HOW FANSTRAND
READS THE GAME.
Methodology updated August 14, 2026
In plain English
Fanstrand organizes published sports data into three useful answers: what is happening, why a matchup matters, and how a player or team compares with relevant peers. It shows its inputs and limitations, labels delayed data, and never treats an estimate as an official league result or betting recommendation.
Jump to: Fan Stakes · Matchup Intelligence · Fanstrand Index · Team outlooks · Sources · Refresh timing
Fan Stakes: game significance, not betting odds
Fan Stakes is Fanstrand’s relative measure of how much a matchup matters in its current sports context. It is not a win probability, betting line, sportsbook rating, financial product, or recommendation to wager. A higher score means the game carries more standings, rivalry, ranking, or postseason significance than a lower-scoring game in the available slate.
The 100-point Fan Stakes scale
Every matchup is presented on a simple 1–100 scale. Underneath that display, the model retains its more precise 247-point weighting: up to 120 raw points for live game status, 30 for shared division or conference position, 18 for season timing, 11 for record closeness, 20 for team strength, 35 for rankings, 10 for a recognized rivalry, and 3 for broad broadcast availability. Those underlying weights preserve the exact daily order when two games round to the same displayed score.
The five Matchup Intelligence layers
Every game follows the same five-part story: Deciding Strand, Matchup Edge Map, Paths to Win, Expected Game Shape, and Result Ripple. The labels stay consistent while the underlying statistics and explanations change by sport.
Deciding Strand and Edge Map
The Fanstrand Read converts currently published league statistics into a game-specific comparison. The Edge Map displays only the four to six strongest available dimensions, with direction, advantage size, confidence, and league percentile when the provider publishes a rank. The Deciding Strand selects the largest strength-versus-weakness collision using that matchup gap. When league ranks are unavailable, Fanstrand shows the raw published marks, lowers confidence, and does not manufacture a percentile.
Paths to Win and Expected Game Shape
Each team receives two measurable checkpoints: one tied to its strongest available advantage and one tied to neutralizing the opponent’s clearest counter. Pregame checkpoints begin open. During live play, their labels change with the scoreboard and game progress to happening, in danger, or failed; these states show result alignment, not proof of causation. Expected Game Shape separately classifies tempo, possession volume, volatility, star or depth dependence, and the likely source of scoring.
Result Ripple
Result Ripple tracks five consequence channels: standings position, postseason or CFP résumé movement, seed or cut-line pressure, tiebreaker control, and leverage transferred to the remaining schedule. Pregame and live language is conditional. Fanstrand waits for the official standings refresh before claiming an exact seed or probability change.
Fanstrand win probability
Fanstrand win probability is an independent informational estimate. Before the game it uses published records, rankings when available, and a small home-context adjustment. During live games it adds the current score and estimated game progress, with sport-specific scoring weights. A final score closes the estimate at the observed result. It is not a betting line, market price, prediction guarantee, or recommendation to wager.
Final Read receipts
When a game becomes final, Fanstrand preserves the pregame Deciding Strand and compares its favored side with the completed result. The receipt grade only measures whether that primary edge aligned with the winner. It does not claim that one statistic caused the result, and it remains visible when the game breaks against the model.
Original Fanstrand Crests
Fanstrand Crests are original identity marks created for this product. Pro versions combine an abstract sport pattern, city code, civic Easter egg, and Fanstrand’s three woven strands. Every college version carries the full school name on its own ribbon, a school abbreviation, open-book marker, visible college label, institution-specific campus or academic cue, and school-seeded shield geometry. They are not official team or league logos, do not reproduce mascots or athletic wordmarks, and do not imply sponsorship, approval, or endorsement.
Fanstrand Index: current player impact
The Fanstrand Index is a 0–100 composite that compares current production with players in the same league and a comparable role. The calculation is season- and sport-aware, not one universal formula: current pro leaderboards use a visible 70% current-production and 30% category-range blend, while the current NCAAF category boards use 65% category production and 35% efficiency. Sport- and position-specific statistics determine the inputs, and the selected player view shows the weights and rounding actually used.
Team and postseason projections
Team outlooks begin with official results and gradually reduce the influence of the prior-season baseline as the current season grows. Current player form has a deliberately small effect, capped at four percentage points, and quality results against winning opponents can add a separate sample-weighted adjustment. Fanstrand projections are independent estimates, not official league, committee, or sportsbook probabilities.
Data sources
Fanstrand currently uses publicly available schedule, score, roster, and statistical services including MLB Stats, ESPN public scoreboards and roster services, the NHL public feed, and Open-Meteo forecasts. Provider availability, corrections, rate limits, and publication timing remain outside Fanstrand’s control. Source names describe where information was retrieved; they do not imply sponsorship, approval, or endorsement by any league, team, network, or data provider.
Refresh frequency and possible delays
The visible game board typically checks for updates about once per minute while the page is active, with short edge caches used for reliability. Live game stories generally check the score about every thirty seconds and refresh the deeper matchup feed about every forty-five seconds. Pregame Matchup Reads are generally refreshed within about ten minutes, team hubs within about fifteen minutes, rosters within about thirty minutes, and leaderboards within about one hour. Outdoor forecasts are refreshed repeatedly as game time approaches. These are operating targets, not guarantees: official feeds can publish late, revise results, or become temporarily unavailable. Fanstrand labels delayed feeds and keeps retrying automatically.
Corrections and questions
Official sources remain the authority for schedules, scores, records, and statistics. If a Fanstrand calculation or displayed value appears incorrect, email hello@fanstrand.com with the league, team or player, and the page where you saw it.