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Atalanta v Roma — Prediction, Odds & Stats

Saturday 3 January 2026 · ITA-Serie A · 2526

Serie A xG Prediction generated

1–0
2.74 – 1.01 xG
Shots
13 – 10
On target
2 – 3
Shots in box
8 – 7
xG per shot
0.21 – 0.10
Set-piece xG
1.49 – 0.13
Goals − xG
-1.77 – -1.02

AI prediction

ai-blend-oos No snapshot has been taken for this fixture yet; this is the stored price.
Atalanta win
31.9%
Draw
33.9%
Roma win
34.3%

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

Atalanta are conceding sharply fewer than expected — 5.3 goals saved beyond what the chances suggest.

LDLDWLDWWL last 10 scored 11 from 11.9 xG conceded 12 from 17.3 xG

Roma are conceding fewer than expected — 2.6 goals saved beyond what the chances suggest.

WDWWWWWWWW last 10 scored 27 from 27.0 xG conceded 4 from 6.6 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 1.05–1.09 0% 0% 0% Away ✗
dc-xg-oos 1.83–1.11 1-1 11% 56% 56% 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

0.00.81.62.33.10'15'30'45'60'75'90'Giorgio Scalvini 11' — goal
Atalanta 2.77 xGRoma 1.02 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

Paulo Dybala 0' — Blocked Shot (0.08 xG, Open Play)Evan Ferguson 6' — Saved Shot (0.03 xG, Open Play)Evan Ferguson 6' — Blocked Shot (0.03 xG, Open Play)Charles De Ketelaere 7' — Blocked Shot (0.09 xG, Open Play)Giorgio Scalvini 11' — Goal (0.96 xG, From Corner)Nicola Zalewski 19' — Missed Shot (0.63 xG, Open Play)Éderson 19' — Blocked Shot (0.06 xG, Open Play)Gianluca Scamacca 27' — Missed Shot (0.04 xG, Open Play)Kouadio Kone 38' — Missed Shot (0.04 xG, Open Play)Charles De Ketelaere 41' — Blocked Shot (0.06 xG, Open Play)Giorgio Scalvini 45' — Blocked Shot (0.03 xG, From Corner)Evan Ferguson 49' — Saved Shot (0.09 xG, From Corner)Gianluca Mancini 49' — Blocked Shot (0.08 xG, Open Play)Gianluca Scamacca 51' — Blocked Shot (0.12 xG, Open Play)Devyne Rensch 51' — Missed Shot (0.04 xG, Open Play)Matìas Soulè Malvano 51' — Saved Shot (0.04 xG, Open Play)Honest Ahanor 61' — Blocked Shot (0.07 xG, Open Play)Paulo Dybala 63' — Blocked Shot (0.55 xG, Open Play)Lorenzo Bernasconi 64' — Blocked Shot (0.08 xG, Open Play)Gianluca Scamacca 68' — Blocked Shot (0.05 xG, Open Play)Nikola Krstovic 80' — Missed Shot (0.49 xG, From Corner)Paulo Dybala 83' — Missed Shot (0.03 xG, Set Piece)Nikola Krstovic 94' — Saved Shot (0.08 xG, Open Play)
Atalanta attacking right Roma attacking left Marker size is xG; filled markers are goals.

