📖 Moneyball v2.1 Model Guide

MLB Home Run & Predictive AI Model Guide

Complete technical reference to calculations, Statcast aerodynamic physics, Golden Standard trifecta, badges, trending props, game simulations, and Kalshi prediction markets.

🧠 1. How Does Moneyball Work?

Moneyball v2.1 is an AI + Physics Ensemble Model engineered to project daily MLB Home Run probabilities. It synthesizes 18 Statcast batted-ball metrics, real-time stadium microclimate aerodynamics, pitcher pitch-family vulnerability, career Batter-vs-Pitcher (BvP) logs, and 21-day rolling Hitter Form Index (HFI) momentum into a unified predictive board.

👑 2. The Golden Standard (Trifecta Rating)

👑 The 3 Core Pillars of High-Conviction HRs Model Super-Boost

Backtested on multi-season Statcast data, the highest-conviction home run environment occurs when all three historical physical pillars align:

  • Vulnerable Pitcher (85.7% Historical Link): Pitcher HR/9 ≥1.2, xSLG ≥.460, or high Blowup score.
  • Arsenal Damage Matchup (78.6% Historical Link): Batter has Damage Usage ≥48% against pitcher's primary pitch mix.
  • Pull-Side Tailwind (67.9% Historical Link): Real-time wind blowing out ≥+3.0 mph toward batter's pull field (LF for RHB, RF for LHB).

📊 3. Player Card Results Bar Explained

FS (FullStack Score 0–100)

The master slate ranking. Blends SimHR% (22%), Edge vs Market (18%), PowerStack (17%), Pitcher Vulnerability (14%), Pitch Matchup (10%), Hard-Hit % (8%), SwingPath (6%), and Form (5%).

SimHR% (Simulated Probability)

True physical probability of homering tonight. Derived from exit velocity, launch angles, pitcher vulnerability, park factors, and microclimate wind vectors.

Env Δ (Environment Delta)

Net percentage added or subtracted from the hitter's baseline HR rate purely due to tonight's temperature, elevation, humidity, and wind aerodynamics.

MCSim% (10,000-Trial Monte Carlo Sim)

Standalone 10,000-game Monte Carlo simulation simulating individual at-bats: PA1 vs fresh starter, PA2 settled starter, PA3 fatigued starter (TTO3), and PA4/5 bullpen arms. Generates exact simulated HR rate and 0–100% signal bar.

P.ADJ (Handedness Park Factor)

Park HR factor tailored specifically to the batter's handedness (LHB vs RHB). Values ≥1.10x indicate elite short-porch boosting environments.

Divergence & PropFilter

Divergence: Mathematical betting edge vs sportsbook lines. PropFilter: Clearance across 4 Statcast hurdles (Barrel ≥10%, HH ≥32%, ISO ≥.200, Park ≥+5%).

Recent HR (5-Game Timeline)

5-game visual history with glowing red dots (🔴) for HRs and dark dots (⚫) for non-HR games to identify rhythm tendencies.

Pitch Mix (Arsenal Damage Table)

Pitcher's Fastball (FB), Breaking (BR), and Offspeed (OS) usage percentages alongside batter's expected slugging (xSLG) and rating (CRUSH, EDGE, OK, WEAK).

💨 Weather & Compass Dial

Real-time stadium wind velocity, temperature, and 360° rotating compass dial showing pull-field wind impact (e.g. +4.5 out 1B/RF).

🎯 4. Model Tiers Guide

Tier 1 (Elite Plays) — FullStack ≥76 & SimHR ≥45%. Prime physics, elite matchup, and high market divergence. Capped at Top 12 plays per slate.
Tier 2 (Strong Plays) — FullStack ≥66. Excellent power profile and favorable pitcher/park matchups.
Tier 3 (Solid Contenders) — FullStack ≥56. Above-average baseline plays with targetable upside.
Tier 4 (Value Plays) — FullStack ≥42. Secondary slate targets with specific matchup triggers.
Tier 5 (Speculative / Low HR) — FullStack <42. Lower confidence or heavy pitcher/park suppression.

