Team chemistry represents the intangible interconnection among players that extends beyond individual talent, promoting collaboration, trust, and synergy within competitive environments. To evaluate team chemistry in a practical context, this study employs a mixed-methods approach, integrating both qualitative and quantitative metrics. Qualitative measures include player familiarity, prior shared experiences, and the quality of interpersonal relationships among team members. Quantitatively, performance indicators such as assist-to-turnover ratios, win shares, and plus-minus ratings are analyzed to assess the influence of team chemistry on overall performance. This comprehensive framework aims to elucidate the complex dynamics of team interactions and their implications for athletic success.