← Ligue 1 2022-23 · Wed, Jan 11, 06:00 PM UTC · ref: F. Batta
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 |
|---|
| Toulouse FC win | 39% | 36% | 2.49 | fair |
| AJ Auxerre win | 32% | 36% | 3.07 | value: +9% |
| Draw | 29% | 28% | 3.39 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| AJ Auxerre +0.25 | 54% | 1.82 |
| Toulouse FC +0.25 | 46% | 2.13 |
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 | 50% | 47% | 1.94 | fair |
| Under | 50% | 53% | 1.97 | value: +5% |
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 | 3 |
| 19 | Shots | 9 |
| 4 | On target | 7 |
| 7 | Corners | 4 |
| 22 | Fouls | 13 |
| 3 | Yellow cards | 1 |
| 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
| venue | Stade de l'Abbé Deschamps |