← EFL League Two 2022-23 · Sat, Jan 14, 03:00 PM UTC · ref: R. Welch
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 |
|---|
| Stockport win | 54% | 55% | 1.78 | fair |
| Draw | 27% | 19% | 3.71 | fair |
| Northampton win | 20% | 26% | 5.00 | value: +31% |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Northampton −0.75 | 52% | 1.86 |
| Stockport −0.75 | 48% | 2.03 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Model says | Best price | Verdict |
|---|
| Under | 56% | 52% | 1.72 | fair |
| Over | 44% | 48% | 2.17 | value: +5% |
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 |
| 15 | Shots | 12 |
| 3 | On target | 3 |
| 5 | Corners | 9 |
| 6 | 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