Empoli 1-4 Atalanta – Result & Analysis
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Poisson model rates Atalanta at 60%, yet other data sources diverge — this Empoli vs Atalanta fixture contains genuine analytical tension.
✍️ Match Preview
Analysis
Atalanta make the trip to Stadio Carlo Castellani to face Empoli in Serie A, Regular Season - 8. The match kicks off on Sunday 17 October 2021 at 14:00 UTC.
Form
Empoli (all games): 3W 0D 4L across 7 Serie A fixtures this term — 1.29 PPG. Last five: L L W W L. They are averaging 1.29 goals per game and conceding 1.71 — a modest attacking output that tempers optimism on the Over 2.5 market. 2 clean sheets from 7 outings provides some defensive foundation. Empoli have played only a handful of Serie A games so far this season, so this record also draws on matches from last season.
Empoli's form when playing at home: 1W 0D 3L across 4 games at Stadio Carlo Castellani this term (0.75 PPG). At home they are averaging 1.50 goals scored and 2.50 conceded per game. Both teams have scored in 75% of their home games — an outstanding BTTS rate that is a key data point for this fixture. Somewhat surprisingly, their home PPG of 0.75 lags behind their overall 1.29 — the home advantage has not translated into superior results at Stadio Carlo Castellani this season.
Atalanta have collected 1.57 PPG across 7 Serie A outings this season: 3W 2D 2L. Last five: L W W D L. Their scoring rate of 1.43 per game is modest, conceding 1.29 — not a side to back heavily on the Over 2.5 from their form alone. 2 clean sheets from 7 outings suggests some defensive organisation. Both teams have scored in 71% of their games — a noteworthy BTTS rate that supports the Yes market. Atalanta have played only a handful of Serie A games so far this season, so this record also draws on matches from last season.
Atalanta away from home this season: 2W 1D 0L from 3 away games — 2.33 PPG on the road. Away from home they average 1.67 goals scored and 1.00 conceded per game. BTTS has landed in 67% of their away games — meaningful support for the Yes angle in this specific context. Their away PPG of 2.33 exceeds their overall 1.57 — they actually perform better on the road than their aggregate form implies.
A near-identical PPG reading — 1.29 for Empoli, 1.57 for Atalanta — means the form record is uninstructive on result selection. The goals and market sections will carry greater evidential weight.
In terms of goals, both squads have been finding the net consistently (using home/away splits) — Empoli have seen both teams score in 75% of their games, Atalanta in 67%. That combined rate is a strong statistical case for BTTS Yes as a standalone play.
Trading & In-Play
Empoli — key trading statistics (7 games, 3 at home): they score before half-time in 100% of fixtures; BTTS occurs in 43% of their matches; Over 2.5 goals lands in 57% of games.
Atalanta — key trading statistics (7 games, 3 at away): they score before half-time in 71% of fixtures; BTTS occurs in 71% of their matches; Over 2.5 goals lands in 71% of games.
BTTS rates are mixed from the trading data — Empoli 43% versus Atalanta 71%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Empoli 57% | Atalanta 71%).
Poisson Model
The Poisson distribution model projects Empoli 1.19 xG and Atalanta 2.20 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: Empoli attack 0.899 / defence 1.594 | Atalanta attack 0.919 / defence 0.992. League average goals — home 1.329 / away 1.504. Data: 7 Empoli games / 7 Atalanta games used (CurrentSeason).
Result probabilities: Empoli 20% | Draw 20% | Atalanta 60%. Fair-value odds: Empoli 5.00 | Draw 5.00 | Atalanta 1.67. The model has a clear lean to Atalanta (60%) — a 40pp gap over the next-most-likely outcome reflects a meaningful statistical advantage.
