CHALK LINE LABS
MLB Prediction Dashboard
Statistical and machine-learning models for MLB game outcomes, individual hitter performance, and pitcher projections — powered by the MLB StatsAPI, updated daily.
11
Prediction Models
3
Categories
MLB
Data Source
Daily
Updates
Browse by Category
Win Probability
Game Predictions
Five models predicting today's MLB game outcomes. Log5, Research-Based, XGBoost, Random Forest, and Composite ensemble.
Model Ensemble PerformanceView →
Batter Performance
Hitter Predictions
Five models projecting hit probability, home run likelihood, and Spotlight hitters for everyone in today's lineups.
Model Accuracy (Last 30 Days)View →
Pitcher Performance
Pitcher Predictions
Projected strikeout totals for every starting pitcher on today's slate. Strikeout model performance insights.
Strikeout Model PerformanceView →
Overall Model Performance
Accuracy across all models (Last 30 Days)66.1%
↑ 4.3% vs. previous 30 days
Data Sources
MLB StatsAPILive Data
GitHub ActionsAutomation
Daily Refresh10:00 AM ET
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