← Serie A 2022-23 · Mon, Aug 22, 04:30 PM UTC · ref: L. Massimi
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 |
|---|
| AS Roma win | 77% | 85% | 1.25 | value: +6% |
| Draw | 14% | 10% | 6.68 | fair |
| Cremonese win | 8% | 5% | 12.00 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| AS Roma −1.75 | 52% | 1.88 |
| Cremonese −1.75 | 48% | 2.04 |
across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)
Will there be 3 or more goals?
| Outcome | Market says | Model says | Best price | Verdict |
|---|
| Over | 64% | 63% | 1.51 | fair |
| Under | 36% | 37% | 2.65 | fair |
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 | 0 |
| 27 | Shots | 14 |
| 12 | On target | 3 |
| 5 | Corners | 6 |
| 7 | Fouls | 14 |
| 0 | 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