Goals markets: Over 2.5 probability 66% | BTTS probability 62% | Total xG 3.39. Over 2.5 is the model's clear signal at 66% — a total xG of 3.39 means the expected score alone exceeds the 2.5 threshold, making the Over not just likely but structurally supported by both sides' attack/defence profiles. BTTS Yes at 62% reflects that both xG figures (1.19 / 2.20) are above the threshold where scoring blanks become the primary outcome — both sides are projected to find the net.
Verdict
The Poisson model's primary lean is Atalanta at 60% — clear model lean. Draw No Bet is worth pricing alongside the outright: 20% draw probability makes the stalemate a live outcome even at this conviction level.
On the goals line, Poisson's 3.39 combined xG gives a 66% probability to Over 2.5 — reasonable, supported by form averaging 3.3 goals per game.
The Poisson model's BTTS call is Yes at 62%. Form rates corroborate: Empoli 75% | Atalanta 67% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Empoli vs Atalanta | Competition: Serie A, Regular Season - 8 | Venue: Stadio Carlo Castellani • Kick-off: Sunday 17 Oct 2021, 14:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Empoli 20% | Draw 20% | Atalanta 60% • Poisson goal markets: Over 2.5 66% | BTTS 62% | xG Empoli 1.19 / Atalanta 2.20 • Poisson strength factors: Empoli attack 0.899 / def 1.594 | Atalanta attack 0.919 / def 0.992 | league avg home 1.329 / away 1.504 • Poisson stance: Atalanta (60%) — strong lean
🧮 Prediction Model
1.19
Empoli xG
Expected Goals
2.20
Atalanta xG
62%
BTTS
85%
Over 1.5
66%
Over 2.5
44%
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 Empoli vs Atalanta kick off?
Empoli vs Atalanta kicked off at 14:00 on Sunday 17 October 2021 at Stadio Carlo Castellani.
What was the final score in Empoli vs Atalanta?
Empoli 1 - 4 Atalanta.
Where is Empoli vs Atalanta being played?
The match is being played at Stadio Carlo Castellani.
What competition is Empoli vs Atalanta part of?
Empoli vs Atalanta is a Regular Season - 8 fixture in the Serie A (Italy).
Who is favourite to win Empoli vs Atalanta?
Our statistical model gives Empoli a 20% chance of winning, Atalanta a 60% chance, and a 20% chance of a draw — making Atalanta the favourite.
Will both teams score in Empoli vs Atalanta?
Our model estimates a 62% probability that both Empoli and Atalanta will score (BTTS).
Will Empoli vs Atalanta have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 66%.
What is the head-to-head record between Empoli and Atalanta?
No recorded head-to-head meetings available in the dataset.
What form are Empoli and Atalanta in?
Empoli (all comps): 3W-0D-4L in 7 | 1.29 PPG | GF 1.29 / GA 1.71 | L5 L-L-W-W-L. Atalanta (all comps): 3W-2D-2L in 7 | 1.57 PPG | GF 1.43 / GA 1.29 | L5 L-W-W-D-L.
🧮 Model Insight
Behind the Numbers
The model rates Empoli's attack at 0.90x the league average against Atalanta's defence at 0.99x — combine the two and it projects 1.19 expected goals for the hosts. Flip it around — Atalanta's attack (0.92x) against Empoli's defence (1.59x) — and the away total comes out at 2.20.
These ratings are built from 7/7 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 10.0% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 1-2 (9.7%), 0-2 (8.2%). Together the top three scorelines make up 28% of the probability — a moderately spread distribution, typical of a competitive match-up.
