Napoli 2-3 Atalanta – Result & Analysis
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Poisson model rates Napoli at 42%, yet other data sources diverge — this Napoli vs Atalanta fixture contains genuine analytical tension.
✍️ Match Preview
Analysis & Preview
A Serie A encounter, Regular Season - 16 sees Atalanta travel to Stadio Diego Armando Maradona to take on Napoli. The game is scheduled for Saturday 4 December 2021, 19:45 UTC.
Form Analysis
Looking at all fixtures this season, Napoli stand at 6W 3D 1L from 10 Serie A matches — 2.10 PPG. Last five: W D L W D. Offensively they are averaging 1.80 goals per game, with 0.70 conceded. Defensively, conceding just 0.70 per game is an exceptional defensive record — one of the tightest in the division. 6 clean sheets from 10 games (60%) is a standout defensive return — they are keeping their net clean in more than half their matches. This season is still relatively young for Napoli, so this record blends games from this season and last.
At home at Stadio Diego Armando Maradona, Napoli have gone 6W 1D 0L this season (7 games, 2.71 PPG). They are averaging 2.14 goals per home game — a prolific scoring rate in front of their own fans. 5 clean sheets from 7 home games (71%) — they are an exceptionally hard side to score against at Stadio Diego Armando Maradona. At home, both teams have scored in only 29% of games — reinforcing BTTS No as the home-venue-backed angle. Their home PPG of 2.71 is noticeably stronger than their overall 2.10 — Napoli are significantly better at Stadio Diego Armando Maradona than their overall form suggests.
Across all Serie A games this season, Atalanta have recorded 6W 3D 1L from 10 outings — 2.10 PPG. Last five: D W W W W. Their attacking form is sharp — 2.60 goals per game is a high-output rate that commands respect in the goals markets. 2 clean sheets from 10 outings suggests some defensive organisation. Both teams have scored in 80% of their matches this season — one of the stronger BTTS rates in the division, making Yes a well-evidenced play. This season is still relatively young for Atalanta, so this record blends games from this season and last.
Atalanta away from home this season: 6W 1D 0L from 7 away games — 2.71 PPG on the road. They are averaging 2.14 goals per away game — strong road scoring that makes them a threat even without home support. Both teams have scored in 71% of their away matches — a high BTTS rate on the road that directly informs this fixture. Their away PPG of 2.71 exceeds their overall 2.10 — they actually perform better on the road than their aggregate form implies.
The form figures are too closely matched to derive a directional pick: Napoli 2.10 PPG, Atalanta 2.10 PPG. Look to other data sets to build the analysis.
In-Play Data
Napoli trading profile (15 games, 7 at home): they score before half-time in 71% of fixtures in home games; when goalless at HT, a second-half goal follows 80% of the time; BTTS occurs in 29% of their matches (home games); Over 2.5 goals lands in 43% of games (home games); they keep a clean sheet 60% of the time.
Atalanta trading profile (15 games, 7 at away): they score before half-time in 86% of fixtures in away games; when goalless at HT, a second-half goal follows 67% of the time; they lead at the break 60% of the time; BTTS occurs in 71% of their matches (away games); Over 2.5 goals lands in 71% of games (away games); Over 3.5 in 47%.
BTTS rates are mixed from the trading data — Napoli 40% versus Atalanta 73%; no strong lean in either direction. Over 2.5 goals is well-supported by both sides' in-play profiles (Napoli 60% | Atalanta 73%).
Poisson Model
The Poisson distribution model projects Napoli 1.37 xG and Atalanta 1.13 xG. These expected goals figures are the primary input: they feed a goal-probability matrix across all scoreline combinations to derive the result and market probabilities below. Underlying strength ratings: Napoli attack 1.205 / defence 0.750 | Atalanta attack 1.092 / defence 0.921. League average goals — home 1.236 / away 1.384. Napoli's defence rating of 0.750 is below average — the home backline is amplifying the visitor's projected output. Data: 15 Napoli games / 15 Atalanta games used (CurrentSeason).
