← EFL Championship 2022-23 · Sat, Oct 15, 02:00 PM UTC · ref: G. Ward
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 |
|---|
| Bristol City win | 38% | 39% | 2.51 | fair |
| Millwall win | 32% | 35% | 3.06 | value: +6% |
| Draw | 30% | 26% | 3.30 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Bristol City +0 | 55% | 1.77 |
| Millwall +0 | 45% | 2.16 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Best price |
|---|
| Under | 53% | 1.82 |
| Over | 47% | 2.09 |
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 | 1 |
| 9 | Shots | 16 |
| 1 | On target | 7 |
| 0 | Corners | 6 |
| 10 | Fouls | 11 |
| 2 | 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