This article constitutes a review of magagement science, operations research, and statistics as they arise in the study of data arising from the world of soccer/football. The data may have been collected during a game, may be summaries after games, or after a season, or after a tournament, or over many years. The main sections of the article include Data Collection and Descriptive Analyses, Stochastic Modeling (with subsections Between Game Modeling and Within Game Modeling), Ranking, Tournaments and Scheduling, Game Theory, and Economics and Management. The reference list contains 167 books and articles. The analytic study of the field has reached maturity following the contributions of many individuals and institutions.