Result probabilities: Napoli 42% | Draw 27% | Atalanta 31%. Fair-value odds: Napoli 2.38 | Draw 3.70 | Atalanta 3.23. This is a low-confidence result — no outcome exceeds 45%. The draw at 27% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 46% | BTTS probability 51% | Total xG 2.51. Over/Under 2.5 is close to a coin-flip at 46%/54% — the total xG of 2.51 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS probability of 51% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Our Verdict
Poisson rates Napoli as the most likely outcome at 42% — marginal model lean. With a 27% draw probability, Draw No Bet on Napoli offers a more defensible entry point than the straight win. The opposing side holds a 31% win probability per the model — this is not a banker and should be staked accordingly.
On the goals line, Poisson's 2.51 combined xG gives a 46% probability to Under 2.5 — Poisson-only — limited corroboration.
Poisson assigns a 51% probability to BTTS Yes based on the attack/defence strength model. Form rates are neutral: Napoli 29% | Atalanta 71%.
The outsider holds a 31% win probability per the model — this is not a banker and should not be treated as one. Proportionate stakes are appropriate given the genuine contest the data projects.
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💡 Key Insights
🏟️ Match Context
• Fixture: Napoli vs Atalanta | Competition: Serie A, Regular Season - 16 | Venue: Stadio Diego Armando Maradona • Kick-off: Saturday 4 Dec 2021, 19:45 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Napoli 42% | Draw 27% | Atalanta 31% • Poisson goal markets: Over 2.5 46% | BTTS 51% | xG Napoli 1.37 / Atalanta 1.13 • Poisson strength factors: Napoli attack 1.205 / def 0.750 | Atalanta attack 1.092 / def 0.921 | league avg home 1.236 / away 1.384 • Poisson stance: Napoli (42%) — low confidence — close contest
🧮 Prediction Model
1.37
Napoli xG
Expected Goals
1.13
Atalanta xG
51%
BTTS
71%
Over 1.5
46%
Over 2.5
24%
Over 3.5
Full score-by-score matrix & model internals in the "Full Poisson Detail" section below ↓
⚠️ This analysis is generated algorithmically from statistical data and is intended for informational purposes only. It does not constitute betting advice. Please gamble responsibly.
❓ Frequently Asked Questions
What time does Napoli vs Atalanta kick off?
Napoli vs Atalanta kicked off at 19:45 on Saturday 4 December 2021 at Stadio Diego Armando Maradona.
What was the final score in Napoli vs Atalanta?
Napoli 2 - 3 Atalanta.
Where is Napoli vs Atalanta being played?
The match is being played at Stadio Diego Armando Maradona.
What competition is Napoli vs Atalanta part of?
Napoli vs Atalanta is a Regular Season - 16 fixture in the Serie A (Italy).
Who is favourite to win Napoli vs Atalanta?
Our statistical model gives Napoli a 42% chance of winning, Atalanta a 31% chance, and a 27% chance of a draw — making Napoli the favourite.
Will both teams score in Napoli vs Atalanta?
Our model estimates a 51% probability that both Napoli and Atalanta will score (BTTS).
Will Napoli vs Atalanta have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 46%.
What is the head-to-head record between Napoli and Atalanta?
No recorded head-to-head meetings available in the dataset.
What form are Napoli and Atalanta in?
Napoli (all comps): 6W-3D-1L in 10 | 2.10 PPG | GF 1.80 / GA 0.70 | L5 W-D-L-W-D. Atalanta (all comps): 6W-3D-1L in 10 | 2.10 PPG | GF 2.60 / GA 1.30 | L5 D-W-W-W-W.
🧮 Model Insight
How the Model Works This Match
The model rates Napoli's attack at 1.21x the league average against Atalanta's defence at 0.92x — combine the two and it projects 1.37 expected goals for the hosts. The same calculation in reverse, Atalanta's attack versus Napoli's defence, projects 1.13 expected goals for the visitors.
These ratings are built from 15/15 games of current-season data — a full enough sample to trust.
