior. Inefficiencies in the way CEOs match with firms have important consequences for firm productivity.