Atalanta 3-2 Empoli – Result & Analysis
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Poisson model favours Atalanta (58%) — recent form and the head-to-head data both point the same way as Atalanta face Empoli.
✍️ Match Preview
Analysis
Empoli make the trip to Gewiss Stadium to face Atalanta in Serie A (matchday 17). The match kicks off on Sunday 22 December 2024 at 17:00 UK time.
Form
Atalanta (all games): 10W 0D 0L across their last 10 — 3.00 PPG. Last five: W W W W W. They are averaging 2.80 goals per game — a high-scoring output that makes them a genuine attacking threat in any fixture. Defensively, conceding just 0.50 per game is an exceptional defensive record. 5 clean sheets from 10 games (50%) is a standout defensive return — they are keeping their net clean in more than half their matches.
In front of their own supporters, Atalanta have posted 8W 0D 2L from their last 10 home games — 2.40 PPG. They are averaging 2.90 goals per home game — a prolific scoring rate in front of their own fans. Both teams have scored in 80% of their home games — an outstanding BTTS rate that is a key data point for this fixture. Somewhat surprisingly, their home PPG of 2.40 lags behind their overall 3.00 — home advantage has not translated into better results recently.
Empoli have collected 0.90 PPG across their last 10 games: 2W 3D 5L. Last five: D D L W L. Their scoring rate of 0.90 per game is modest, conceding 1.40 — not a side to back heavily on the Over 2.5 from their form alone. 1 clean sheet from 10 outings (10%).
Empoli's form when playing away from home: 3W 4D 3L across their last 10 road games (1.30 PPG). Away from home they average 1.30 goals scored and 1.30 conceded per game. Both teams have scored in 70% of their away matches — a high BTTS rate on the road that directly informs this fixture.
The points-per-game gap of 2.10 in Atalanta's favour (3.00 vs 0.90) is a statistically meaningful difference. The hosts are the form pick here, with draw protection the sensible hedge given the away side's competitiveness.
The BTTS picture is exceptionally clear (from Atalanta's last 10 home games and Empoli's last 10 away games) — both teams have scored in 80% of Atalanta's games and 70% of Empoli's. Both sides above 70% makes BTTS Yes one of the strongest standalone angles in this fixture.
H2H Analysis
The head-to-head record in our data favours Atalanta, who have won 5 of the 6 H2H matches we hold against Empoli — Empoli have 1 win, with 0 draws.
The 6 H2H matches in our data averaged 2.7 goals per game — a neutral rate that gives no strong lean on the goals market from the H2H alone. The most recent of those, on 28 Apr 2024, ended Atalanta 2–0 Empoli — a Atalanta win.
The head-to-head data gives Atalanta an edge — 5 wins from 6 H2H matches is worth weighing, particularly if the form picture is inconclusive.
Trading & In-Play
Atalanta — key trading statistics (last 54 games, 26 of them at home): at least one goal arrives before half-time in 85% of their matches in home games; when goalless at HT, a second-half goal follows 90% of the time; two or more arrive in the second half on 60% of those occasions; they lead at the break 46% of the time; of the 13 games they trailed at half-time, they recovered to draw or win 31%; BTTS occurs in 58% of their matches (home games); Over 2.5 goals lands in 73% of games (home games).
Empoli — key trading statistics (last 54 games, 26 of them away): at least one goal arrives before half-time in 77% of their matches in away games; when goalless at HT, a second-half goal follows 67% of the time; BTTS occurs in 50% of their matches (away games); Over 2.5 goals lands in 38% of games (away games); they fail to score in 52% of games.
BTTS rates are mixed from the trading data — Atalanta 54% versus Empoli 35%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Atalanta 67% | Empoli 32%).
Poisson Model
The Poisson distribution model projects Atalanta 2.19 xG and Empoli 1.30 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: Atalanta attack 1.619 / defence 0.968 | Empoli attack 1.020 / defence 1.010. League average goals — home 1.339 / away 1.322. Atalanta carry an above-average attack rating of 1.619 — their 2.19 xG reflects attacking quality above the league norm. Data: built from Atalanta's last 54 games and Empoli's last 54.