Scoreline Breakdown
Of every possible scoreline, 1-1 carries the highest individual probability at 14.3% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 0-0 (9.8%), 1-0 (9.5%). Those top three scorelines alone account for 34% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Napoli Win
42%
2.36
27%
3.74
31%
3.23
Top 3 Most Likely Scorelines
1 – 1
12.7%
Draw
Most likely
1 – 0
11.2%
Home win
0 – 1
9.2%
Away win
Expected Goals & Win Odds
1.37
Napoli xG
Total xG
2.51
1.13
Atalanta xG
2.36
42%
Home win
3.74
27%
Draw
3.23
31%
Away win
Goals Markets
71%
Over 1.5
1.41
29%
Under 1.5
3.45
46%
Over 2.5
2.17
54%
Under 2.5
1.85
24%
Over 3.5
4.17
76%
Under 3.5
1.32
11%
Over 4.5
9.09
89%
Under 4.5
1.12
Match Markets
Both Teams to Score
51%
BTTS Yes
1.98
49%
BTTS No
2.03
Clean Sheet
32%
3.11
25%
3.95
Win to Nil
14%
7.35
8%
12.75
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 8.2 | 9.2 | 5.2 | 2.0 | 0.6 | 0.1 |
| 1 | 11.2 | 12.7 | 7.2 | 2.7 | 0.8 | 0.2 |
| 2 | 7.7 | 8.7 | 4.9 | 1.9 | 0.5 | 0.1 |
| 3 | 3.5 | 4.0 | 2.3 | 0.9 | 0.2 | 0.1 |
| 4 | 1.2 | 1.4 | 0.8 | 0.3 | 0.1 | – |
| 5 | 0.3 | 0.4 | 0.2 | 0.1 | – | – |
Green = home win · Grey = draw · Amber = away win · Outlined cell = most likely score
▶ Model Internals
❓ Frequently Asked Questions
What is the most likely scoreline for Napoli vs Atalanta?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 14.3%.
How many goals are Napoli and Atalanta expected to score?
The model projects 1.37 expected goals for Napoli and 1.13 for Atalanta, a combined total of 2.51.
How confident is the prediction model for Napoli vs Atalanta?
Not very — the model's leading outcome sits at just 42%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Form at a Glance
Napoli's recent record stands at 11W 3D 1L from 15 games, a 2.40 PPG return, with W-D-L-W-D in the last five. The sample for Napoli is still a mix of this season and last, given how young the current campaign is.
Atalanta, meanwhile, have gone 9W 4D 2L across 15 games — 2.07 PPG, with D-W-W-W-W in their last five. The sample for Atalanta is still a mix of this season and last, given how young the current campaign is.
Form-wise this is close to level: Napoli on 2.40 PPG, Atalanta on 2.07. Other factors will likely decide this one more than recent results.
Venue Form
At home specifically, Napoli have managed 6W 1D 0L from 7 games — 2.71 PPG in front of their own supporters.
Atalanta's away record stands at 6W 1D 0L across 7 trips, a 2.71 PPG haul. That's actually stronger than their 2.07 PPG overall record — Atalanta travel well.
Goals in Recent Form
Napoli are averaging 2.13 goals scored and 0.60 conceded per game recently; Atalanta are on 2.13 scored and 1.13 conceded. Atalanta's attacking output running into Napoli's solid defensive record is the key goals-market tension in this fixture.
On BTTS specifically: Atalanta in 73%.
Defensively: Napoli have kept a clean sheet in 60% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 15 Results — Serie A
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Napoli
Blended
Atalanta
Blended
❓ Frequently Asked Questions
What form are Napoli and Atalanta in coming into this match?
Napoli have gone 11W 3D 1L in their last 15 games (2.40 PPG), while Atalanta have gone 9W 4D 2L in their last 15 (2.07 PPG).
Which team has the better venue record — Napoli at home or Atalanta away?
Napoli's home record (2.71 PPG) is the stronger of the two venue-specific splits — Napoli at home: 2.71 PPG; Atalanta away: 2.71 PPG.
Have Napoli or Atalanta been keeping clean sheets recently?
Napoli have kept a clean sheet in 60% of their recent games, Atalanta in 27%.
⚔️ Rivalry Insight
Fixture History
10 meetings separate these sides on the data we hold, the series stretching back to December 2021. Every recorded meeting has come in Serie A. They last met on 22 February 2026, roughly 5 months ago.
Streaks & Records
The biggest gap between the sides came on 30 Mar 2024, when Atalanta won 0-3 — the largest margin of victory on record between these two.