🏷️ 5. Badges & Triggers Glossary

👑 GoldenHigh-conviction Trifecta active (Pitcher Vuln + High DMG + Pull Wind).
⚡ WokeBreakout trigger — starting hot streak after cold stretch (Pattern 00001).
🔁 DueAlternating rhythm pattern ending on 0 (e.g. 01010), due to homer today.
🔥 StreakActive multi-game home run streak (e.g. 00111).
❄️ CooledHit multiple HRs recently but cooled over the last 2 games.
🧊 Slump (X G)Extended drought tracker (≥12 games without a home run).
⚡ (Name Icon)Power Baseline Verified — EV90 ≥ 94.0 mph or Bat Speed ≥ 74.0 mph.
📈 EV90 Surge90th percentile exit velocity surged +1.5+ mph over the last 3 games.
💥 BlowupPitcher has high recent vulnerability (HR/9 >1.5, xSLG >.500, xERA >4.0).
🔥 Pen / Pen QBullpen fatigue & handedness quality vulnerability vs hitter's side.
💨 AfterPartyHigh-EV batter (EV90 ≥94 mph) whose power is amplified by a tailwind.
🎭 Shadow StealBatting directly ahead of a feared slugger, receiving fastballs in zone.
🎯 LHB/RHB VulnPitcher allows extreme HR/9 split to batter's handedness (ratio >1.5x).

🛠️ 6. Interactive Controls & Analysis Popups

🔥 7. Trending Props & Hit Rates Guide

The Trending Props Engine automatically scans verified MLB game logs across every starting batter on today's slate to uncover high-probability betting trends, active hit streaks, and consistency metrics.

9 Prop Categories

Covers Hits (0.5+, 1.5+), H+R+RBI (1.5+, 2.5+), Total Bases (1.5+, 2.5+), Home Runs (0.5+), Singles (0.5+, 1.5+), Extra Base Hits, Runs, RBIs, and Stolen Bases.

Hit Rate Timeframes

Toggle between L10 (primary momentum), L5 (recent form), L20 (stability), and 2026 Season baseline, plus Home/Away and H2H splits.

FS Score & FullStack Sort

Cards feature the player's HR model FullStack score (FS). Click ⇅ Sort by FullStack to instantly prioritize top model conviction plays.

🎯 Vulnerable Pitchers

The 🎯 target emoji spotlights opposing pitchers with high HR/9 (≥1.15) or blowup risk, indicating favorable power & contact conditions.

⚾ 8. MLB Game ML, Run Line & Totals Guide

The MLB Game Simulation Engine runs 10,000 Poisson Monte Carlo iterations per matchup on today's slate, projecting final scores, Moneyline win probabilities, Run Line coverage (+/- 1.5), and Over/Under run totals.

💎 10,000-Trial Inning Sim

Simulates Starter (Innings 1–5), Transition (Inning 6), Bullpen (Innings 7–8), and realistic 9th-inning home walk-off / lead truncation mechanics.

Platoon Split Matching

Lineup offensive expectations are dynamically adjusted against starter handedness (vs LHP / vs RHP) using official team split win rates.

Vegas ATS & O/U Ledger

Cross-references 30-team Against The Spread (RL) cover rates, Net Unit ROI, and Over/Under tendencies from VegasInsider.

Starred Conviction Edges

Categorizes bets by mathematical divergence: ⭐⭐⭐ 3-Star Best Bet (Edge ≥7.5%), ⭐⭐ 2-Star Value (Edge ≥4.0%), ⭐ 1-Star Lean (Edge ≥1.5%).

🏛️ 9. Kalshi Prediction Market Integration

Moneyball v2.1 features full, real-time integration with Kalshi CFTC-regulated prediction markets across both individual player home run props (KXMLBHR) and game-level moneyline winner markets (KXMLBGAME).