Result probabilities: Atalanta 58% | Draw 20% | Empoli 22%. Fair-value odds: Atalanta 1.74 | Draw 4.93 | Empoli 4.50. The model has a clear lean to Atalanta (58%) — a 36pp gap over the next-most-likely outcome reflects a meaningful statistical advantage.
Goals markets: Over 2.5 probability 68% | BTTS Yes probability 65% | Total xG 3.49. Over 2.5 is the model's clear signal at 68% — a total xG of 3.49 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 65% — both xG figures (2.19 / 1.30) are high enough that each side is projected to find the net.
Verdict
The Poisson model's primary lean is Atalanta at 58% — clear model lean. Recent form and the head-to-head data both align with the Poisson read — multi-source corroboration increases confidence in this selection. 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 3.49 combined xG gives a 68% probability to Over 2.5 — reasonable conviction, supported by recent form (Atalanta's last 10 home games and Empoli's last 10 away games) averaging 3.4 goals per game.
The Poisson model's BTTS call is Yes at 65%. Form rates corroborate — both teams scored in: Atalanta 80% (last 10 home games) | Empoli 70% (last 10 away games).
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💡 Key Insights
🏟️ Match Context
• Fixture: Atalanta vs Empoli | Competition: Serie A, matchday 17 | Venue: Gewiss Stadium • Kick-off: Sunday 22 December 2024 at 17:00 UK time • Data inputs: head-to-head data, recent form (overall and home/away), the Poisson prediction model and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Atalanta 58% | Draw 20% | Empoli 22% • Poisson goal markets: Over 2.5 68% (Under 32%) | BTTS Yes 65% (No 35%) | xG Atalanta 2.19 / Empoli 1.30 • Poisson strength factors: Atalanta attack 1.619 / def 0.968 | Empoli attack 1.020 / def 1.010 | league avg home 1.339 / away 1.322 • Poisson stance: Atalanta (58%) — strong lean
🧮 Prediction Model
2.19
Atalanta xG
Expected Goals
1.30
Empoli xG
65%
BTTS
86%
Over 1.5
68%
Over 2.5
46%
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.
❓ Atalanta vs Empoli FAQs
What time does Atalanta vs Empoli kick off?
Atalanta vs Empoli kicked off at 17:00 UK time on Sunday 22 December 2024 at Gewiss Stadium.
What was the final score in Atalanta vs Empoli?
Atalanta 3 - 2 Empoli.
Where is Atalanta vs Empoli being played?
The match is being played at Gewiss Stadium.
What competition is Atalanta vs Empoli part of?
Atalanta vs Empoli is a Serie A fixture (matchday 17) (Italy).
Who is favourite to win Atalanta vs Empoli?
Our statistical model gives Atalanta a 58% chance of winning, Empoli a 22% chance, and a 20% chance of a draw — making Atalanta the favourite.
Will both teams score in Atalanta vs Empoli?
Our model estimates a 65% probability that both Atalanta and Empoli will score, so it leans towards BTTS Yes.
Will Atalanta vs Empoli have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 68%, so it leans towards over 2.5 goals.
🧮 Model Insight
Behind the Numbers
The model rates Atalanta's attack at 1.62x the league average against Empoli's defence at 1.01x — combine the two and it projects 2.19 expected goals for the hosts. Flip it around — Empoli's attack (1.02x) against Atalanta's defence (0.97x) — and the away total comes out at 1.30.
These ratings are built from Atalanta's last 54 games and Empoli's last 54 — a full enough recent sample to trust.
Scoreline Breakdown
Of every possible scoreline, 1-1 carries the highest individual probability at 9.8% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 2-1 (9.5%), 2-0 (7.3%). Together the top three scorelines make up 27% of the probability — a moderately spread distribution, typical of a competitive match-up.
