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Poisson model favours Atalanta (58%) — form and H2H data both point in the same direction as Atalanta face Empoli.
✍️ Match Preview
Analysis
Empoli make the trip to Gewiss Stadium to face Atalanta in Serie A, Regular Season - 17. The match kicks off on Sunday 22 December 2024 at 17:00 UTC.
Form
Atalanta (all games): 10W 0D 0L across 10 Serie A fixtures this term — 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 — one of the tightest in the division. 5 clean sheets from 10 games (50%) is a standout defensive return — they are keeping their net clean in more than half their matches. This season is still relatively young for Atalanta, so this record blends games from this season and last.
In front of their own supporters this season, Atalanta have posted 8W 0D 2L at Gewiss Stadium — 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 — the home advantage has not translated into superior results at Gewiss Stadium this season.
Empoli have collected 0.90 PPG across 10 Serie A outings this season: 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 suggests some defensive organisation. This season is still relatively young for Empoli, so this record blends games from this season and last.
Empoli's form when playing away from home: 3W 4D 3L across 10 road games this term (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 (using home/away splits) — Atalanta register both teams scoring in 80% of relevant games, Empoli in 70%. Both sides above 70% makes BTTS Yes one of the strongest standalone angles in this fixture.
H2H Analysis
The head-to-head record favours Atalanta, who have won 5 of the last 6 meetings against Empoli — a 0D 1W return for the visitors.
The 6 previous meetings have averaged 2.7 goals per game — a neutral rate that provides no strong lean on the goals market from the H2H alone. The most recent clash, on 28 Apr 2024, ended 2–0 with Atalanta winning.
The historical record gives Atalanta a meaningful edge here — 5 wins from 6 meetings is the kind of ledger that should not be discounted when the form picture is inconclusive. Even away from home, the visitors have struggled to impose themselves in this fixture.
Trading & In-Play
Atalanta — key trading statistics (54 games, 26 at home): they score before half-time in 85% of fixtures 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; BTTS occurs in 58% of their matches (home games); Over 2.5 goals lands in 73% of games (home games).
Empoli — key trading statistics (54 games, 26 at away): they score before half-time in 77% of fixtures 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 strength of 1.619 — their λ of 2.19 reflects genuine attacking quality above the league norm. Data: 54 Atalanta games / 54 Empoli games used (CurrentSeason).
Result probabilities: Atalanta 58% | Draw 20% | Empoli 22%. Fair-value odds: Atalanta 1.72 | Draw 5.00 | Empoli 4.55. 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 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% reflects that both xG figures (2.19 / 1.30) 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 58% — clear model lean. Current-season form corroborates the Poisson lean — partial multi-source support. 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, supported by form averaging 3.4 goals per game.
The Poisson model's BTTS call is Yes at 65%. Form rates corroborate: Atalanta 80% | Empoli 70% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Atalanta vs Empoli | Competition: Serie A, Regular Season - 17 | Venue: Gewiss Stadium • Kick-off: Sunday 22 Dec 2024, 17:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
⚔️ Head-to-Head History