Most Likely Outcome
Atalanta Win
20%
5.10
20%
5.02
60%
1.65
Top 3 Most Likely Scorelines
1 – 2
9.7%
Away win
Most likely
1 – 1
8.8%
Draw
0 – 2
8.2%
Away win
Expected Goals & Win Odds
1.19
Empoli xG
Total xG
3.39
2.20
Atalanta xG
5.10
20%
Home win
5.02
20%
Draw
1.65
60%
Away win
Goals Markets
85%
Over 1.5
1.18
15%
Under 1.5
6.67
66%
Over 2.5
1.52
34%
Under 2.5
2.94
44%
Over 3.5
2.27
56%
Under 3.5
1.79
25%
Over 4.5
4.00
75%
Under 4.5
1.33
Match Markets
Both Teams to Score
62%
BTTS Yes
1.62
38%
BTTS No
2.61
Clean Sheet
11%
9.05
31%
3.27
Win to Nil
2%
46.14
18%
5.41
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 3.4 | 7.4 | 8.2 | 6.0 | 3.3 | 1.5 |
| 1 | 4.0 | 8.8 | 9.7 | 7.1 | 3.9 | 1.7 |
| 2 | 2.4 | 5.2 | 5.8 | 4.2 | 2.3 | 1.0 |
| 3 | 0.9 | 2.1 | 2.3 | 1.7 | 0.9 | 0.4 |
| 4 | 0.3 | 0.6 | 0.7 | 0.5 | 0.3 | 0.1 |
| 5 | 0.1 | 0.1 | 0.2 | 0.1 | 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 Empoli vs Atalanta?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 10.0%.
How many goals are Empoli and Atalanta expected to score?
The model projects 1.19 expected goals for Empoli and 2.20 for Atalanta, a combined total of 3.39.
How confident is the prediction model for Empoli vs Atalanta?
Reasonably confident — the model's leading outcome is rated at 60%, a clear lean rather than a toss-up.
📈 Form Insight
The Form Picture
Empoli come into this having played 7 games, going 3W 0D 4L for 1.29 points per game. Their last five reads L-L-W-W-L. It's still early in the season for Empoli, so this record blends in a handful of games from last season too.
On the other side, Atalanta sit at 1.57 PPG from 7 outings (3W 2D 2L), a run that reads L-W-W-D-L across their last five. It's still early in the season for Atalanta, so this record blends in a handful of games from last season too.
There isn't much between them on recent form — 1.29 PPG for Empoli against 1.57 for Atalanta. Neither side arrives with a clear form advantage.
Home & Away Splits
Empoli's home form reads 1W 0D 2L across 3 games on their own ground, a 1.00 PPG return.
Away from home, Atalanta have taken 2.33 points per game from 3 outings (2W 1D 0L). That's actually stronger than their 1.57 PPG overall record — Atalanta travel well.
Comparing the two in their relevant venue splits, Atalanta come out ahead — a more targeted read than the overall PPG figures above, since it strips out games played in the opposite context.
Scoring & Defensive Trends
Empoli are averaging 1.29 goals scored and 1.71 conceded per game recently; Atalanta are on 1.43 scored and 1.29 conceded.
On BTTS specifically: Atalanta in 71%.
Last 7 Results — Serie A
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Empoli
Early Season
Atalanta
Early Season
❓ Frequently Asked Questions
What form are Empoli and Atalanta in coming into this match?
Empoli have gone 3W 0D 4L in their last 7 games (1.29 PPG), while Atalanta have gone 3W 2D 2L in their last 7 (1.57 PPG).
Which team has the better venue record — Empoli at home or Atalanta away?
Atalanta's away record (2.33 PPG) is the stronger of the two venue-specific splits — Empoli at home: 1.00 PPG; Atalanta away: 2.33 PPG.
⚔️ Rivalry Insight
History of the Fixture
On record, these two have faced off 8 times since October 2021 — enough meetings to establish some real patterns. Every recorded meeting has come in Serie A. It has been a while since the last meeting — 23 February 2025, some 3 years back — so squads and form on both sides may look very different now.
Records & Recent Trends
There's a clear current trend here: Atalanta have taken the last 6 head-to-head results.
For context on how one-sided this fixture can get: Atalanta won 0-5 on 23 Feb 2025, the biggest margin either side has managed in the series.
