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Derby 0–1 Cardiff

← EFL Championship 2021-22 Β· Sat, May 7, 11:30 AM UTC Β· ref: K. Stroud

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
Derby win42%39%2.34fair
Cardiff win30%33%3.30value: +10%
Draw28%28%3.46fair

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

Asian handicap

OutcomeMarket saysBest price
Cardiff βˆ’0.2551%1.93
Derby βˆ’0.2549%2.01

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

Will there be 3 or more goals?

OutcomeMarket saysBest price
Under51%1.88
Over49%2.00

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

Timeline

55'⚽Jordan Hugill · Cardiff
69'🟨Perry Ng · Cardiff
73'🟨Liam Thompson · Derby
81'🟨Mark Harris · Cardiff

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 score0
17Shots3
4On target1
7Corners1
9Fouls8
1Yellow cards2
0Red cards0

Pre-match form

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

MetricDerbyCardiff
blown lead rate (last 20)0.050.00
cards avg (last 5)1.803.00
coach days552.00218.00
comeback rate (last 20)0.050.10
congestion 21d3.004.00
conversion (last 5)0.150.03
Everything else we hold on this match Β· 1 more recorded fact β€” tap to expand
venuePride Park Stadium
corner diff avg (last 5)-2.400.80
corners against avg (last 5)5.404.80
corners for avg (last 5)3.005.60
corners volatility (last 10)2.542.41
defensive leak (last 5)0.100.14
dominance (last 5)0.370.48
elo1550.221548.24
elo momentum (last 5)1.45-38.20
form points (last 5)6.001.00
goal diff avg (last 5)-0.20-1.00
goals against avg (last 5)1.401.40
goals for avg (last 5)1.200.40
goals volatility (last 10)0.740.92
h2 goals (last 10)0.800.60
h2h win rate (last 5)0.200.80
ht lead rate (last 20)0.150.15
league points55.0050.00
league rank18.0020.00
matches since blank2.001.00
matches since clean sheet0.008.00
matches since win0.005.00
rest days6.906.90
season ppg1.221.11
shot diff avg (last 5)-6.60-0.60
shots for avg (last 5)9.409.80
squad ageβ€”28.24
state index0.01-0.64
travel kmβ€”200.10
venue ppg (last 5)2.001.20