← EFL Championship 2021-22 · Wed, Nov 24, 07:45 PM UTC · ref: O. Langford
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 |
|---|
| Stoke win | 44% | 38% | 2.24 | fair |
| Draw | 29% | 27% | 3.40 | fair |
| Bristol City win | 27% | 35% | 3.60 | value: +25% |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Stoke +0.25 | 51% | 1.91 |
| Bristol City +0.25 | 49% | 1.99 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Best price |
|---|
| Under | 55% | 1.77 |
| Over | 45% | 2.14 |
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
| 1 | Half-time score | 0 |
| 8 | Shots | 13 |
| 2 | On target | 4 |
| 4 | Corners | 5 |
| 7 | Fouls | 13 |
| 2 | Yellow cards | 1 |
| 0 | Red cards | 1 |
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