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Rangers 1–1 Livingston

← Scottish Premiership 2022-23 Β· Sat, Oct 22, 02:00 PM UTC Β· ref: David Munro, Scotland

The betting picturemarket vs our model, market by market

β€œMarket” = what bookmaker prices imply after removing their margin β€” the world's best guess. β€œModel” = 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) β€” it's never about picking the winner.

Who wins? (90 minutes)

OutcomeMarket saysModel saysBest priceVerdict
Rangers win77%82%1.23fair
Draw15%11%7.00fair
Livingston win8%7%13.68fair

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

Asian handicap

OutcomeMarket saysBest price
Livingston βˆ’1.7550%1.93
Rangers βˆ’1.7550%1.97

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

Will there be 3 or more goals?

OutcomeMarket saysModel saysBest priceVerdict
Over59%55%1.61fair
Under41%45%2.35value: +5%

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

Timeline

4'⚽Joel Nouble · Livingston
40'🟨Sean Kelly · Livingston
44'🟨Malik Tillman · Rangers
70'🟨Shamal George · Livingston
75'🟨James Sands · Rangers
78'πŸŸ₯Morgan Boyes Β· Livingston
89'🟨Alfredo Morelos · Rangers
90'⚽John Lundstram · Rangers

from ESPN event data Β· goals, cards and shootout kicks

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

Match stats

0Half-time score1
24Shots5
3On target1
14Corners1
9Fouls12
2Yellow cards2
0Red cards1

Pre-match form

What each side looked like walking in β€” computed only from games before this one.

MetricRangersLivingston
accuracy ratio (last 10)0.340.32
accuracy ratio (last 3)0.450.24
accuracy ratio (last 5)0.380.27
blown lead rate (last 20)0.050.10
box share (last 5)0.700.74
cards avg (last 5)2.401.80
Everything else we hold on this match Β· 1 more recorded fact β€” tap to expand
venueIbrox Stadium
coach days355.00720.00
comeback rate (last 20)0.100.00
congestion 21d2.003.00
conversion (last 5)0.160.07
corner diff avg (last 5)1.803.00
corners against avg (last 5)4.003.40
corners for avg (last 5)5.806.40
corners volatility (last 10)2.222.95
defensive leak (last 5)0.110.09
dominance (last 5)0.610.67
elo1837.741489.60
elo momentum (last 5)-0.310.02
eye test v10.61-0.55
eye trend v10.08-0.02
first sub minute (last 10)57.3058.40
form points (last 5)12.009.00
goal diff avg (last 5)1.200.20
goals against avg (last 5)1.200.60
goals for avg (last 5)2.400.80
goals volatility (last 10)1.350.63
h2 goals (last 10)1.700.30
h2h win rate (last 5)1.000.00
ht lead rate (last 20)0.500.35
keeper form v1β€”0.65
league points25.0015.00
league rank2.006.00
matches since blank4.001.00
matches since clean sheet1.000.00
matches since win0.000.00
pass acc avg (last 5)83.0065.40
possession avg (last 5)63.6051.00
rest days6.137.00
scorer concentration0.420.38
season ppg2.501.50
shot diff avg (last 5)5.607.00
shots for avg (last 5)14.8013.40
skill v11.45-1.03
sot against avg (last 5)3.401.60
sot for avg (last 10)6.003.30
sot for avg (last 3)6.333.33
sot for avg (last 5)5.403.40
squad age28.88β€”
state index1.360.08
sterile dominance v11.13-0.57
threat rate (last 10)0.260.25
threat rate (last 3)0.230.27
threat rate (last 5)0.230.26
venue ppg (last 5)3.000.80