Background: Training programs are essential for optimizing physical fitness parameters crucial for sports performance. This study compares the effects of neuromuscular training (NMT) versus motor coordination training (MCT) on physical fitness measures in male collegiate badminton players. Aim and Objective of study: The aim of this study was to find out the best method among the neuromuscular training and motor coordination training among collegiate badminton players to enhance the physical fitness factors by finding the impact on them.  Methods: A total of 24 male collegiate badminton players aged 16-25 years were randomly assigned to either the NMT group (n = 12) or MCT group (n = 12). The intervention lasted 8 weeks, with training conducted three times per week. The NMT program focused on muscle strengthening and dynamic stability exercises. The MCT program emphasized hand-eye coordination, footwork patterns, reaction time exercises, and spatial awareness drills. Outcome measures included Vertical Jump, 30m Sprint Test, and Agility (T-Test). Results: Significant group-by-time interactions were found for the 30m sprint test (p < 0.001, d = 2.3), vertical jump (p < 0.001, d = 1.9), and agility test (p = 0.015, d = 1.2). Post-hoc analysis indicated greater improvements in the NMT group in vertical jump height and sprint performance, while the MCT group showed more improvements in agility. Conclusion: Both training methods were effective, but NMT led to superior gains in power and speed, whereas MCT was beneficial for agility-based performance. Abbreviation: Neuromuscular Training (NMT), Motor Coordination Training (MCT)