MoneyballNFL Model FAQ

Model Guide & FAQ

🧠 1. How Does Moneyball NFL Work?

Moneyball NFL is an AI + Situational Simulation Ensemble engineered to project daily Anytime Touchdown (ATD) probabilities and high-conviction betting edges. It continuously evaluates red-zone share inside the 20, 10, and 5-yard lines, opposing defensive touchdown vulnerability by position (DVP), explosive play rates, offensive pace, Vegas implied team totals, and rolling player form into a unified predictive board.

👑 2. The Golden Standard (TD Trifecta Rating)

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

Backtested on multi-season NFL play-by-play data, the highest-conviction touchdown scoring environment occurs when all three situational pillars align:

  • High Red Zone & Goal-Line Opportunity: Player commands commanding red-zone share (≥28% target or carry share inside the 20-yard line, or locked-in touches inside the 5).
  • Vulnerable Opposing Defense (DVP Matchup): Opposing defense ranks bottom-tier in touchdown allowance rate to the player's specific position (Bottom 10 in league DVP).
  • High Offensive Environment & Game Pace: Game features a high Vegas implied team total (≥24.5 projected points) in a fast-paced or favorable game script matchup.

📊 3. Player Card Results Bar Explained

FS (FullStack Score 0–100)

The master slate ranking. Synthesizes simulated touchdown probability, market edge vs sportsbook odds, red-zone touch volume, defensive matchup rating, explosive ability, and recent player form.

SimTD% (Simulated Probability)

True calculated probability of scoring at least one touchdown in today's game. Derived from drive-level Monte Carlo simulations, red-zone conversion efficiency, and projected team trips to the red zone.

Market Edge & Divergence

The mathematical value gap between Moneyball's simulated true probability and the sportsbook's implied break-even odds. Positive divergence highlights profitable betting value.

MCSim% (10,000-Trial Drive Sim)

Standalone 10,000-iteration game simulation allocating individual possessions, red zone trips, goal-line attempts, and explosive breakaway touchdowns to produce exact empirical touchdown distributions.

RZ & Goal-Line Share (RZ5 / RZ10 / RZ20)

Tracks player opportunity concentration inside the opponent's 20-yard line, 10-yard line, and high-value 5-yard line touches where touchdown conversion rates spike dramatically.

DVP Matchup Grade

Opposing Defense vs. Position grade (A+ to F). Evaluates how many touchdowns and receiving/rushing yards the opposing defense surrenders to WRs, RBs, or TEs compared to league average.

Recent TD (5-Game Timeline)

5-game visual history with glowing green/red dots (🟢/🔴) for touchdowns and dark dots (⚫) for scoreless games to identify momentum, rhythm, and bounce-back opportunities.

Implied Team Total & Game Script

Integrates Vegas projected team points, spread favorites/underdogs, and pass/run play-calling expectations when leading vs trailing.

🎯 4. Model Tiers Guide

Every player on the slate is categorized into confidence tiers based on composite FullStack scores and simulated scoring probabilities:

Tier 1
Elite Smash Plays (FS ≥ 76 & High Conviction) — Prime goal-line volume, top-tier red zone share, and elite matchup environment with significant bookmaker value.
Tier 2
Strong Starters (FS ≥ 66) — Consistent workhorses with strong target/carry floors and favorable offensive game environments.
Tier 3
Solid Contenders (FS ≥ 56) — Above-average baseline plays with strong touchdown upside in competitive matchups.
Tier 4
Value & Red Zone Specialists (FS ≥ 42) — Rotational red zone targets, goal-line backs, or boom/bust deep threats offering attractive plus-money odds.
Tier 5
Speculative / Longshots (FS < 42) — Lower probability dart throws facing tough defensive matchups or low snap counts.

🏷️ 5. Badges & Triggers Glossary

👑 GoldenHigh-conviction Trifecta active (High RZ Share + Weak Opposing DVP + High Team Total).
⚡ WokeBreakout trigger — player finding their groove after a cold streak (Pattern 00001).
🔁 DueAlternating scoring pattern ending on 0 (e.g. 10100), poised for a bounce-back touchdown.
🔥 StreakActive multi-game touchdown scoring streak (e.g. 00111).
❄️ CooledScored in multiple games recently but held scoreless over the last two outings.
🧊 SlumpExtended touchdown drought tracker, identifying players overdue based on expected opportunities.
🎯 Alpha TargetCommands dominant team target share (≥25%) and primary first-read progression.
🐂 Goal-Line MonsterDominates carries inside the 5-yard line with elite short-yardage conversion rate.
🚨 Red Zone BeastTop red-zone target or rushing option commanding ≥30% of team red zone opportunities.
💨 Explosive PlayHigh breakaway touchdown potential with elite yards-after-catch (YAC) or 20+ yard play rate.
💥 DVP SmashFacing an opposing defense ranked in the bottom 5 against the player's position.
🐶 Value DogSubstantial plus-money odds divergence where model probability outpaces sportsbook pricing.