Most Likely Outcome
Atalanta Win
58%
1.74
20%
4.93
22%
4.50
Top 3 Most Likely Scorelines
2 β 1
9.5%
Home win
Most likely
1 β 1
8.7%
Draw
2 β 0
7.3%
Home win
Expected Goals & Win Odds
2.19
Atalanta xG
Total xG
3.49
1.30
Empoli xG
1.74
58%
Home win
4.93
20%
Draw
4.50
22%
Away win
Goals Markets
86%
Over 1.5
1.16
14%
Under 1.5
7.14
68%
Over 2.5
1.47
32%
Under 2.5
3.12
46%
Over 3.5
2.17
54%
Under 3.5
1.85
27%
Over 4.5
3.70
73%
Under 4.5
1.37
Match Markets
Both Teams to Score
65%
BTTS Yes
1.55
35%
BTTS No
2.83
Clean Sheet
27%
3.69
11%
8.93
Win to Nil
16%
6.41
2%
40.21
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 3.0 | 4.0 | 2.6 | 1.1 | 0.4 | 0.1 |
| 1 | 6.6 | 8.7 | 5.7 | 2.5 | 0.8 | 0.2 |
| 2 | 7.3 | 9.5 | 6.2 | 2.7 | 0.9 | 0.2 |
| 3 | 5.3 | 6.9 | 4.5 | 2.0 | 0.6 | 0.2 |
| 4 | 2.9 | 3.8 | 2.5 | 1.1 | 0.4 | 0.1 |
| 5 | 1.3 | 1.7 | 1.1 | 0.5 | 0.2 | – |
Green = home win Β· Grey = draw Β· Amber = away win Β· Outlined cell = most likely score
▶ Model Internals
❓ Atalanta vs Empoli Prediction FAQs
What is the most likely scoreline for Atalanta vs Empoli?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 9.8%.
How many goals are Atalanta and Empoli expected to score?
The model projects 2.19 expected goals for Atalanta and 1.30 for Empoli, a combined total of 3.49.
How confident is the prediction model for Atalanta vs Empoli?
Reasonably confident — the model's leading outcome is rated at 58%, a clear lean rather than a toss-up.
📈 Form Insight
The Form Picture
Atalanta come into this having played 54 games, going 33W 7D 14L for 1.96 points per game. Their last five reads W-W-W-W-W.
On the other side, Empoli sit at 1.02 PPG from 54 outings (13W 16D 25L), a run that reads D-D-L-W-L across their last five.
Atalanta carry the stronger recent form of the two, 0.94 PPG clear of Empoli — worth weighing alongside whatever the head-to-head and market data say.
Home & Away Splits
Atalanta's home form reads 19W 2D 5L across their last 26 home games, a 2.27 PPG return.
Away from home, Empoli have taken 1.08 points per game from their last 26 away games (7W 7D 12L).
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
Atalanta are averaging 2.06 goals scored and 1.09 conceded per game recently; Empoli are on 0.80 scored and 1.30 conceded.
Defensively: Atalanta have kept a clean sheet in 39% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 54 Results
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Atalanta
Blended
Empoli
Blended
Atalanta (Home) vs Empoli (Away)
Home games only for the home side · Away games only for the away side
Atalanta
Blended
Empoli
Blended
❓ Atalanta vs Empoli Form FAQs
What form are Atalanta and Empoli in coming into this match?
Atalanta have gone 33W 7D 14L in their last 54 games (1.96 PPG), while Empoli have gone 13W 16D 25L in their last 54 (1.02 PPG).
Which team has the better venue record — Atalanta at home or Empoli away?
Atalanta's home record (2.27 PPG) is the stronger of the two venue-specific splits — Atalanta at home: 2.27 PPG; Empoli away: 1.08 PPG.
Have Atalanta or Empoli been keeping clean sheets recently?
Atalanta have kept a clean sheet in 39% of their recent games, Empoli in 26%.
⚔️ Rivalry Insight
History of the Fixture
We have 8 H2H matches between these sides on record, dating back to October 2021 — enough to show some patterns. All of them came in Serie A. The most recent in our data was on 23 February 2025, some 1 year back — so squads and form on both sides may look very different now.
Records & Recent Trends
There's a clear recent trend here: Atalanta have taken the most recent 6 H2H results in our data.
For context on how one-sided this fixture can get: Atalanta won Empoli 0-5 Atalanta on 23 Feb 2025, the biggest margin in the H2H matches we hold.
Specifically as hosts in this fixture, Atalanta have gone 3W 0D 1L from the 4 H2H matches in our data played on their own ground against Empoli — worth weighing alongside the overall series record.
Last 8 Meetings
7
Atalanta
0
Draws
1
Empoli
Recent Meetings
❓ Atalanta vs Empoli H2H FAQs
What is the head-to-head record between Atalanta and Empoli?