🏛️ Player HR Props (KXMLBHR)

Live orderbook tracking for 1+ HR contracts. Displays Kalshi implied probability percentage (e.g. 🏛️Kalshi 21.0%), YES Ask / YES Bid pricing (e.g. 21¢ / 19¢), contract ticker, and Model Edge % (e.g. ⚡+217%) comparing Moneyball's SimHR% against Kalshi orderbook consensus.

⚾ Game Moneyline Winner (KXMLBGAME)

Real-time team win probability integration on game matchup scoreboards. Ingests orderbook YES/NO pricing for team win contracts, displaying market implied win % alongside Moneyball's 10,000-trial Poisson simulation win probability and model edge pillboxes.

📊 Real-Time Orderbook Implied Probabilities

Direct contract pricing-to-probability mapping (1¢ = 1.0% implied probability). Evaluates spread tightness (Ask vs. Bid) and computes true model expected value (+EV) against pure peer-to-peer liquidity.

🎲 Custom Recalculation Preservation

When you enter custom sportsbook odds (e.g. +350) in the live odds box, Moneyball recalculates sportsbook edge while automatically preserving live Kalshi market benchmarks and edge ratios.

📊 10. Granular ESPN Splits & Situational Awareness

The model ingests comprehensive ESPN Situational Split Tables for both batters and pitchers, fusing situational context directly with high-frequency Statcast physics:

Platoon Splits (vs. LHP / vs. RHP)

Ingests batter BA, OBP, SLG, OPS, and AB/HR against opposing pitcher handedness, weighted alongside pitcher splits allowed against LHB/RHB.

Venue & Time Splits

Applies Home vs. Away and Day vs. Night splits to calibrate baseline offensive run expectations and environmental deltas.

Count & Leverage Modeling

Evaluates slugging in hitter-friendly counts (0-0, 1-0, 2-0, 3-1) vs. two-strike defense (0-2, 1-2, 2-2) paired with base-state leverage (Bases Empty vs. RISP).

Rolling Form Windows

Multi-timeframe form trajectory analyzing Last 7, 15, and 30 Days alongside monthly split progression to detect hot surges and cooling trends.

🎲 11. MCSimHR% 10,000-Trial Plate-Appearance Simulation

The MCSimHR% Engine simulates 10,000 physical plate appearances per batter for every matchup on the slate, establishing an empirical Monte Carlo baseline alongside the analytical physics model.

Physical Trajectory Modeling

Each trial samples exit velocity (EV), launch angle (LA), bat speed, and aerodynamic drag coefficients based on stadium barometric elevation and temperature.

Pitcher & Arsenal Integration

Samples opposing pitcher pitch distribution (Fastball, Breaking, Offspeed), zone location tendencies, and TTO3 vulnerability to simulate true contact rates.

SimHR% vs. MCSimHR% Blending

Fuses continuous analytical physics (SimHR%) with discrete Monte Carlo simulation (MCSimHR%) to eliminate statistical variance and lock in true probability.

Dynamic Market Edge

Compares the combined simulated home run probability against live sportsbook odds to output accurate expected value (+EV) and divergence ratings.

📱 12. Device Compatibility & Universal Access

The Moneyball v2.1 application is built as a high-performance, responsive progressive web application (PWA) with zero installation required. It dynamically scales and adapts across all modern devices and operating systems:

📱 Smartphones & Mobile

Fully optimized for iOS (iPhone Safari) and Android (Chrome, Samsung Internet). Features touch-friendly game tabs, compact card folding, quick odds overrides, and swipeable tables.

💻 Desktops & Laptops

Engineered for macOS, Windows, and Linux across Chrome, Safari, Edge, Firefox, and Brave. Unlocks expansive multi-column grid layouts, full Statcast metrics, and dense live betting boards.

📟 Tablets & iPads

Seamlessly adapts to iPads, Android tablets, and Surface Pros in both portrait and landscape orientations with responsive split-screen betting and chart drawers.

🌐 Whop Ecosystem & Webviews

Native integration inside the Whop iOS & Android apps, Whop Hub dashboard, iframe embedded containers, and standalone browser sessions with instant real-time data sync.

🤝 OFFICIAL MODEL PARTNERS

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