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Liverpool 1–1 Aston Villa

← Premier League 2022-23 · Sat, May 20, 02:00 PM UTC · ref: J. Brooks

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
Liverpool win65%63%1.50fair
Draw20%15%5.00fair
Aston Villa win15%21%6.50value: +40%

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

Asian handicap

OutcomeMarket saysBest price
Aston Villa −1.2552%1.88
Liverpool −1.2548%2.06

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

Will there be 3 or more goals?

OutcomeMarket saysModel saysBest priceVerdict
Over65%64%1.50fair
Under35%36%2.75fair

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

Timeline

20'🟨Ibrahima Konaté · Liverpool
27'⚽Jacob Ramsey · Aston Villa
45'🟨Tyrone Mings · Aston Villa
52'🟨Lucas Digne · Aston Villa
66'🟨Trent Alexander-Arnold · Liverpool
77'🟨Emiliano Martínez · Aston Villa
80'🟨Fabinho · Liverpool
89'⚽Roberto Firmino · Liverpool
90'🟨Ezri Konsa · Aston Villa
90'🟨Ashley Young · Aston Villa

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 score1
10Shots6
5On target3
9Corners4
16Fouls13
3Yellow cards5
0Red cards0

Pre-match form

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

MetricLiverpoolAston Villa
accuracy ratio (last 10)0.340.31
accuracy ratio (last 3)0.280.28
accuracy ratio (last 5)0.280.24
blown lead rate (last 20)0.000.05
box share (last 5)0.640.67
cards avg (last 5)1.602.20
Everything else we hold on this match · 1 more recorded fact — tap to expand
venueAnfield
coach days
2249.00
200.00
comeback rate (last 20)0.000.00
congestion 21d4.003.00
conversion (last 5)0.150.08
corner diff avg (last 5)2.402.20
corners against avg (last 5)3.403.80
corners for avg (last 5)5.806.00
corners volatility (last 10)2.382.79
defensive leak (last 5)0.090.12
dominance (last 5)0.690.66
elo1832.301666.84
elo momentum (last 5)27.89-2.59
eye test v10.51-0.60
eye trend v10.02-0.19
first sub minute (last 10)66.3060.40
form points (last 5)15.007.00
goal diff avg (last 5)1.400.00
goals against avg (last 5)0.800.80
goals for avg (last 5)2.200.80
goals volatility (last 10)1.771.07
h2 goals (last 10)1.101.00
h2h win rate (last 5)0.800.20
ht lead rate (last 20)0.400.40
keeper form v10.680.86
league points65.0057.00
league rank5.007.00
matches since blank8.001.00
matches since clean sheet0.003.00
matches since win0.000.00
pass acc avg (last 5)85.2082.40
possession avg (last 5)63.8052.60
rest days4.797.00
scorer concentration0.270.30
season ppg1.811.58
shot diff avg (last 5)8.605.40
shots for avg (last 5)15.6011.80
skill v11.660.35
solidity v10.940.63
sot against avg (last 5)3.403.00
sot for avg (last 10)4.503.80
sot for avg (last 3)4.332.67
sot for avg (last 5)4.202.60
squad age27.8527.90
state index1.530.52
sterile dominance v11.070.56
threat rate (last 10)0.220.23
threat rate (last 3)0.260.19
threat rate (last 5)0.250.22
travel km—125.30
venue ppg (last 5)2.601.40
xg against avg (last 5)0.861.24
xg for avg (last 5)2.111.20