Ipswich 3-2 Swansea – Result & Analysis
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Poisson rates Ipswich at 43% — current form provides partial corroboration, though signals are mixed in this Ipswich vs Swansea encounter.
✍️ Match Preview
Fixture Analysis
It is a Championship clash, Regular Season - 16 as Ipswich welcome Swansea to Portman Road. Kick-off is set for Saturday 11 November 2023 at 15:00 UTC.
Form Analysis
Looking at all fixtures this season, Ipswich stand at 7W 3D 0L from 10 Championship matches — 2.40 PPG. Last five: W W W D D. They are averaging 2.20 goals per game — a high-scoring output that makes them a genuine attacking threat in any fixture. 4 clean sheets in 10 games (40%) reflects a solid defensive base. Both teams have scored in 60% of their games — a high BTTS rate that carries real weight in the goals markets. This season is still relatively young for Ipswich, so this record blends games from this season and last.
Ipswich at Portman Road this season: 9W 0D 1L from 10 home games — 2.70 PPG on home soil. They are averaging 3.60 goals per home game — a prolific scoring rate in front of their own fans. 4 home clean sheets from 10 games (40%) — a solid defensive base on their own ground. BTTS has landed in 60% of their home matches — a rate that supports the Yes angle in this fixture.
Across all Championship games this season, Swansea have recorded 5W 2D 3L from 10 outings — 1.70 PPG. Last five: W L L W D. Their scoring rate of 1.40 per game is modest, conceding 0.90 — not a side to back heavily on the Over 2.5 from their form alone. 4 clean sheets in 10 outings (40%) underlines their defensive solidity. This season is still relatively young for Swansea, so this record blends games from this season and last.
Swansea away from home this season: 5W 2D 3L from 10 away games — 1.70 PPG on the road. Away from home they average 1.70 goals scored and 1.00 conceded per game. 4 clean sheets from 10 away games (40%) shows they are capable of shutting up shop on the road.
Ipswich are in the better shape of the two on current Championship data — 0.70 PPG ahead (2.40 vs 1.70). That form margin is the baseline of a sensible selection even before other signals are layered in.
In-Play Profile
Ipswich in-play tendencies (61 games, 30 at home): they score before half-time in 90% of fixtures in home games; when goalless at HT, a second-half goal follows 91% of the time; two or more arrive in the second half on 64% of those occasions; they lead at the break 52% of the time; BTTS occurs in 47% of their matches (home games); Over 2.5 goals lands in 70% of games (home games); they keep a clean sheet 48% of the time.
Swansea in-play tendencies (61 games, 30 at away): they score before half-time in 80% of fixtures in away games; when goalless at HT, a second-half goal follows 75% of the time; BTTS occurs in 60% of their matches (away games); Over 2.5 goals lands in 53% of games (away games).
BTTS rates are mixed from the trading data — Ipswich 49% versus Swansea 57%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Ipswich 59% | Swansea 56%).
Poisson Model
The Poisson distribution model projects Ipswich 1.98 xG and Swansea 1.78 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: Ipswich attack 1.634 / defence 1.338 | Swansea attack 1.088 / defence 0.897. League average goals — home 1.348 / away 1.224. Ipswich carry an above-average attack strength of 1.634 — their λ of 1.98 reflects genuine attacking quality above the league norm. Data: 15 Ipswich games / 61 Swansea games used (CurrentSeason).
Result probabilities: Ipswich 43% | Draw 21% | Swansea 36%. Fair-value odds: Ipswich 2.33 | Draw 4.76 | Swansea 2.78. This is a low-confidence result — no outcome exceeds 45%. The draw at 21% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 72% | BTTS probability 72% | Total xG 3.76. Over 2.5 is the model's clear signal at 72% — a total xG of 3.76 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 72% reflects that both xG figures (1.98 / 1.78) are above the threshold where scoring blanks become the primary outcome — both sides are projected to find the net.
Analysis Verdict
On the Poisson output, Ipswich are the pick at 43% — marginal model lean. Current-season form corroborates the Poisson lean — partial multi-source support. The opposing side holds a 36% win probability per the model — this is not a banker and should be staked accordingly.
Poisson projects 3.76 total expected goals, pointing to Over 2.5 at 72% probability — reasonable conviction, supported by form averaging 3.9 goals per game.
The Poisson model's BTTS call is Yes at 72%. Form rates corroborate: Ipswich 60% | Swansea 50% BTTS from recent games.
The outsider holds a 36% 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: Ipswich vs Swansea | Competition: Championship, Regular Season - 16 | Venue: Portman Road • Kick-off: Saturday 11 Nov 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Ipswich 43% | Draw 21% | Swansea 36% • Poisson goal markets: Over 2.5 72% | BTTS 72% | xG Ipswich 1.98 / Swansea 1.78 • Poisson strength factors: Ipswich attack 1.634 / def 1.338 | Swansea attack 1.088 / def 0.897 | league avg home 1.348 / away 1.224 • Poisson stance: Ipswich (43%) — low confidence — close contest
🧮 Prediction Model
1.98
Ipswich xG
Expected Goals
1.78
Swansea xG
72%
BTTS
89%
Over 1.5
72%
Over 2.5
52%
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 Ipswich vs Swansea kick off?
Ipswich vs Swansea kicked off at 15:00 on Saturday 11 November 2023 at Portman Road.
What was the final score in Ipswich vs Swansea?
