Independent Poisson clean-sheet estimate. Model is uncalibrated; these are not betting odds.
Analysis / Fixture Explorer
Every fixture, in focus.
Home and away strengths, matchup history, and transparent predictions.
Verified 2023/24 results preloaded. Choose a historical snapshot; only earlier matches affect predictions.
Historical snapshot · experimental goals model v0.5
VS
Home expected goals
—Away expected goals
Home clean sheet
Away clean sheet
Dynamic ratings
Fixture difficulty
0 = favorable · 100 = difficult. Difficulty ratings are not probabilities.
Home / away intelligence
Venue-adjustedMatchup history
Context onlyPrevious meetings are not included in expected goals. Individual player returns require a separate player-history dataset.
Schedule intelligence
Planned integrationEuropean and domestic cup fixtures
Future integration: Champions League, Europa League, Conference League, FA Cup and EFL Cup schedules. No live cup data is connected yet.
Possible blank and double gameweeks
Future integration: distinguish confirmed rearrangements from speculative postponements. This demo makes no live gameweek claims.
How the predictions work
In demo mode, venue-specific illustrative goals-based rates are blended with team-wide averages. For imported results, team-wide and venue-specific goals-for/goals-against rates are estimated from the supplied completed matches with shrinkage toward league averages. Expected home goals = baseline home goals × home attack ratio × away concession ratio; similarly for away goals. Clean-sheet chance = exp(−opponent expected goals). Ratings use provisional fixed ranges. No xG feed, injuries, rotation or player-level data is connected.
Research prototype, not an official FPL product. Demo figures are fictional. Imported results are user-supplied, local to your browser, and never uploaded. Predictions are historical what-if snapshots, not actual pre-match archived forecasts. Select a cutoff to prevent future-match leakage. The archive does not establish that a future fixture is scheduled. Matchup history is restricted to imported matches.