Sports in all its forms, from Major League Baseball to Fantasy Football is driven by and produces huge amounts of data, and advanced data mining and machine learning techniques are now having a major impact on sports data analytics. A fascinating collection of research and perspective articles on the design, development, and evaluation of methods and their use in sports analytics, both on the business side and in game strategy is published in a special issue of Big Data.