What-If Analysis (Multiple Machine Learning Models)Select or Search any MLB Batter to perform what-if analysis: Mike Trout - (Years Played: 15, Last Season Played: 2025) ✕ Two machine learning models estimate both presence on the Hall of Fame ballot and Hall of Fame induction probabilities from actual career statistics Static Prediction - Based on player's actual career statistics Seasons Played: 1 30 Hall of Fame Ballot Probability - 99.63 % Mike Trout Seasons Played15 Total Bases3401 HR404 Total Player Awards50 ... 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 on Hall Of Fame Ballot and probability of 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 Ballot Probability - 99.63 % Mike Trout Seasons Played15 Total Bases3401 HR404 Total Player Awards50 ... 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.