Every shot

MinTeamPlayerxG SituationBody partResultAssisted by
0' Roma Paulo Dybala 0.08 Open Play Left Foot Blocked Shot Evan Ferguson
6' Roma Evan Ferguson 0.03 Open Play Left Foot Saved Shot Paulo Dybala
6' Roma Evan Ferguson 0.03 Open Play Left Foot Blocked Shot
7' Atalanta Charles De Ketelaere 0.09 Open Play Left Foot Blocked Shot Nicola Zalewski
11' Atalanta Giorgio Scalvini 0.96 From Corner Goal
19' Atalanta Nicola Zalewski 0.63 Open Play Right Foot Missed Shot
19' Atalanta Éderson 0.06 Open Play Right Foot Blocked Shot Nicola Zalewski
27' Atalanta Gianluca Scamacca 0.04 Open Play Right Foot Missed Shot Giorgio Scalvini
38' Roma Kouadio Kone 0.04 Open Play Right Foot Missed Shot
41' Atalanta Charles De Ketelaere 0.06 Open Play Left Foot Blocked Shot
45' Atalanta Giorgio Scalvini 0.03 From Corner Right Foot Blocked Shot
49' Roma Evan Ferguson 0.09 From Corner Right Foot Saved Shot Kouadio Kone
49' Roma Gianluca Mancini 0.08 Open Play Left Foot Blocked Shot
51' Atalanta Gianluca Scamacca 0.12 Open Play Right Foot Blocked Shot Davide Zappacosta
51' Roma Devyne Rensch 0.04 Open Play Right Foot Missed Shot
51' Roma Matìas Soulè Malvano 0.04 Open Play Left Foot Saved Shot Bryan Cristante
61' Atalanta Honest Ahanor 0.07 Open Play Left Foot Blocked Shot Charles De Ketelaere
63' Roma Paulo Dybala 0.55 Open Play Left Foot Blocked Shot Wesley
64' Atalanta Lorenzo Bernasconi 0.08 Open Play Left Foot Blocked Shot Éderson
68' Atalanta Gianluca Scamacca 0.05 Open Play Right Foot Blocked Shot Charles De Ketelaere
80' Atalanta Nikola Krstovic 0.49 From Corner Missed Shot Daniel Maldini
83' Roma Paulo Dybala 0.03 Set Piece Left Foot Missed Shot
94' Atalanta Nikola Krstovic 0.08 Open Play Right Foot Saved Shot Berat Gjimshiti

Players

Roma

PlayerMinGA ShKPxGxA xGChain
Paulo Dybala AMC 90 0 0 3 1 0.66 0.03 0.69
Gianluca Mancini DC 90 0 0 1 0 0.08 0.00 0.13
Kouadio Kone MC 90 0 0 1 1 0.04 0.09 0.09
Mile Svilar GK 90 0 0 0 0 0.00 0.00 0.00
Mehmet Zeki Çelik DMR 90 0 0 0 0 0.00 0.00 0.04
Mario Hermoso DC 90 0 0 0 0 0.00 0.00 0.04
Bryan Cristante MC 90 0 0 0 1 0.00 0.04 0.67
Matìas Soulè Malvano AMC 74 0 0 1 0 0.04 0.00 0.67
Evan Ferguson FW 68 0 0 3 1 0.15 0.08 0.13
Devyne Rensch DML 67 0 0 1 0 0.04 0.00 0.04
Jan Ziólkowski DC 54 0 0 0 0 0.00 0.00 0.00
Wesley Sub 36 0 0 0 1 0.00 0.55 0.59
Konstantinos Tsimikas Sub 23 0 0 0 0 0.00 0.00 0.00
Artem Dovbyk Sub 22 0 0 0 0 0.00 0.00 0.00
Stephan El Shaarawy Sub 16 0 0 0 0 0.00 0.00 0.00
Niccolò Pisilli Sub 1 0 0 0 0 0.00 0.00 0.00

Atalanta

PlayerMinGA ShKPxGxA xGChain
Charles De Ketelaere AMC 90 0 0 2 2 0.15 0.11 0.39
Lorenzo Bernasconi DML 90 0 0 1 0 0.08 0.00 0.15
Berat Gjimshiti DC 90 0 0 0 1 0.00 0.08 0.45
Davide Zappacosta DMR 90 0 0 0 1 0.00 0.12 0.23
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 0.12
Gianluca Scamacca FW 80 0 0 3 0 0.21 0.00 0.33
Éderson MC 80 0 0 1 1 0.06 0.08 0.21
Nicola Zalewski AMC 68 0 0 1 2 0.63 0.15 0.78
Giorgio Scalvini DC 67 1 0 2 1 0.99 0.04 0.13
Honest Ahanor Sub 65 0 0 1 0 0.07 0.00 0.07
Sead Kolasinac DC 25 0 0 0 0 0.00 0.00 0.00
Isak Hien Sub 23 0 0 0 0 0.00 0.00 0.11
Yunus Musah Sub 22 0 0 0 0 0.00 0.00 0.08
Nikola Krstovic Sub 10 0 0 2 0 0.58 0.00 0.08
Daniel Maldini Sub 10 0 0 0 1 0.00 0.49 0.00
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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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