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Como v Atalanta — Prediction, Odds & Stats

Sunday 1 February 2026 · ITA-Serie A · 2526

Serie A xG Prediction generated

0–0
5.97 – 0.79 xG
Shots
28 – 6
On target
9 – 2
Shots in box
19 – 3
xG per shot
0.21 – 0.13
Set-piece xG
2.62 – 0.05
Goals − xG
-6.02 – -0.78

AI prediction

ai-blend-oos No snapshot has been taken for this fixture yet; this is the stored price.
Como win
42.2%
Draw
26.9%
Atalanta win
30.9%

Probabilities, not certainties. How they are made: the methodology.

Was this pick made in advance?
A model whose name ends -oos is out of sample: it was fitted only on matches played before this one, so its pick is a genuine forecast rather than hindsight. Anything without that suffix was fitted on all available data.

What the chances say

Como are finishing sharply below their chances — 4.3 goals fewer than expected across 10 matches, despite creating the openings. They are also conceding sharply fewer than expected — 5.5 goals saved beyond what the chances suggest.

WWDWWWLDWW last 10 scored 19 from 23.3 xG conceded 8 from 13.5 xG

Atalanta are conceding sharply fewer than expected — 5.5 goals saved beyond what the chances suggest.

WLDWWLLLWL last 10 scored 14 from 12.8 xG conceded 15 from 20.5 xG

Finishing swings far more than chance creation, so a gap this size usually narrows. Over ten matches it is suggestive, not settled — a genuinely elite finisher beats expected goals for years.

What the model said

ModelHome / Draw / Away Expected goalsLikeliest score O2.5BTTSOutcome
ai-blend-oos 1.36–1.12 0% 0% 0% Home ✗
dc-xg-oos 1.56–1.51 1-1 11% 59% 62% Home ✗

A model whose name ends -oos was produced by the walk-forward backtest: it was fitted only on matches played before this one, so the pick is genuinely out of sample.

Reading the xG timeline
Each step up is a shot; the height of the step is how good the chance was. Dots mark goals. A side whose line climbs steadily created chances all match. A side that scored while its line stayed flat took a rare chance — that is finishing luck, and it rarely repeats.

Expected goals by minute

0.01.73.45.16.70'15'30'45'60'75'90'
Como 6.02 xGAtalanta 0.78 xG
Reading the shot map
Each circle is a shot, placed where it was taken. Bigger means a better chance; filled circles are goals. Clusters near the goal mean a side worked good openings; lots of small circles far out means shooting from poor positions and hoping. Hover any circle for the player, minute and chance quality.

Shot map

Nicola Zalewski 6' — Blocked Shot (0.09 xG, Open Play)Gianluca Scamacca 9' — Saved Shot (0.05 xG, Direct Freekick)Tasos Douvikas 11' — Missed Shot (0.26 xG, Open Play)Tasos Douvikas 17' — Missed Shot (0.25 xG, Open Play)Jacobo Ramón 23' — Missed Shot (0.02 xG, Open Play)Jacobo Ramón 27' — Missed Shot (0.12 xG, From Corner)Tasos Douvikas 33' — Saved Shot (0.53 xG, Open Play)Nico Paz 35' — Saved Shot (0.12 xG, Open Play)Máximo Perrone 36' — Blocked Shot (0.40 xG, Open Play)Nico Paz 36' — Saved Shot (0.04 xG, Open Play)Mergim Vojvoda 37' — Missed Shot (0.03 xG, From Corner)Mergim Vojvoda 38' — Saved Shot (0.09 xG, Open Play)Martin Baturina 40' — Blocked Shot (0.03 xG, Open Play)Jacobo Ramón 41' — Saved Shot (0.58 xG, From Corner)Marc-Oliver Kempf 41' — Blocked Shot (0.06 xG, From Corner)Nico Paz 41' — Blocked Shot (0.03 xG, Open Play)Tasos Douvikas 45' — Saved Shot (0.03 xG, Open Play)Kamaldeen Sulemana 46' — Saved Shot (0.42 xG, Open Play)Jacobo Ramón 49' — Missed Shot (0.42 xG, From Corner)Jacobo Ramón 51' — Missed Shot (0.29 xG, Open Play)Tasos Douvikas 57' — Missed Shot (0.72 xG, Open Play)Jayden Addai 63' — Missed Shot (0.09 xG, Open Play)Kamaldeen Sulemana 64' — Blocked Shot (0.06 xG, Open Play)Nikola Krstovic 67' — Missed Shot (0.13 xG, Open Play)Nico Paz 67' — Blocked Shot (0.06 xG, Direct Freekick)Martin Baturina 72' — Blocked Shot (0.02 xG, Open Play)Lucas Da Cunha 74' — Missed Shot (0.01 xG, Open Play)Álvaro Morata 75' — Saved Shot (0.07 xG, Open Play)Éderson 78' — Missed Shot (0.03 xG, Open Play)Jacobo Ramón 82' — Saved Shot (0.32 xG, Open Play)Nico Paz 84' — Missed Shot (0.03 xG, Open Play)Jesús Rodriguez 89' — Blocked Shot (0.04 xG, Open Play)Marc-Oliver Kempf 97' — Missed Shot (0.60 xG, From Corner)Nico Paz 97' — Saved Shot (0.76 xG, )
Como attacking right Atalanta attacking left Marker size is xG; filled markers are goals.

