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Oxford 2–3 Derby

← EFL League One 2022-23 · Sat, Mar 11, 03:00 PM UTC · ref: M. Edwards

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
Derby win40%45%2.44value: +10%
Oxford win31%28%3.20fair
Draw29%27%3.40fair

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

Asian handicap

OutcomeMarket saysBest price
Oxford +0.2553%1.81
Derby +0.2547%2.10

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

Will there be 3 or more goals?

OutcomeMarket saysBest price
Under56%1.71
Over44%2.21

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

Timeline

14'⚽Sam Long · Oxford
23'⚽Louie Sibley · Derby
39'🟨Ciaron Brown · Oxford
40'⚽Louie Sibley · Derby
59'🟨Korey Smith · Derby
61'⚽ (og)Sam Long · Derby
90'⚽Kyle Joseph · Oxford

from ESPN event data · goals, cards and shootout kicks

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

Match stats

1Half-time score2
13Shots8
8On target4
11Corners2
11Fouls11
1Yellow cards1
0Red cards0

Pre-match form

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

MetricOxfordDerby
accuracy ratio (last 10)0.280.42
accuracy ratio (last 3)0.350.29
accuracy ratio (last 5)0.350.35
blown lead rate (last 20)0.100.15
box share (last 5)0.510.72
cards avg (last 5)2.001.40
Everything else we hold on this match · 1 more recorded fact — tap to expand
venueThe Kassam Stadium
coach days10.00191.00
comeback rate (last 20)0.050.00
congestion 21d3.005.00
conversion (last 5)0.040.12
corner diff avg (last 5)4.001.20
corners against avg (last 5)4.203.40
corners for avg (last 5)8.204.60
corners volatility (last 10)3.312.32
defensive leak (last 5)0.240.19
dominance (last 5)0.600.63
elo1417.971568.71
elo momentum (last 5)-52.31-15.07
eye test v1-0.230.14
eye trend v10.11-0.76
first sub minute (last 10)48.2067.10
form points (last 5)1.007.00
goal diff avg (last 5)-1.400.00
goals against avg (last 5)1.801.60
goals for avg (last 5)0.401.60
goals volatility (last 10)0.711.15
h2 goals (last 10)0.301.20
ht lead rate (last 20)0.200.50
keeper form v10.690.66
league points36.0061.00
league rank18.006.00
matches since blank0.0013.00
matches since clean sheet14.002.00
matches since win9.002.00
pass acc avg (last 5)56.4066.60
possession avg (last 5)54.4053.00
rest days7.003.79
scorer concentration0.180.21
season ppg1.031.74
shot diff avg (last 5)4.206.20
shots for avg (last 5)12.8014.00
skill v1-1.48-0.67
sot against avg (last 5)4.003.40
sot for avg (last 10)3.706.20
sot for avg (last 3)4.003.67
sot for avg (last 5)4.604.80
squad age24.4527.72
state index-1.24-0.08
sterile dominance v1-0.52-0.44
threat rate (last 10)0.260.27
threat rate (last 3)0.210.25
threat rate (last 5)0.240.27
venue ppg (last 5)0.601.20