• Record (6 meetings): Atalanta 5W | Draws 0 | Empoli 1W • Goals trend: 2.67 goals/game | Total H2H goals: Atalanta 13 – 3 Empoli • H2H markets: BTTS 33% | Over 2.5 50% | Win rates: Atalanta 83% / Draw 0% / Empoli 17% • Historical edge: Atalanta dominant — 5W from 6 meetings (83% win rate) • H2H vs Poisson: both agree — Atalanta favoured. H2H win rate 83%, Poisson win probability 58% • Goals: H2H average 2.67/game (50% Over 2.5 historically), Poisson total xG 3.49 (68% Over 2.5) — broadly consistent • BTTS: H2H rate 33%, Poisson probability 65% — no strong aligned signal
📈 Recent Form
• Atalanta (all comps): 10W-0D-0L in 10 | 3.00 PPG | GF 2.80 / GA 0.50 | L5 W-W-W-W-W • Empoli (all comps): 2W-3D-5L in 10 | 0.90 PPG | GF 0.90 / GA 1.40 | L5 D-D-L-W-L • Atalanta home split: 2.40 PPG from 10 | GF 2.90 / GA 1.30 | CS 2 • Empoli away split: 1.30 PPG from 10 | GF 1.30 / GA 1.30 | CS 1 • Form edge: Atalanta lead by 2.10 PPG (3.00 vs 0.90) • xG vs form (Atalanta): Poisson projects 2.19 xG vs form scoring rate of 2.90 — model is more cautious than form; the opposition's defensive strength is tempering the scoring expectation • xG vs form (Empoli): Poisson xG of 1.30 aligns with form scoring rate of 1.30 — consistent corroboration • Goals margin: form ~2.8 goals/game, Poisson xG sum 3.49 (68% Over 2.5) — no strong lean either way • BTTS: strong YES — form rates Atalanta 8/10, Empoli 7/10; Poisson BTTS probability 65% — all signals aligned • Form vs Poisson alignment: form and model agree on Atalanta — Atalanta at 58% Poisson win probability
📊 Statistical Prediction
• Poisson result probabilities: Atalanta 58% | Draw 20% | Empoli 22% • Poisson goal markets: Over 2.5 68% | BTTS 65% | 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
🎲 Betting Market Intelligence
• Odds data is not currently available for this fixture
🧮 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
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❓ Frequently Asked Questions
What time does Atalanta vs Empoli kick off?
Atalanta vs Empoli kicked off at 17:00 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 Regular Season - 17 fixture in the Serie A (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 (BTTS).
Will Atalanta vs Empoli have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 68%.
What is the head-to-head record between Atalanta and Empoli?
• Record (6 meetings): Atalanta 5W | Draws 0 | Empoli 1W • Goals trend: 2.67 goals/game | Total H2H goals: Atalanta 13 – 3 Empoli • H2H markets: BTTS 33% | Over 2.5 50% | Win rates: Atalanta 83% / Draw 0% / Empoli 17% • Historical edge: Atalanta dominant — 5W from 6 meetings (83% win rate) • H2H vs Poisson: both agree — Atalanta favoured. H2H win rate 83%, Poisson win probability 58% • Goals: H2H average 2.67/game (50% Over 2.5 historically), Poisson total xG 3.49 (68% Over 2.5) — broadly consistent • BTTS: H2H rate 33%, Poisson probability 65% — no strong aligned signal
What form are Atalanta and Empoli in?
• Atalanta (all comps): 10W-0D-0L in 10 | 3.00 PPG | GF 2.80 / GA 0.50 | L5 W-W-W-W-W • Empoli (all comps): 2W-3D-5L in 10 | 0.90 PPG | GF 0.90 / GA 1.40 | L5 D-D-L-W-L • Atalanta home split: 2.40 PPG from 10 | GF 2.90 / GA 1.30 | CS 2 • Empoli away split: 1.30 PPG from 10 | GF 1.30 / GA 1.30 | CS 1 • Form edge: Atalanta lead by 2.10 PPG (3.00 vs 0.90) • xG vs form (Atalanta): Poisson projects 2.19 xG vs form scoring rate of 2.90 — model is more cautious than form; the opposition's defensive strength is tempering the scoring expectation • xG vs form (Empoli): Poisson xG of 1.30 aligns with form scoring rate of 1.30 — consistent corroboration • Goals margin: form ~2.8 goals/game, Poisson xG sum 3.49 (68% Over 2.5) — no strong lean either way • BTTS: strong YES — form rates Atalanta 8/10, Empoli 7/10; Poisson BTTS probability 65% — all signals aligned • Form vs Poisson alignment: form and model agree on Atalanta — Atalanta at 58% Poisson win probability
What do the betting odds say about Atalanta vs Empoli?
• Odds data is not currently available for this fixture