Every shot

MinTeamPlayerxG SituationBody partResultAssisted by
6' Atalanta Nicola Zalewski 0.09 Open Play Right Foot Blocked Shot —
9' Atalanta Gianluca Scamacca 0.05 Direct Freekick Right Foot Saved Shot —
11' Como Tasos Douvikas 0.26 Open Play Right Foot Missed Shot Martin Baturina
17' Como Tasos Douvikas 0.25 Open Play — Missed Shot Álex Valle
23' Como Jacobo Ramón 0.02 Open Play Right Foot Missed Shot Marc-Oliver Kempf
27' Como Jacobo Ramón 0.12 From Corner — Missed Shot Lucas Da Cunha
33' Como Tasos Douvikas 0.53 Open Play Right Foot Saved Shot Martin Baturina
35' Como Nico Paz 0.12 Open Play Left Foot Saved Shot Tasos Douvikas
36' Como Máximo Perrone 0.40 Open Play Right Foot Blocked Shot —
36' Como Nico Paz 0.04 Open Play Left Foot Saved Shot Martin Baturina
37' Como Mergim Vojvoda 0.03 From Corner Right Foot Missed Shot Lucas Da Cunha
38' Como Mergim Vojvoda 0.09 Open Play Right Foot Saved Shot Ivan Smolcic
40' Como Martin Baturina 0.03 Open Play Right Foot Blocked Shot Tasos Douvikas
41' Como Jacobo Ramón 0.58 From Corner Right Foot Saved Shot —
41' Como Marc-Oliver Kempf 0.06 From Corner Left Foot Blocked Shot Lucas Da Cunha
41' Como Nico Paz 0.03 Open Play Left Foot Blocked Shot Martin Baturina
45' Como Tasos Douvikas 0.03 Open Play — Saved Shot Jacobo Ramón
46' Atalanta Kamaldeen Sulemana 0.42 Open Play Right Foot Saved Shot Charles De Ketelaere
49' Como Jacobo Ramón 0.42 From Corner — Missed Shot Lucas Da Cunha
51' Como Jacobo Ramón 0.29 Open Play Right Foot Missed Shot —
57' Como Tasos Douvikas 0.72 Open Play Left Foot Missed Shot Jayden Addai
63' Como Jayden Addai 0.09 Open Play — Missed Shot Jesús Rodriguez
64' Atalanta Kamaldeen Sulemana 0.06 Open Play Right Foot Blocked Shot Éderson
67' Atalanta Nikola Krstovic 0.13 Open Play — Missed Shot Lorenzo Bernasconi
67' Como Nico Paz 0.06 Direct Freekick Left Foot Blocked Shot —
72' Como Martin Baturina 0.02 Open Play Right Foot Blocked Shot Jayden Addai
74' Como Lucas Da Cunha 0.01 Open Play Left Foot Missed Shot Martin Baturina
75' Como Álvaro Morata 0.07 Open Play — Saved Shot Jacobo Ramón
78' Atalanta Éderson 0.03 Open Play Right Foot Missed Shot Kamaldeen Sulemana
82' Como Jacobo Ramón 0.32 Open Play Left Foot Saved Shot Marc-Oliver Kempf
84' Como Nico Paz 0.03 Open Play Left Foot Missed Shot Martin Baturina
89' Como Jesús Rodriguez 0.04 Open Play Right Foot Blocked Shot Sergi Roberto
97' Como Marc-Oliver Kempf 0.60 From Corner — Missed Shot Martin Baturina
97' Como Nico Paz 0.76 Left Foot Saved Shot —

