← Scottish Premiership 2022-23 · Wed, Feb 1, 07:45 PM UTC · ref: N. Walsh
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 |
|---|
| Celtic win | 85% | 88% | 1.13 | fair |
| Draw | 11% | 9% | 9.75 | fair |
| Livingston win | 4% | 4% | 26.00 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Livingston −2.5 | 51% | 1.92 |
| Celtic −2.5 | 49% | 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 | 73% | 58% | 1.33 | fair |
| Under | 27% | 42% | 3.50 | value: +48% |
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
| 3 | Half-time score | 0 |
| 15 | Shots | 6 |
| 5 | On target | 0 |
| 8 | Corners | 0 |
| 11 | Fouls | 5 |
| 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