Napoli's record when hosting Atalanta specifically: 2W 0D 3L from 5 games — a narrower, venue-specific slice of the head-to-head picture.
Last 10 Meetings
6
Napoli
0
Draws
4
Atalanta
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Napoli and Atalanta?
From 10 meetings on record, Napoli have won 6, Atalanta have won 4, and 0 have been drawn.
When did Napoli and Atalanta last play each other?
They last met on 22 February 2026, when Atalanta 2-1 Napoli.
Who has won more matches between Napoli and Atalanta?
Napoli have the better head-to-head record, with 6 wins from 10 meetings.
📈 Trading Insight
First-Half Patterns
Napoli are typically involved in an early goal — the half-time board shows at least one in 71% of their matches. They've gone in front at half-time 43% of the time. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 14% of those situations.
Atalanta are typically involved in an early goal — the half-time board shows at least one in 86% of their matches. They've gone in front at half-time 86% of the time.
Full-Time Trends
BTTS sits in mixed territory for this pairing — Napoli 29%, Atalanta 71% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 43% (Napoli) and 71% (Atalanta). Stepping up a level, Over 3.5 has also landed reasonably often — 14% and 43% respectively — worth a look for goal-hungry markets.
On the defensive side: Napoli keep a clean sheet in 71% of their matches.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Napoli home games / Atalanta away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Napoli play Atalanta?
Not especially — both teams scoring has occurred in only 29% of Napoli's recent matches and 71% of Atalanta's, a rate that leans toward BTTS No.
Is Napoli vs Atalanta usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 43% of Napoli's matches and 71% of Atalanta's.
Do Napoli and Atalanta tend to score early?
Napoli have had a goal before half-time in 71% of their recent matches, Atalanta in 86% — a useful reference point for first-half goal markets.
Shock result as Atalanta defy the odds to beat Napoli 2-3.
📝 Match Report
How It Unfolded
Atalanta beat Napoli 2-3 at Stadio Diego Armando Maradona, Regular Season - 16, in the Serie A. That is the final score; the rest of this report grades it against what the data forecast beforehand.
The Model vs The Result
The Poisson model went into this projecting Napoli 1.37 xG and Atalanta 1.13 xG, a combined 2.51. The scoreboard read 2-3 for 5 actual goals. Atalanta outscored their 1.13 projection by 1.9. Those figures were built on strength ratings of Napoli attack 1.21 / defence 0.75 against Atalanta attack 1.09 / defence 0.92, drawn from 15/15 games (CurrentSeason).
On the result, the model split it Napoli 42% | Draw 27% | Atalanta 31%, with Napoli to win its most likely call at 42%. The actual Atalanta win had been the model's second-ranked read at 31%, so the result diverged from the top call without being a shock.
Goals & Markets
The model rated Over 2.5 goals at 46%. The game delivered 5, so it went over — a miss for the goals model. Over 1.5 had been 71% and landed. Over 3.5 was 24% and came in. On both teams to score, the model sat at 51% and the match saw both sides score — another call in the model's favour. Historically the two sides average 67% Over 2.5 across their same-competition games (Napoli 60%, Atalanta 73%), a base rate that agreed with today's over. Their combined BTTS history runs at 57%, which matched the both-scored outcome.
Trading Patterns vs Reality
Napoli's trading profile (15 games, 7 home) set some clear expectations: BTTS lands in 40% of their matches — today it did; they keep a clean sheet 60% of the time, and conceded here.
Atalanta's trading profile (15 games, 7 away) set some clear expectations: BTTS lands in 73% of their matches — today it did.
Form vs Result
The form lines were close — Napoli 2.40 PPG, Atalanta 2.07 PPG — offering no strong steer, and the Atalanta win broke the near-deadlock. Napoli (home/away splits) shipped 3 against a 0.29 concession average — a leakier day than usual. Atalanta (home/away splits) scored 3 against a 2.14 average — above their attacking norm and shipped 2 against a 0.86 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 1 of 3 pre-match signals came in: result (miss), Over 2.5 (miss), BTTS (hit). A poor return for the projections: the match defied the majority of what the numbers expected.
💡 Key Insights
⚠️ This match report is generated algorithmically from the final score, our prediction model, and each team's historical form and trading data. Analysis is for informational purposes only.