 Emerging technologies such as genomics, natural language processing, and machine learning are being leveraged to improve identification of transmission events and aid and evaluate outbreak response. These technologies can help advance a true learning healthcare system that supports near real-time quality improvement efforts and advances the scientific basis for the practice of infection control. This article was authored by Westin Branch Elemen, Alexander J. Sunderman, Jenna Wiens, and others.