In the realm of strategic decision making, accurately predicting direct wins presents a significant challenge. Historically, success hinged on intuition and experience. However, the direct win prediction advent of data science has revolutionized this landscape, empowering organizations to leverage predictive analytics for enhanced accuracy. By exam