← Scottish Premiership 2022-23 · Mon, Jan 2, 12:30 PM UTC · ref: Graham Grainger, Scotland
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 | 42% | 47% | 2.33 | value: +10% |
| Rangers win | 32% | 29% | 3.13 | fair |
| Draw | 26% | 24% | 3.70 | fair |
across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)
Asian handicap
| Outcome | Market says | Best price |
|---|
| Rangers +0.25 | 51% | 1.91 |
| Celtic +0.25 | 49% | 2.00 |
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 | 57% | 60% | 1.68 | fair |
| Under | 43% | 40% | 2.27 | 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 | 1 |
| 15 | Shots | 8 |
| 5 | On target | 2 |
| 5 | Corners | 4 |
| 11 | Fouls | 13 |
| 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