← EFL Championship 2021-22 · Sat, Apr 23, 02:00 PM UTC · ref: T. Bramall
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 |
|---|
| Derby win | 36% | 47% | 2.75 | value: +29% |
| Bristol City win | 35% | 27% | 2.74 | fair |
| Draw | 29% | 26% | 3.40 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Bristol City +0 | 51% | 1.95 |
| Derby +0 | 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 | 53% | 1.85 |
| Over | 47% | 2.05 |
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 |
| 11 | Shots | 18 |
| 2 | On target | 7 |
| 2 | Corners | 5 |
| 10 | Fouls | 13 |
| 1 | Yellow cards | 3 |
| 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