← EFL Championship 2023-24 · Sat, Dec 9, 03:00 PM UTC · ref: A. Davies
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% | 34% | 2.59 | fair |
| Huddersfield win | 32% | 38% | 3.00 | value: +14% |
| Draw | 30% | 28% | 3.27 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Huddersfield +0.25 | 55% | 1.74 |
| Bristol City +0.25 | 45% | 2.20 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Best price |
|---|
| Under | 58% | 1.67 |
| Over | 42% | 2.30 |
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 |
| 6 | Shots | 15 |
| 2 | On target | 4 |
| 2 | Corners | 9 |
| 8 | Fouls | 10 |
| 1 | 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 | John Smith's Stadium |