← Serie A 2021-22 · Sun, Dec 12, 02:00 PM UTC · ref: J. Sacchi
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 |
|---|
| Atalanta BC win | 46% | 54% | 2.13 | value: +14% |
| Hellas Verona FC win | 27% | 23% | 3.56 | fair |
| Draw | 26% | 24% | 3.69 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Hellas Verona FC +0.5 | 54% | 1.81 |
| Atalanta BC +0.5 | 46% | 2.12 |
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 | 59% | 64% | 1.64 | value: +4% |
| Under | 41% | 36% | 2.38 | 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
| 1 | Half-time score | 1 |
| 19 | Shots | 14 |
| 4 | On target | 6 |
| 6 | Corners | 6 |
| 12 | Fouls | 10 |
| 2 | 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 | Stadio Marc'Antonio Bentegodi |