Players

Como

PlayerMinGA ShKPxGxA xGChain
Jacobo Ramón DC 90 0 0 6 2 1.74 0.10 1.68
Nico Paz AMC 90 0 0 6 0 1.04 0.00 1.28
Marc-Oliver Kempf DC 90 0 0 2 2 0.66 0.34 1.63
Martin Baturina AML 90 0 0 2 7 0.06 1.50 1.47
Jean Butez GK 90 0 0 0 0 0.00 0.00 0.93
Ivan Smolcic DR 90 0 0 0 1 0.00 0.09 0.98
Álex Valle DL 90 0 0 0 1 0.00 0.25 0.85
Lucas Da Cunha DMC 88 0 0 1 4 0.01 0.62 1.41
Tasos Douvikas FW 59 0 0 5 2 1.79 0.16 2.03
Máximo Perrone DMC 59 0 0 1 0 0.40 0.00 2.35
Mergim Vojvoda AMR 47 0 0 2 0 0.11 0.00 0.59
Jayden Addai Sub 34 0 0 1 2 0.09 0.74 0.83
Álvaro Morata Sub 31 0 0 1 0 0.07 0.00 0.08
Jesús Rodriguez Sub 31 0 0 1 1 0.04 0.09 0.16
Nicolas Kühn Sub 9 0 0 0 0 0.00 0.00 0.35
Sergi Roberto Sub 2 0 0 0 1 0.00 0.04 0.04

Atalanta

PlayerMinGA ShKPxGxA xGChain
Éderson MC 90 0 0 1 1 0.03 0.06 0.22
Berat Gjimshiti DC 90 0 0 0 0 0.00 0.00 0.00
Lorenzo Bernasconi DML 90 0 0 0 1 0.00 0.13 0.13
Marco Carnesecchi GK 90 0 0 0 0 0.00 0.00 0.00
Marten de Roon MC 90 0 0 0 0 0.00 0.00 0.58
Davide Zappacosta DMR 90 0 0 0 0 0.00 0.00 0.00
Giorgio Scalvini DC 90 0 0 0 0 0.00 0.00 0.42
Kamaldeen Sulemana Sub 73 0 0 2 1 0.48 0.03 0.51
Charles De Ketelaere AMC 61 0 0 0 1 0.00 0.42 0.42
Nicola Zalewski AMC 47 0 0 1 0 0.09 0.00 0.09
Raoul Bellanova Sub 40 0 0 0 0 0.00 0.00 0.00
Nikola Krstovic Sub 29 0 0 1 0 0.13 0.00 0.13
Gianluca Scamacca FW 17 0 0 1 0 0.05 0.00 0.00
Honest Ahanor DC 7 0 0 0 0 0.00 0.00 0.00
Odilon Kossounou Sub 3 0 0 0 0 0.00 0.00 0.00
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Match

What this page is for

One fixture in full. The model's probability for every market it prices, the prices stored against them, the teams expected to feature, and for a match already played, the shot map and the xG timeline.

How to read the shot map

Every shot is placed where it was taken and sized by its chance of being scored. A cluster of small marks from distance and a clean sheet is a side that was busy without ever threatening; two big marks and a defeat is a side that had the better of it and lost anyway. Both happen constantly, and both are invisible in the score.

How to read the xG timeline

The steps are chances as they arrived, so the shape shows who was on top and when. A flat line that jumps once near the end is a smash and grab.

Things to watch

The stored prediction is the one made before the match, kept deliberately so it can be judged afterwards. It is not re-fitted with hindsight.

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