Swansea 1-3 Stoke City – Result & Analysis
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Poisson model rates Swansea at 50%, yet other data sources diverge — this Swansea vs Stoke City fixture contains genuine analytical tension.
✍️ Match Preview
Match Analysis
Swansea host Stoke City at Swansea.com Stadium in Championship, Regular Season - 29. Kick-off is scheduled for Tuesday 21 February 2023 at 19:45 UTC.
Form Analysis
Looking at all fixtures this season, Swansea stand at 3W 2D 5L from 10 Championship matches — 1.10 PPG. Last five: D L L W L. Offensively they are averaging 1.80 goals per game, with 1.80 conceded. 1 clean sheet from 10 outings provides some defensive foundation. Both teams have scored in 70% of their games — a high BTTS rate that carries real weight in the goals markets.
Swansea's form when playing at home: 6W 1D 3L across 10 games at Swansea.com Stadium this term (1.90 PPG). They are averaging 2.20 goals per home game — a prolific scoring rate in front of their own fans. BTTS has landed in 60% of their home matches — a rate that supports the Yes angle in this fixture. Their home PPG of 1.90 is noticeably stronger than their overall 1.10 — Swansea are significantly better at Swansea.com Stadium than their overall form suggests.
Across all Championship games this season, Stoke City have recorded 3W 2D 5L from 10 outings — 1.10 PPG. Last five: W L D W L. Their scoring rate of 1.20 per game is modest, conceding 1.00 — not a side to back heavily on the Over 2.5 from their form alone. 3 clean sheets from 10 outings suggests some defensive organisation. Both teams have scored in just 30% of their games, reflecting a regular tendency to keep or record clean sheets.
Stoke City's away record: 3W 2D 5L from 10 road trips in Championship this season (1.10 PPG). Away from home they average 1.00 goals scored and 1.40 conceded per game.
There is minimal separation in the form figures — Swansea at 1.10 PPG versus Stoke City's 1.10. The form guide is not providing a strong directional steer; the model and market data will carry more weight in the final assessment.
Head to Head
The rivalry is an even one: 0 wins apiece for Swansea, 2 for Stoke City and 1 shared spoils from 3 past contests. Neither side holds a meaningful historical edge.
The 3 previous encounters between these sides have been high-scoring affairs — 3.0 goals per contest on average. Historical precedent backs the Over 2.5 goals market. The most recent clash, on 31 Aug 2022, ended 1–1 with a draw.
With the win record balanced, the strongest H2H-derived signal is in the goals market. At 3.0 goals per game historically, Over 2.5 is the cleaner angle to extract from the head-to-head data.
In-Play Profile
Swansea in-play tendencies (78 games, 38 at home): they score before half-time in 66% of fixtures in home games; when goalless at HT, a second-half goal follows 71% of the time; BTTS occurs in 50% of their matches (home games); Over 2.5 goals lands in 55% of games (home games).
Stoke City in-play tendencies (78 games, 38 at away): they score before half-time in 76% of fixtures in away games; when goalless at HT, a second-half goal follows 85% of the time; BTTS occurs in 55% of their matches (away games); Over 2.5 goals lands in 50% of games (away games).
BTTS rates are mixed from the trading data — Swansea 51% versus Stoke City 46%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Swansea 55% | Stoke City 45%).
Poisson Model
The Poisson distribution model projects Swansea 1.72 xG and Stoke City 1.18 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: Swansea attack 1.280 / defence 1.230 | Stoke City attack 0.861 / defence 1.086. League average goals — home 1.240 / away 1.112. Swansea carry an above-average attack strength of 1.280 — their λ of 1.72 reflects genuine attacking quality above the league norm. Data: 78 Swansea games / 78 Stoke City games used (CurrentSeason).
Result probabilities: Swansea 50% | Draw 25% | Stoke City 26%. Fair-value odds: Swansea 2.00 | Draw 4.00 | Stoke City 3.85. Swansea hold a narrow Poisson edge at 50% — the draw (25%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 55% | BTTS probability 57% | Total xG 2.90. Over 2.5 holds a meaningful probability edge at 55% — the 2.90 total xG provides moderate support, though the model is not projecting a high-scoring game. BTTS probability of 57% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Analysis Verdict
On the Poisson output, Swansea are the pick at 50% — moderate model lean. With a 25% draw probability, Draw No Bet on Swansea offers a more defensible entry point than the straight win.
The Poisson model projects 2.90 xG in total — Over 2.5 at 55% — strong confidence, supported by form averaging 3.0 goals per game and H2H averaging 3.0 goals per meeting.
On the BTTS market, Poisson puts 57% on Yes. Form rates corroborate: Swansea 60% | Stoke City 50% BTTS from recent games.