Specifically as hosts in this fixture, Empoli have gone 0W 0D 4L from 4 meetings on their own ground against Atalanta — worth weighing alongside the overall series record.
Last 8 Meetings
1
Empoli
0
Draws
7
Atalanta
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Empoli and Atalanta?
From 8 meetings on record, Empoli have won 1, Atalanta have won 7, and 0 have been drawn.
When did Empoli and Atalanta last play each other?
They last met on 23 February 2025, when Empoli 0-5 Atalanta.
Who has won more matches between Empoli and Atalanta?
Atalanta have the better head-to-head record, with 7 wins from 8 meetings.
📈 Trading Insight
How These Sides Start
Empoli are typically involved in an early goal — the half-time board shows at least one in 100% of their matches. They've gone in front at half-time 33% of the time.
Atalanta are typically involved in an early goal — the half-time board shows at least one in 67% of their matches. They've gone in front at half-time 67% of the time, though they've let that lead slip 33% of the time they've held it — worth watching if they're only ahead by one.
Goals & Clean Sheets
BTTS has landed consistently for both sides recently — 67% for Empoli, 67% for Atalanta — a strong two-way scoring signal.
Goals have flowed in these teams' recent matches — Over 2.5 has landed at 100% for Empoli and 67% for Atalanta. Stepping up a level, Over 3.5 has also landed reasonably often — 33% and 33% respectively — worth a look for goal-hungry markets.
On the defensive side: Atalanta in 33%; Empoli have failed to score in 33% of games.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Empoli 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 Empoli play Atalanta?
Yes — based on recent matches, both teams have scored in 67% of Empoli's games and 67% of Atalanta's, a combined rate that favours BTTS Yes.
Is Empoli vs Atalanta usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 100% of Empoli's matches and 67% of Atalanta's.
Do Empoli and Atalanta tend to score early?
Empoli have had a goal before half-time in 100% of their recent matches, Atalanta in 67% — a useful reference point for first-half goal markets.
Dominant Atalanta run riot with a 1-4 hammering of Empoli.
📝 Match Report
How It Unfolded
Atalanta beat Empoli 1-4 at Stadio Carlo Castellani, Regular Season - 8, 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 Empoli 1.19 xG and Atalanta 2.20 xG, a combined 3.39. The scoreboard read 1-4 for 5 actual goals. Atalanta outscored their 2.20 projection by 1.8. Those figures were built on strength ratings of Empoli attack 0.90 / defence 1.59 against Atalanta attack 0.92 / defence 0.99, drawn from 7/7 games (CurrentSeason).
On the result, the model split it Empoli 20% | Draw 20% | Atalanta 60%, with Atalanta to win its most likely call at 60%. The scoreboard confirmed the model's leading pick.
Goals & Markets
The model rated Over 2.5 goals at 66%. The game delivered 5, so it went over — the model's lean was correct. Over 1.5 had been 85% and landed. Over 3.5 was 44% and came in. On both teams to score, the model sat at 62% and the match saw both sides score — another call in the model's favour. Historically the two sides average 64% Over 2.5 across their same-competition games (Empoli 57%, Atalanta 71%), 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
Empoli's trading profile (7 games, 3 home) set some clear expectations: BTTS lands in 43% of their matches — today it did.
Atalanta's trading profile (7 games, 3 away) set some clear expectations: BTTS lands in 71% of their matches — today it did.
Form vs Result
The form lines were close — Empoli 1.29 PPG, Atalanta 1.57 PPG — offering no strong steer, and the Atalanta win broke the near-deadlock. Empoli (home/away splits) shipped 4 against a 2.33 concession average — a leakier day than usual. Atalanta (home/away splits) scored 4 against a 1.67 average — above their attacking norm.
Verdict
Grading the result against the stored data, 3 of 3 pre-match signals came in: result (hit), Over 2.5 (hit), BTTS (hit). The data earned its keep here, calling the bulk of the fixture correctly.
💡 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.