Baseball AI Workbench

What-If Analysis (Agentic Analysis)

Select or Search any MLB Batter to perform what-if analysis:
Mike Trout -   (Years Played: 15, Last Season Played: 2025)
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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
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.

Select agents and click Run Agentic Analysis to research the selected player’s actual career statistics
Agentic Research & Analysis with Artificial Intelligence
Selected Agents:
...
Run Agentic Analysis
Baseball Statistician
An AI agent that evaluates the supplied batting statistics, separates quantitative evidence from uncertainty, and identifies missing metrics without inventing them.
Machine Learning Expert
An AI agent that harnesses multiple expert machine learning models to dissect and predict baseball player performance. It ingests historical statistics for Machine Learning analysis, and outputs clear probabilistic forecasts. No scouting reports or narrative opinions, just rigorous, ML‑driven insights.
Baseball Encyclopedia
An AI agent that researches professional Hall of Fame commentary, documented voter opinions, areas of agreement and disagreement, and narrative barriers. It assesses the strength and uncertainty of that evidence without duplicating statistical or machine-learning analysis.

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
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.

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