🛠️ 6. Interactive Controls & Live Recalculation

🔥 7. Trending Props & Hit Rates Guide

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

Diverse Prop Markets

Covers Passing Yards, Passing Touchdowns, Completions, Rushing Yards, Rush Attempts, Receiving Yards, Receptions, and Anytime Touchdowns across multiple betting thresholds.

Hit Rate Timeframes

Analyze consistency across L5 (recent momentum), L10 (medium-term form), Season Baseline, plus dedicated Home/Away and Head-to-Head opponent splits.

FullStack Score Integration

Every trending card displays the player's core FullStack score. Sort by model conviction to instantly surface the highest-rated trend plays on the slate.

🎯 Vulnerable Matchup Indicators

Matchup badges highlight opposing defenses with poor defensive rankings against specific yardage and reception props.

🏆 8. NFL Game ML, Spread & Totals Simulation Guide

The NFL Game Simulation Engine executes 10,000 Monte Carlo drive-level iterations per matchup on the slate, projecting final scores, Moneyline win probabilities, Against The Spread (ATS) cover rates, and Over/Under game totals.

💎 10,000-Trial Drive Simulation

Simulates drive-by-drive offensive possessions, third-down success rates, red-zone touchdowns vs field goals, turnover regression, and fourth-quarter clock management.

Efficiency & EPA Modeling

Evaluates passing and rushing Expected Points Added (EPA/play), success rate metrics, offensive line pass-protection vs defensive pressure rates, and explosive play frequency.

Weather & Stadium Factors

Calibrates scoring and passing efficiency adjustments for high winds (≥15 mph), extreme cold, precipitation, and dome vs outdoor stadium environments.

Starred Conviction Edges

Categorizes bets by mathematical edge vs market lines: ⭐⭐⭐ 3-Star Best Bet (High Edge), ⭐⭐ 2-Star Value (Solid Edge), ⭐ 1-Star Lean.

📊 9. Yahoo Sports & Action Network Public Betting Splits Guide

The Public Betting Splits Engine concurrently ingests verified live consensus betting splits directly from Yahoo Sports & Action Network across every matchup on the active slate. It tracks how both retail bettors and high-stakes syndicates are allocating capital across Spreads, Over/Under Totals, and Moneylines.

🎟️ % of Bets (Ticket Count)

The percentage of individual betting tickets placed by the general public. Heavily reflects recreational sentiment, brand recognition, and casual fan betting volume.

💵 % of Money (Handle)

The percentage of actual dollar volume wagered across sportsbooks. Heavy handle placed on low ticket counts signals institutional syndicate and high-roller backing.

🎯 Sharp Money Flow (🎯 SHARP (+X%))

Automatically triggers when % of Money - % of Bets ≥ +10.0%. Identifies smart money moving the market with outsized financial leverage.

👥 Fade The Public Indicators

Flags games where casual public tickets are lopsided (≥65%–70%) on popular favorites or overs, artificially inflating prices and opening high mathematical edge on the opposite side.

🧠 10. Pro-Tip Playbook: Public % vs. Sharp Money vs. The Model & Live Injuries

How to combine mathematical model projections with real-time public betting splits and live injury wire reports to maximize long-term Expected Value (+EV):

Public % Differing from Model

Casual bettors naturally overbet favorites, overs, and hyped teams. When the public heavily bets one side but the model favors the opposite, the model is capitalizing on artificially inflated sportsbook lines to secure positive expected value (+EV).

Sharp Money Differing from Model

Sharps win at ~55%–57% long-term. When high-dollar handle diverges against a baseline model pick, it usually signals information asymmetry (e.g. key offensive tackle or cornerback injury, weather nuance, or early line steam).

