Like police officers patrolling the streets for crime, the front lines for most large business regulators—Environmental Protection Agency engineers, Consumer Financial Protection Bureau examiners, and Nuclear Regulatory Commission inspectors, among others—decide when and how to enforce the law. These regulatory monitors guard against toxic air, financial ruin, and deadly explosions. Yet whereas scholars devote considerable attention to police...