🔮 Your Prediction
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💡 Key Insights
🏟️ Match Context
• Fixture: Swansea vs Stoke City | Competition: Championship, Regular Season - 29 | Venue: Swansea.com Stadium • Kick-off: Tuesday 21 Feb 2023, 19:45 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Swansea 50% | Draw 25% | Stoke City 26% • Poisson goal markets: Over 2.5 55% | BTTS 57% | xG Swansea 1.72 / Stoke City 1.18 • Poisson strength factors: Swansea attack 1.280 / def 1.230 | Stoke City attack 0.861 / def 1.086 | league avg home 1.240 / away 1.112 • Poisson stance: Swansea (50%) — moderate lean
🧮 Prediction Model
1.72
Swansea xG
Expected Goals
1.18
Stoke City xG
57%
BTTS
79%
Over 1.5
55%
Over 2.5
33%
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 Swansea vs Stoke City kick off?
Swansea vs Stoke City kicked off at 19:45 on Tuesday 21 February 2023 at Swansea.com Stadium.
What was the final score in Swansea vs Stoke City?
Swansea 1 - 3 Stoke City.
Where is Swansea vs Stoke City being played?
The match is being played at Swansea.com Stadium.
What competition is Swansea vs Stoke City part of?
Swansea vs Stoke City is a Regular Season - 29 fixture in the Championship (England).
Who is favourite to win Swansea vs Stoke City?
Our statistical model gives Swansea a 50% chance of winning, Stoke City a 26% chance, and a 25% chance of a draw — making Swansea the favourite.
Will both teams score in Swansea vs Stoke City?
Our model estimates a 57% probability that both Swansea and Stoke City will score (BTTS).
Will Swansea vs Stoke City have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 55%.
What is the head-to-head record between Swansea and Stoke City?
Record (3 meetings): Swansea 0W | Draws 1 | Stoke City 2W.
What form are Swansea and Stoke City in?
Swansea (all comps): 3W-2D-5L in 10 | 1.10 PPG | GF 1.80 / GA 1.80 | L5 D-L-L-W-L. Stoke City (all comps): 3W-2D-5L in 10 | 1.10 PPG | GF 1.20 / GA 1.00 | L5 W-L-D-W-L.
🧮 Model Insight
How the Model Works This Match
Working from Swansea's attack rating (1.28) and Stoke City's defence rating (1.09), the model arrives at 1.72 expected goals for the home side. The same calculation in reverse, Stoke City's attack versus Swansea's defence, projects 1.18 expected goals for the visitors.
These ratings are built from 78/78 games of current-season data — a full enough sample to trust.
The Exact-Score Picture
Run the expected-goals figures through the full scoreline distribution and 1-1 emerges as the single most likely result, at 12.6%. Close behind: 2-1 (9.6%), 2-0 (8.2%). Those top three scorelines alone account for 30% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Swansea Win
50%
2.02
25%
4.02
26%
3.92
Top 3 Most Likely Scorelines
1 – 1
11.2%
Draw
Most likely
2 – 1
9.6%
Home win
1 – 0
9.5%
Home win
Expected Goals & Win Odds
1.72
Swansea xG
Total xG
2.90
1.18
Stoke City xG
2.02
50%
Home win
4.02
25%
Draw
3.92
26%
Away win
Goals Markets
79%
Over 1.5
1.27
21%
Under 1.5
4.76
55%
Over 2.5
1.82
45%
Under 2.5
2.22
33%
Over 3.5
3.03
67%
Under 3.5
1.49
17%
Over 4.5
5.88
83%
Under 4.5
1.20
Match Markets
Both Teams to Score
57%
BTTS Yes
1.74
43%
BTTS No
2.35
Clean Sheet
31%
3.24
18%
5.60
Win to Nil
15%
6.54
5%
21.96
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 5.5 | 6.5 | 3.8 | 1.5 | 0.4 | 0.1 |
| 1 | 9.5 | 11.2 | 6.6 | 2.6 | 0.8 | 0.2 |
| 2 | 8.2 | 9.6 | 5.7 | 2.2 | 0.7 | 0.2 |
| 3 | 4.7 | 5.5 | 3.2 | 1.3 | 0.4 | 0.1 |
| 4 | 2.0 | 2.4 | 1.4 | 0.5 | 0.2 | – |
| 5 | 0.7 | 0.8 | 0.5 | 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 Swansea vs Stoke City?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 12.6%.
How many goals are Swansea and Stoke City expected to score?
The model projects 1.72 expected goals for Swansea and 1.18 for Stoke City, a combined total of 2.90.
How confident is the prediction model for Swansea vs Stoke City?
Not very — the model's leading outcome sits at just 50%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Form at a Glance
Across their last 78 outings, Swansea have picked up 1.32 PPG on a 27W 22D 29L record — D-L-L-W-L across the most recent five.
Stoke City's form line: 27W 18D 33L from 78 games, 1.27 PPG, last five W-L-D-W-L.
Form-wise this is close to level: Swansea on 1.32 PPG, Stoke City on 1.27. Other factors will likely decide this one more than recent results.
Venue Form
On home soil, Swansea have posted 1.53 PPG from 38 outings (16W 10D 12L).
On the road, Stoke City have gone 12W 8D 18L from 38 away games — 1.16 PPG when travelling.
Goals in Recent Form
Swansea are averaging 1.32 goals scored and 1.47 conceded per game recently; Stoke City are on 1.19 scored and 1.17 conceded.
