The primary aim of the IHI innovation project described in this report was to assess the use of predictive analytics, specifically machine learning, to improve patient safety through emerging and existing approaches to predict risk, such as technologies and decision support tools. Specific attention was given to how predictive analytics and machine learning can assist in monitoring patient deterioration in the home setting for adults ages 18 and older.