Scientific physical training management is vital to improve the police’s practical literacy and law enforcement capabilities, and it is also crucial in making the police force move towards formalization and professionalism. Good physical fitness is an essential foundation for the police to perform tasks and an important way to improve and apply police techniques and tactics. As the management of police physical training is a complex process, it is a qualitative concept with “fuzziness”, and it is impossible to accurately and ideally describe its content quantitatively only by classical and random mathematics. To carry out scientific quantitative analysis and objective evaluation of its advantages and disadvantages and to promote the development of police physical training and comprehensively improve the level of police physical fitness. This paper studies the application effect of four kinds of Fuzzy (Fuzzy mathematics) calculation methods in the management evaluation of police physical training by combining the fuzzy formula method with a questionnaire survey. The study results show that using four Fuzzy (fuzzy mathematics) scoring methods can determine the quality level of any police physical training management and rank the comprehensive scores from high too low to distinguish the ranking order clearly. The four Fuzzy (fuzzy mathematics) scoring methods are both scientific and reasonable. (reliability), and is simple and easy to implement (validity). Especially in sports research, quantitative evaluation of people or things in a “fuzzy state” is worthy of praise for development and application. Finally, we concluded that the four Fuzzy (fuzzy mathematics) calculation methods have good feasibility and operability.