← Serie A 2021-22 · Sun, May 8, 10:30 AM UTC · ref: F. Maresca
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 | 66% | 70% | 1.46 | fair |
| Draw | 20% | 18% | 5.10 | fair |
| Spezia win | 14% | 12% | 7.00 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Atalanta BC +1.25 | 50% | 1.94 |
| Spezia +1.25 | 50% | 1.98 |
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% | 59% | 1.51 | fair |
| Under | 36% | 41% | 2.69 | value: +10% |
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 |
| 5 | Shots | 17 |
| 1 | On target | 6 |
| 0 | Corners | 3 |
| 10 | Fouls | 12 |
| 2 | 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
| venue | Stadio Alberto Picco |