Across the 8 head-to-head matches in our data, Atalanta have won 7, Empoli have won 1, and 0 have been drawn.
When did Atalanta and Empoli last play each other?
The most recent meeting in our data was on 23 February 2025: Empoli 0-5 Atalanta.
Who has won more matches between Atalanta and Empoli?
Atalanta have the better head-to-head record, with 7 wins from the 8 head-to-head matches in our data.
📈 Trading Insight
How These Sides Start
Atalanta are typically involved in an early goal — the half-time board shows at least one in 85% of their matches. They've gone in front at half-time 58% of the time, though they've let that lead slip 20% of the time they've held it — worth watching if they're only ahead by one. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 40% of those situations.
Empoli are typically involved in an early goal — the half-time board shows at least one in 77% of their matches. They've gone in front at half-time 31% of the time, though they've let that lead slip 25% of the time they've held it — worth watching if they're only ahead by one.
Goals & Clean Sheets
BTTS sits in mixed territory for this pairing — Atalanta 58%, Empoli 50% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 73% (Atalanta) and 38% (Empoli). Stepping up a level, Over 3.5 has also landed reasonably often — 38% and 15% respectively — worth a look for goal-hungry markets.
On the defensive side: Atalanta keep a clean sheet in 42% of their matches; Empoli in 38%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Atalanta home games / Empoli away games. HT metrics require half-time score data β shown as β where unavailable.
❓ Atalanta vs Empoli Trading FAQs
Do both teams usually score in Atalanta and Empoli matches?
Not especially — both teams scoring has occurred in only 58% of Atalanta's recent matches and 50% of Empoli's, a rate that leans toward BTTS No.
Are Atalanta and Empoli matches usually high-scoring?
Recent trends suggest it could be — Over 2.5 goals has landed in 73% of Atalanta's matches and 38% of Empoli's.
Do Atalanta and Empoli matches tend to have early goals?
There has been at least one first-half goal in 85% of Atalanta's recent matches and 77% of Empoli's — a useful reference point for first-half goal markets.
Prediction vindicated as Atalanta edge out Empoli 3-2.
📝 Match Report
How It Unfolded
Atalanta beat Empoli 3-2 at Gewiss Stadium, Regular Season - 17, in the Serie A. The remainder of the report sets that outcome against the pre-match model, the markets and the teams' data profiles.
The Model vs The Result
The Poisson model went into this projecting Atalanta 2.19 xG and Empoli 1.30 xG, a combined 3.49. The scoreboard read 3-2 for 5 actual goals. Atalanta beat their projection by 0.8 — clinical relative to the chances the model priced in. Those figures were built on strength ratings of Atalanta attack 1.62 / defence 0.97 against Empoli attack 1.02 / defence 1.01, drawn from 54/54 games (CurrentSeason).
On the result, the model split it Atalanta 58% | Draw 20% | Empoli 22%, with Atalanta to win its most likely call at 58%. The result followed the model's preferred path, landing its top-rated outcome.
Goals & Markets
The model rated Over 2.5 goals at 68%. The game delivered 5, so it went over — in line with the projection. Over 1.5 had been 86% and landed. Over 3.5 was 46% and came in. On both teams to score, the model sat at 65% and the match saw both sides score — another call in the model's favour. Historically the two sides average 49% Over 2.5 across their same-competition games (Atalanta 67%, Empoli 32%), a base rate that pointed the other way from today's over. Their combined BTTS history runs at 44%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Atalanta's trading profile (54 games, 26 home) set some clear expectations: BTTS lands in 54% of their matches — today it did; they keep a clean sheet 39% of the time, and conceded here.
Empoli's trading profile (54 games, 26 away) set some clear expectations: BTTS lands in 35% of their matches — today it did.
Form vs Result
On form, Atalanta arrived the stronger side — 1.96 PPG against 1.02. Form held, and they took the win. Atalanta (home/away splits) shipped 2 against a 0.96 concession average — a leakier day than usual. Empoli (home/away splits) scored 2 against a 1.00 average — above their attacking norm and shipped 3 against a 1.50 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 4 of 4 pre-match signals came in: result (hit), Over 2.5 (hit), BTTS (hit), form (hit). A strong night for the model: the result sat comfortably inside what the pre-match data projected.
💡 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.