Predictions Analytics Engine

Win Probability Modeling • Betting Line Analysis • Model Performance Tracking

Predictive Analytics Platform

Comprehensive machine learning system for real-time win probability calculations, betting line analysis with value opportunity detection, and rigorous model performance tracking with calibration analysis. Powered by neural networks, Elo ratings, and statistical modeling across MLB, NFL, NBA, and NCAA sports.

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Win Probability

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Real-time win probability calculations with trend analysis, confidence intervals, and key moment identification using game state and team strength models.

  • Live game state modeling
  • Probability trend over game
  • Sport-specific factors (down, possession, inning)
  • Confidence intervals & error bounds
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Betting Lines

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Analyzes betting lines (moneyline, spread, totals) for value opportunities by comparing model predictions against market odds with Kelly Criterion sizing.

  • Model vs market comparison
  • Edge calculation & Kelly sizing
  • Line movement tracking
  • Closing line value (CLV) analysis
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Model Accuracy

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Rigorous model performance tracking with calibration analysis, accuracy metrics, trend visualization, and cross-sport comparison dashboards.

  • Calibration curve analysis
  • Brier score & log loss metrics
  • Accuracy trends over time
  • Multi-sport performance comparison

Live Prediction Interface

Test prediction APIs with real game data or demo scenarios. Select a module below to begin generating predictions and analyzing results.

Request Parameters
Prediction Results
Select a module and click "Generate Prediction" to see results

System Performance Metrics

Real-time monitoring of prediction system performance and accuracy across all modules.

Overall Accuracy
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Tracking since 2025
Predictions Made
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All sports combined
Brier Score
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Lower is better
Calibration
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Well-calibrated models