💡 The Golden Rule: How Injuries & Lineups Impact the Models

Player Props & TD Model (/ & /trending): Ingests the Sleeper NFL official injury wire in real time. Players marked Out or on IR are automatically benched, and red-zone touch volume is dynamically redistributed to the active depth chart starters.
NFL Game ML Model (/game_ml): Runs 10,000 Monte Carlo drive simulations based on team-level Net EPA, pace, weather, and home-field factors. It assumes full-strength baseline team efficiency unless the market line shifts.
🎯 The Pro-Tip (Sharp Money as your Injury Radar): Syndicates move millions within minutes of Friday practice reports or Sunday inactives. When you see strong Sharp Handle divergence on a game where the model likes the underdog, do a quick 30-second check on the team's latest injury report before placing your wager!

📋 The 3-Tier Betting Action Matrix

Scenario Model Pick Sharp Handle Public Tickets Recommended Action
👑 3-Way Synergy Edge on Team A Heavy Handle on Team A Heavy Tickets on Team B MAX BET / TOP CONVICTION
👥 Classic Public Fade Edge on Underdog Neutral / Moderate 70%+ on Favorite HIGH VALUE (+EV FADE)
⚔️ Model vs Sharp Clash Edge on Underdog Heavy Handle on Favorite 50% / 50% CHECK INJURY WIRE / 0.5U

🎓 11. College Football (CFB) Game Simulation Guide

The College Football Simulation Engine is tailored specifically to college football dynamics, simulating 137 FBS teams across all weekly matchups:

SP+ & Advanced Efficiency Ratings

Ingests verified SP+ predictive ratings, adjusted tempo, offensive explosive play potential, and per-possession scoring efficiency across FBS teams.

Talent & Depth Disparities

Accounts for roster talent differentials, depth chart advantages, home-field atmosphere factors, and conference travel dynamics.

Spread & Totals Modeling

Projects game spreads, moneyline winners, and high-variance college totals through 10,000 Poisson-distributed scoring drive iterations.

Weekly Slate Filtering

Filter CFB matchups by conference, top-ranked Top 25 clashes, or high-conviction starred betting edges.

📊 12. Granular Situational Awareness & Defensive Splits

The model synthesizes rich situational football context directly with player opportunity metrics:

Red Zone & Goal-to-Go Personnel

Analyzes player usage specifically in heavy 12/21 personnel packages near the goal line vs 11 personnel spread passing looks in open field.

Defensive Coverage Schemes

Evaluates receiver success against Man vs Zone coverage schemes paired with opposing cornerback/safety matchup grades.

Third-Down & Two-Minute Target Priority

Evaluates high-leverage target share in crucial third-down conversions, two-minute drills, and hurry-up offensive sequences.

Target Vacancy & Injury Reallocation

When key offensive starters are ruled out, target and carry opportunities are dynamically redistributed across remaining skill players.

🎲 13. 10,000-Trial Drive Monte Carlo Simulation

The Monte Carlo Drive Simulation Engine simulates 10,000 individual games per matchup to establish an empirical distribution of scoring events alongside analytical player usage rates.

Drive Progression Modeling

Each trial simulates drive starts, yardage progression, first down conversions, and red zone penetrations based on team offensive pace and opponent defensive resistance.

Individual Opportunity Sampling

Touchdown scoring plays are distributed based on red zone target share, goal-line rushing share, and individual explosive play probabilities.

SimTD% Empirical Synthesis

Fuses continuous analytical projections with discrete Monte Carlo outcomes to eliminate variance and establish true scoring probabilities.

Dynamic Market Value Calculation

Compares the final simulated probability against live sportsbook odds to compute true expected value (+EV) and actionable market edges.

📱 14. Device Compatibility & Universal Access

Moneyball NFL is built as a high-performance progressive web application (PWA) with zero installation required, adapting across all modern devices and screen sizes:

📱 Smartphones & Mobile

Optimized for iOS (iPhone Safari) and Android (Chrome) with touch-friendly game tabs, compact card views, and real-time odds recalculation.

💻 Desktops & Laptops

Engineered for macOS, Windows, and Linux across all modern browsers with expansive multi-column grids and dense live betting boards.

📟 Tablets & iPads

Seamlessly adapts to iPads and Android tablets in portrait and landscape orientations with responsive split views.

🌐 Whop Ecosystem & Webviews

Native integration inside the Whop apps, dashboard webviews, and standalone browser sessions with instant live data sync.

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