Last 78 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Swansea
Current Season
Stoke City
Current Season
❓ Frequently Asked Questions
What form are Swansea and Stoke City in coming into this match?
Swansea have gone 27W 22D 29L in their last 78 games (1.32 PPG), while Stoke City have gone 27W 18D 33L in their last 78 (1.27 PPG).
Which team has the better venue record — Swansea at home or Stoke City away?
Swansea's home record (1.53 PPG) is the stronger of the two venue-specific splits — Swansea at home: 1.53 PPG; Stoke City away: 1.16 PPG.
Have Swansea or Stoke City been keeping clean sheets recently?
Swansea have kept a clean sheet in 28% of their recent games, Stoke City in 32%.
⚔️ Rivalry Insight
Fixture History
10 meetings separate these sides on the data we hold, the series stretching back to August 2021. Every recorded meeting has come in Championship. They last met on 7 March 2026, roughly 5 months ago.
Streaks & Records
The biggest gap between the sides came on 8 Feb 2022, when Stoke City won 3-0 — the largest margin of victory on record between these two.
Swansea's record when hosting Stoke City specifically: 2W 1D 2L from 5 games — a narrower, venue-specific slice of the head-to-head picture.
Last 10 Meetings
2
Swansea
3
Draws
5
Stoke City
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Swansea and Stoke City?
From 10 meetings on record, Swansea have won 2, Stoke City have won 5, and 3 have been drawn.
When did Swansea and Stoke City last play each other?
They last met on 7 March 2026, when Swansea 2-0 Stoke City.
Who has won more matches between Swansea and Stoke City?
Stoke City have the better head-to-head record, with 5 wins from 10 meetings.
📈 Trading Insight
First-Half Patterns
Swansea are typically involved in an early goal — the half-time board shows at least one in 66% of their matches. They've gone in front at half-time 40% of the time. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 10% of those situations.
Stoke City are typically involved in an early goal — the half-time board shows at least one in 76% of their matches. They've gone in front at half-time 26% of the time.
Full-Time Trends
BTTS sits in mixed territory for this pairing — Swansea 50%, Stoke City 55% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 55% (Swansea) and 50% (Stoke City).
On the defensive side: Swansea keep a clean sheet in 34% of their matches; Swansea have failed to score in 26% of games.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Swansea home games / Stoke City away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Swansea play Stoke City?
Not especially — both teams scoring has occurred in only 50% of Swansea's recent matches and 55% of Stoke City's, a rate that leans toward BTTS No.
Is Swansea vs Stoke City usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 55% of Swansea's recent games and 50% of Stoke City's, pointing to a tighter contest.
Do Swansea and Stoke City tend to score early?
Swansea have had a goal before half-time in 66% of their recent matches, Stoke City in 76% — a useful reference point for first-half goal markets.
Stoke City cruise to a comfortable 1-3 victory over Swansea.
📝 Match Report
How It Unfolded
Stoke City beat Swansea 1-3 at Swansea.com Stadium, Regular Season - 29, in the Championship. With the result on the board, the sections below measure it against everything the model and the numbers projected in advance.
The Model vs The Result
The Poisson model went into this projecting Swansea 1.72 xG and Stoke City 1.18 xG, a combined 2.90. The scoreboard read 1-3 for 4 actual goals. Stoke City outscored their 1.18 projection by 1.8. Those figures were built on strength ratings of Swansea attack 1.28 / defence 1.23 against Stoke City attack 0.86 / defence 1.09, drawn from 78/78 games (CurrentSeason).
On the result, the model split it Swansea 50% | Draw 25% | Stoke City 26%, with Swansea to win its most likely call at 50%. The actual Stoke City win had been the model's second-ranked read at 26%, so the result diverged from the top call without being a shock.
Goals & Markets
The model rated Over 2.5 goals at 55%. The game delivered 4, so it went over — a call the model got right. Over 1.5 had been 79% and landed. Over 3.5 was 33% and came in. On both teams to score, the model sat at 57% and the match saw both sides score — another call in the model's favour. Historically the two sides average 50% Over 2.5 across their same-competition games (Swansea 55%, Stoke City 45%), a base rate that agreed with today's over. Their combined BTTS history runs at 49%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Swansea's trading profile (78 games, 38 home) set some clear expectations: BTTS lands in 51% of their matches — today it did.
Stoke City's trading profile (78 games, 38 away) set some clear expectations: BTTS lands in 46% of their matches — today it did; they keep a clean sheet 32% of the time, and conceded here.
Form vs Result
The form lines were close — Swansea 1.32 PPG, Stoke City 1.27 PPG — offering no strong steer, and the Stoke City win broke the near-deadlock. Swansea (home/away splits) shipped 3 against a 1.26 concession average — a leakier day than usual. Stoke City (home/away splits) scored 3 against a 1.13 average — above their attacking norm.
Verdict
Grading the result against the stored data, 2 of 3 pre-match signals came in: result (miss), Over 2.5 (hit), BTTS (hit). The model got the gist right while missing on the margins.
💡 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.