← Premier League 2022-23 · Mon, Dec 26, 05:30 PM UTC · ref: P. Tierney
The betting picturemarket vs our model, market by market
“Market” = what bookmaker prices imply after removing their margin — the world's best guess. “Model” = what our machine-learning model said BEFORE this game, replayed honestly (it never saw the result). A bet is only interesting when the model sees something meaningfully more likely than the market does (the edge) — it's never about picking the winner.
Who wins? (90 minutes)
| Outcome | Market says | Model says | Best price | Verdict |
|---|
| Liverpool win | 56% | 72% | 1.73 | value: +24% ⚠ |
| Draw | 24% | 12% | 4.13 | fair |
| Aston Villa win | 20% | 16% | 4.89 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Liverpool +0.75 | 51% | 1.93 |
| Aston Villa +0.75 | 49% | 2.00 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Model says | Best price | Verdict |
|---|
| Over | 57% | 60% | 1.68 | fair |
| Under | 43% | 40% | 2.32 | fair |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Timeline
from ESPN event data · goals, cards and shootout kicks
The match in numberswhat happened + what each side looked like walking in
Match stats
| 0 | Half-time score | 2 |
| 12 | Shots | 16 |
| 6 | On target | 9 |
| 0 | Corners | 6 |
| 7 | Fouls | 12 |
| 0 | Yellow cards | 0 |
| 0 | Red cards | 0 |
Pre-match form
What each side looked like walking in — computed only from games before this one.
Everything else we hold on this match · 1 more recorded fact — tap to expand