What-If Analysis (Single Machine Learning Model)Select or Search any MLB Batter to perform what-if analysis: Mike Trout - (Years Played: 15, Last Season Played: 2025) ✕ One machine learning model estimates Hall of Fame induction probability from actual career statistics Static Prediction - Based on player's actual career statistics Seasons Played: 1 30 Hall of Fame Induction Probability - 96.36 % Mike Trout Seasons Played15 Total Bases3401 HR404 Total Player Awards50 ... Notes: Single prediction of probability of the player being Inducted to Hall Of Fame. Slide Seasons Played to project career totals from yearly averages and update the induction probability (decision threshold) Dynamic Prediction - Based on player's yearly pro-rated career statistics Seasons Played: 1 30 Hall of Fame Induction Probability - 96.36 % Mike Trout Seasons Played15 Total Bases3401 HR404 Total Player Awards50 ... Notes: What-If prediction based on above selected player's single season averages multiplied the slider value of seasons played.