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Aberdeen 1–1 Celtic

← Scottish Premiership 2023-24 · Sat, Feb 3, 12:30 PM UTC · ref: S. McLean

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)

OutcomeMarket saysModel saysBest priceVerdict
Celtic win66%73%1.47value: +7%
Draw20%15%5.00fair
Aberdeen win15%13%6.78fair

across 3 bookmakers · probabilities de-vigged (bookmaker margin removed)

Asian handicap

OutcomeMarket saysBest price
Aberdeen +1.2552%1.87
Celtic +1.2548%2.04

across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)

Will there be 3 or more goals?

OutcomeMarket saysModel saysBest priceVerdict
Over62%62%1.55fair
Under38%38%2.57fair

across 2 bookmakers · probabilities de-vigged (bookmaker margin removed)

Timeline

24'🟨Graeme Shinnie · Aberdeen
25'🟨Maik Nawrocki · Celtic
50'⚽Bojan Miovski · Aberdeen
54'🟨Jamie McGrath · Aberdeen
56'🟨Bojan Miovski · Aberdeen
63'⚽Nicolas-Gerrit Kühn · Celtic

from ESPN event data · goals, cards and shootout kicks

The match in numberswhat happened + what each side looked like walking in

Match stats

0Half-time score0
7Shots22
3On target4
1Corners12
6Fouls9
3Yellow cards1
0Red cards0

Pre-match form

What each side looked like walking in — computed only from games before this one.

MetricAberdeenCeltic
accuracy ratio (last 10)0.350.34
accuracy ratio (last 3)0.320.43
accuracy ratio (last 5)0.310.36
blown lead rate (last 20)0.150.05
box share (last 5)0.750.64
cards avg (last 5)1.801.80
Everything else we hold on this match · 1 more recorded fact — tap to expand
venuePittodrie Stadium
coach days
2.00
217.00
comeback rate (last 20)0.050.05
congestion 21d3.001.00
conversion (last 5)0.080.10
corner diff avg (last 5)2.409.80
corners against avg (last 5)3.402.20
corners for avg (last 5)5.8012.00
corners volatility (last 10)3.695.38
defensive leak (last 5)0.120.09
dominance (last 5)0.560.79
elo1500.711840.19
elo momentum (last 5)-23.1420.38
eye test v1-0.171.65
eye trend v1-0.29-0.13
first sub minute (last 10)68.0052.60
form points (last 5)5.0015.00
goal diff avg (last 5)-0.402.00
goals against avg (last 5)1.400.20
goals for avg (last 5)1.002.20
goals volatility (last 10)1.101.25
h2 goals (last 10)0.501.30
h2h win rate (last 5)0.001.00
ht lead rate (last 20)0.350.55
keeper form v10.680.70
league points24.0057.00
league rank8.001.00
matches since blank1.005.00
matches since clean sheet3.000.00
matches since win3.000.00
pass acc avg (last 5)73.0085.40
possession avg (last 5)53.4070.00
rest days3.706.90
scorer concentration0.380.21
season ppg1.142.48
shot diff avg (last 5)3.0016.80
shots for avg (last 5)13.6022.60
skill v1-0.162.05
sot against avg (last 5)4.201.00
sot for avg (last 10)4.207.20
sot for avg (last 3)3.007.67
sot for avg (last 5)3.807.40
squad age—27.28
state index-0.221.77
sterile dominance v1-0.080.84
threat rate (last 10)0.270.31
threat rate (last 3)0.230.26
threat rate (last 5)0.260.32
venue ppg (last 5)2.002.40