Antibiotic use in animal agriculture may be responsible for many resistant human infections, but quantifying this burden is challenging due to lack of data. Key data needed includes detailed antibiotic use patterns in animals, molecular characterization of bacteria from food animals and surrounding environments, and bacteria from human infections. While techniques exist, current monitoring programs are limited and do not systematically collect this information. Expanding data collection through strengthened federal programs could help assign an evidence-based burden from agricultural antibiotic misuse.