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Empoli 2–0 Atalanta BC

← Serie A 2006-07 Β· Wed, Apr 18, 02:00 PM UTC Β· ref: R. Herberg

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
Empoli win45%38%2.05fair
Draw33%42%2.87value: +21%
Atalanta BC win22%20%4.20fair

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

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

Match stats

1Half-time score0
20Shots6
10On target3
4Corners4
10Fouls11
1Yellow cards0
0Red cards1

Pre-match form

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

MetricEmpoliAtalanta BC
blown lead rate (last 20)0.050.30
cards avg (last 5)2.002.80
coach days452.00656.00
comeback rate (last 20)0.000.00
congestion 21d3.003.00
conversion (last 5)0.150.15
corner diff avg (last 5)0.40-1.60
corners against avg (last 5)4.005.80
corners for avg (last 5)4.404.20
corners volatility (last 10)2.022.62
defensive leak (last 5)
0.24
0.09
dominance (last 5)0.540.43
elo1507.881494.24
elo momentum (last 5)-8.8813.93
form points (last 5)5.008.00
goal diff avg (last 5)-0.200.20
goals against avg (last 5)1.801.00
goals for avg (last 5)1.601.20
goals volatility (last 10)1.260.74
h2 goals (last 10)0.600.40
ht lead rate (last 20)0.350.45
league points46.0039.00
league rank7.0010.00
matches since blank0.003.00
matches since clean sheet0.001.00
matches since win2.000.00
rest days4.003.00
season ppg1.481.26
shot diff avg (last 5)2.00-2.20
shots for avg (last 5)9.809.40
state index-0.06-0.09
venue ppg (last 5)2.600.80