Sandlot Picks Analytics

Smart analytics for smarter picks

📰 Featured Article

Latest from Sandlot Insider

Yankee Stadium under the lights with a tactical blueprint overlay
MLBNew York YankeesOffseason

Blueprint to the Bronx (2025 → 2026): Four Offseason Pillars That Turn the Yankees Into Real Contenders

The 2025 Yankees didn’t fall short because they lacked star power; they fell short because the offense vanished in October from key spots (including Anthony Volpe, Trent Grisham, and Jazz Chisholm) an...

Sandlot Picks TeamNov 20, 20255 min read
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What is Sandlot Picks Analytics?

Sandlot Picks Analytics is a machine learning-powered application designed to predict baseball player performance metrics. By leveraging historical data, rolling metrics, and advanced ML models, we provide data-driven insights for player props and matchups.

☄️Batter Props

  • Total Bases: Predicts total bases achieved in a game
  • RBIs: Forecasts runs batted in
  • Hits: Predicts number of hits
  • Home Runs: Calculates home run probability

⚾Pitcher Props

  • Strikeouts: Predicts K count per game
  • Earned Runs: Forecasts runs allowed
  • Pitcher Outs: Predicts total outs recorded
  • Opponent Analysis: Factors in WHIP, OPS, and matchup stats

🤖ML Engine

  • Rolling Metrics: 3-game averages and trends
  • Season Stats: BA, SLG%, OPS, and more
  • Advanced Models: Random Forest & XGBoost algorithms
  • Performance Metrics: RMSE and R² model evaluation

📊Edge Detection

  • Opponent-Specific: Team pitching/batting stats
  • Probable Pitcher: Matchup-based predictions
  • Strikeout Rates: Batter vs pitcher tendencies
  • Dynamic Features: Real-time matchup analysis

Features

Data-driven tools for smarter MLB prop picks

💬

Discord Server

Join our Discord server for comprehensive MLB insights

  • Daily MLB news and updates sourced directly from the league
  • Complete MLB schedule with game times and matchups
  • MLB trends tracking: streaks, milestones and more
  • ML-powered predictions channel with daily prop picks for MLB Season
  • Sports betting 101 education and strategy discussions
Discord Server
📈

Advanced Charts

Visualize your picks with detailed analytics and trends

  • Rolling averages: 7-game, 14-game, 30-game windows
  • Split performance: 1st half, 2nd half (post-ASG), full season
  • Model performance graphs for player props (query and display)
  • Team vs team matchup comparison visualizations
  • Pitcher vs lineup historical performance charts
🎯

Pick Analysis

Deep dive into performance metrics and insights

  • Feature importance breakdown for each prediction
  • Opponent-specific edge detection
  • Recent form vs season average comparisons
  • Ballpark factors and weather impact analysis
  • Confidence scores and prediction ranges
🤖

ML-Powered Engine

State-of-the-art machine learning models

  • Random Forest and XGBoost ensemble models
  • Continuous model retraining with latest data
  • RMSE and R² performance validation
  • Feature engineering with 50+ player metrics
  • Cross-validation for robust predictions
⚡

Real-Time Updates

Stay ahead with live data integration

  • Automatic lineup and injury updates
  • Live probable pitcher changes
  • Weather and ballpark condition monitoring
  • Preseason futures tracking (200 hits, 40 HRs, etc.)
  • API integration with MLB data sources
📊

Historical Database

Access years of baseball performance data

  • Complete player career statistics
  • Matchup history and head-to-head records
  • Ballpark-specific performance data
  • Season trends and hot/cold streak tracking
  • Comprehensive prop bet result history