The book "Computational Metrics for Soccer Analysis" offers a comprehensive analysis of the application of computer-based tactical metrics to enhance sports analysis, particularly through the use of Global Positioning System (GPS) data in soccer. It provides both practical perspectives on collective behavior analysis and an introduction to the available computer-based metrics that enable readers to identify collective behavior and game patterns in team sports. The metrics are based on bi-dimensional geo-referenced information derived from GPS or video tracking systems, delivering qualitative and quantitative insights into players' tactical behavior as well as their interactions with teammates and opponents. The book includes exercises, experimental cases, and algorithms that help readers understand the calculation of these metrics and presents the fundamental analytical tools required to perform these calculations. The scripts for calculating the metrics are written in Python, making the book a valuable resource for professional analysts as well as students and researchers in the field of sports analysis who wish to optimize the use of GPS trackers in soccer.