Agriculture is a leading cause of water quality problems. The existing policy architecture relies excessively on voluntary controls, focuses on effort rather than outcomes, and allocates scarce resources inefficiently across places and sectors. Policy reforms can improve water quality and reduce the social costs of water pollution control.