Through literature review, experimental analysis, questionnaire survey, and other research methods, this study analyzes the current situation of data-driven training in police physical education. By using data-driven technology to evaluate physical training, it provides scientific theoretical guidance and technical support for improving the quality of police physical education and training. The data-driven equipment, data-driven concept, and quantitative thinking are used to analyze and practice the police physical education and training. Combined with the training results, data-driven analysis is formed to achieve data-driven training mode. This can make the teaching and training more scientific, the training organization more efficient, and the training evaluation more accurate.