← EFL Championship 2021-22 · Thu, Dec 30, 07:45 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 |
|---|
| QPR win | 39% | 39% | 2.47 | fair |
| Bristol City win | 33% | 35% | 2.98 | value: +6% |
| Draw | 28% | 25% | 3.50 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Bristol City +0.25 | 54% | 1.81 |
| QPR +0.25 | 46% | 2.13 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Best price |
|---|
| Over | 53% | 1.86 |
| Under | 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
| 1 | Half-time score | 1 |
| 11 | Shots | 11 |
| 3 | On target | 4 |
| 5 | Corners | 9 |
| 14 | Fouls | 8 |
| 1 | Yellow cards | 3 |
| 1 | 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