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EPL Premier League
Your matchups

Pick a fixture, run the simulator, and explore the pitch in detail.

Forward record Frozen before kickoff

Forward record.

Every moneyline probability on the board is saved before kickoff and never changed after it. When the game is final, it is scored next to the sportsbook consensus captured at the same moment. No backfilling, no picking the good days.

Recording since 2026-10-05 · 58 games recorded · 48 still to play
Updates on its own every 10 minutes: new predictions saved, finished games scored. Last check .
Historical holdout results
All four sports

Model vs market, same games

Games scored

5
5 with a market price captured before kickoff

Model favourite won

40.0%
2 of 5

Brier score (lower is better)

ModelMarket Brier0.4890.453 Log loss0.6810.644 Favourite won40.0%60.0%
On the 5 games where both were recorded.
By sport

Where it holds up, and where it doesn't

Premier League

No finished games recorded yet.

NBA

No regular-season games finished yet.
Preseason: model favourite won 3 of 5. Shown for reference, not counted.

NFL

0.0%
model favourite won, 0 of 1
ModelMarketBrier0.5140.545

NHL

50.0%
model favourite won, 2 of 4
ModelMarketBrier0.4820.430
Week by week · weeks start Monday (UTC)

Weekly performance

Download CSV
Week ofSportGamesModel fav. wonMarket fav. wonModel BrierMarket Brier
2026-10-05All sports5 40% 60% 0.489 0.453
2026-10-05NFL1 0% 0% 0.514 0.545
2026-10-05NHL4 50% 75% 0.482 0.430

Brier and favourite rates on games where both a model and a market probability were saved before kickoff. One week is a small sample; read the trend, not a single row.

Latest results

Every scored game

GameKickoff (UTC)Model pickModelMarketFinalResult
NBA · SAC vs LAL (preseason, not counted)2026-10-06 02:00LAL 79.1%64.7% 103–127Hit
NFL · NO vs ATL2026-10-06 00:15NO 50.7%52.2% 24–45Miss
NHL · DAL vs SJ2026-10-06 00:00DAL 56.6%64.3% 5–0Hit
NBA · MIL vs MIN (preseason, not counted)2026-10-06 00:00MIN 66.0%62.1% 97–116Hit
NHL · BOS vs OTT2026-10-05 23:30BOS 53.9%48.6% 1–4Miss
NHL · PIT vs WPG2026-10-05 23:30PIT 54.5%61.6% 2–3Miss
NHL · TB vs PHI2026-10-05 23:00TB 56.6%65.9% 4–1Hit
NBA · ATL vs MEM (preseason, not counted)2026-10-05 23:00ATL 75.4%59.1% 123–132Miss
NBA · DET vs PHX (preseason, not counted)2026-10-05 23:00DET 75.5%55.2% 109–107Hit
NBA · PHI vs NY (preseason, not counted)2026-10-05 23:00NY 79.1%61.7% 120–97Miss
Already frozen · scored after the final

Next games on the record

GameKickoffModel pickModelMarket
NBA · CHA vs BKNCHA 86.4%63.2%
NHL · BUF vs MINBUF 51.5%49.1%
NHL · DET vs OTTOTT 53.2%48.3%
NHL · MTL vs CARCAR 56.5%—
NHL · NJ vs UTANJ 50.9%52.5%
NHL · TOR vs NSHNSH 53.5%41.8%
NHL · NYR vs NYINYI 50.6%41.2%
NBA · OKC vs NOOKC 89.8%55.3%
NHL · CHI vs STLSTL 63.9%—
NBA · UTAH vs DENDEN 89.9%51.0%
NHL · SEA vs VGKVGK 64.4%60.6%
NBA · GS vs LALLAL 63.4%39.9%
NHL · LA vs FLAFLA 53.0%—
NBA · IND vs MINMIN 65.3%55.2%
NHL · WPG vs COLCOL 62.5%61.7%
NHL · WSH vs PITWSH 56.2%59.3%
NBA · CHI vs PHXPHX 65.0%56.2%
NBA · MEM vs ORLORL 86.6%54.3%
NBA · OKC vs MILOKC 89.5%—
NBA · POR vs GSPOR 59.7%—
NHL · ANA vs EDMEDM 53.3%53.7%
NBA · CLE vs BOSBOS 59.5%—
NBA · BKN vs PHIPHI 82.7%—
NBA · MIA vs NOMIA 69.9%—
NFL · DAL vs TBDAL 59.7%78.3%
Premier League · Arsenal vs Leeds UnitedArsenal 73.3%68.8%
Premier League · Aston Villa vs BrentfordAston Villa 45.0%35.9%
Premier League · Chelsea vs AFC BournemouthChelsea 37.6%55.3%
Premier League · Ipswich Town vs FulhamFulham 50.0%39.1%
Premier League · Sunderland vs Brighton & Hove AlbionBrighton & Hove Albion 44.9%40.4%

The latest probability saved before kickoff is the one scored. A market column showing — means no sportsbook price has been captured for that game yet; it is still scored on the model side.

Before this record began · last 5 weeks

Archived pre-game predictions

These come from the simulator's prediction archive, which saved each published forecast and never edited it. Only predictions saved at least a day before the game are shown, so none can have seen the result. They were made by whichever model the page used at the time (named on each row), so they are listed here and not mixed into the forward record above.

Premier League

3 / 4
favourite won (75%)
GameDateSavedModelPickChanceFinalResult
Premier League · Leeds vs Newcastle United2026-09-142026-09-13 20:06 Baseline (fallback) Newcastle United53.1%4–1 Miss
Premier League · Aston Villa vs Nottingham Forest2026-09-122026-09-11 21:41 Baseline (fallback) Nottingham Forest55.4%1–2 Hit
Premier League · Arsenal vs Chelsea2026-09-062026-08-12 01:59 Baseline (fallback) Arsenal50.4%2–1 Hit
Premier League · Ipswich Town vs Liverpool2026-09-042026-09-03 21:51 Baseline (fallback) Liverpool49.1%0–2 Hit
Method

How this record is kept

Every 10 minutes, and whenever a market board refreshes, the model's win probability for every scheduled game in all four sports is saved, with the sportsbook consensus captured at that moment where one exists (median of complete bookmaker quotes, margin removed). Finished games are scored automatically from the official scoreboards on the same cycle. The last values saved before kickoff are the ones scored; nothing is written after a game starts. Preseason games and two-way games that end tied are shown but left out of the scores. Brier score and log loss measure how good the probabilities are, not betting profit, and a better score than the market over a short run can be luck.