Ipswich 3 - 2 Swansea.
Where is Ipswich vs Swansea being played?
The match is being played at Portman Road.
What competition is Ipswich vs Swansea part of?
Ipswich vs Swansea is a Regular Season - 16 fixture in the Championship (England).
Who is favourite to win Ipswich vs Swansea?
Our statistical model gives Ipswich a 43% chance of winning, Swansea a 36% chance, and a 21% chance of a draw — making Ipswich the favourite.
Will both teams score in Ipswich vs Swansea?
Our model estimates a 72% probability that both Ipswich and Swansea will score (BTTS).
Will Ipswich vs Swansea have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 72%.
What is the head-to-head record between Ipswich and Swansea?
No recorded head-to-head meetings available in the dataset.
What form are Ipswich and Swansea in?
Ipswich (all comps): 7W-3D-0L in 10 | 2.40 PPG | GF 2.20 / GA 1.20 | L5 W-W-W-D-D. Swansea (all comps): 5W-2D-3L in 10 | 1.70 PPG | GF 1.40 / GA 0.90 | L5 W-L-L-W-D.
🧮 Model Insight
How the Model Works This Match
Ipswich's attacking strength (1.63x league average) is weighed against Swansea's defensive record (0.90x) to produce a home expected-goals figure of 1.98. The same calculation in reverse, Swansea's attack versus Ipswich's defence, projects 1.78 expected goals for the visitors.
These ratings are built from 15/61 games of current-season data — a full enough sample to trust.
Most Likely Scorelines
The model's single most probable exact score is 1-1, at 9.3%. Close behind: 2-1 (8.1%), 1-2 (7.3%). Together the top three scorelines make up 25% of the probability — a moderately spread distribution, typical of a competitive match-up.
Most Likely Outcome
Ipswich Win
43%
2.32
21%
4.69
36%
2.82
Top 3 Most Likely Scorelines
1 – 1
8.2%
Draw
Most likely
2 – 1
8.1%
Home win
1 – 2
7.3%
Away win
Expected Goals & Win Odds
1.98
Ipswich xG
Total xG
3.76
1.78
Swansea xG
2.32
43%
Home win
4.69
21%
Draw
2.82
36%
Away win
Goals Markets
89%
Over 1.5
1.12
11%
Under 1.5
9.09
72%
Over 2.5
1.39
28%
Under 2.5
3.57
52%
Over 3.5
1.92
48%
Under 3.5
2.08
32%
Over 4.5
3.12
68%
Under 4.5
1.47
Match Markets
Both Teams to Score
72%
BTTS Yes
1.40
28%
BTTS No
3.53
Clean Sheet
17%
5.95
14%
7.21
Win to Nil
7%
13.78
5%
20.29
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 2.3 | 4.2 | 3.7 | 2.2 | 1.0 | 0.4 |
| 1 | 4.6 | 8.2 | 7.3 | 4.4 | 1.9 | 0.7 |
| 2 | 4.6 | 8.1 | 7.2 | 4.3 | 1.9 | 0.7 |
| 3 | 3.0 | 5.3 | 4.8 | 2.8 | 1.3 | 0.4 |
| 4 | 1.5 | 2.6 | 2.4 | 1.4 | 0.6 | 0.2 |
| 5 | 0.6 | 1.0 | 0.9 | 0.6 | 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 Ipswich vs Swansea?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 9.3%.
How many goals are Ipswich and Swansea expected to score?
The model projects 1.98 expected goals for Ipswich and 1.78 for Swansea, a combined total of 3.76.
How confident is the prediction model for Ipswich vs Swansea?
Not very — the model's leading outcome sits at just 43%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Form at a Glance
Across their last 61 outings, Ipswich have picked up 2.20 PPG on a 39W 17D 5L record — W-W-W-D-D across the most recent five. The sample for Ipswich is still a mix of this season and last, given how young the current campaign is.
Swansea's form line: 23W 16D 22L from 61 games, 1.39 PPG, last five W-L-L-W-D. The sample for Swansea is still a mix of this season and last, given how young the current campaign is.
Put side by side, Ipswich are the form team by 0.81 points per game — a gap wide enough to matter, though form alone rarely tells the whole story against Swansea.
Venue Form
On home soil, Ipswich have posted 2.40 PPG from 30 outings (22W 6D 2L).
On the road, Swansea have gone 10W 9D 11L from 30 away games — 1.30 PPG when travelling.
Comparing the two in their relevant venue splits, Ipswich come out ahead — a more targeted read than the overall PPG figures above, since it strips out games played in the opposite context.
Goals in Recent Form
Ipswich are averaging 2.20 goals scored and 0.89 conceded per game recently; Swansea are on 1.44 scored and 1.34 conceded.
Defensively: Ipswich have kept a clean sheet in 48% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 61 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Ipswich
Blended
Swansea
Blended
❓ Frequently Asked Questions
What form are Ipswich and Swansea in coming into this match?
Ipswich have gone 39W 17D 5L in their last 61 games (2.20 PPG), while Swansea have gone 23W 16D 22L in their last 61 (1.39 PPG).
Which team has the better venue record — Ipswich at home or Swansea away?
Ipswich's home record (2.40 PPG) is the stronger of the two venue-specific splits — Ipswich at home: 2.40 PPG; Swansea away: 1.30 PPG.
Have Ipswich or Swansea been keeping clean sheets recently?
Ipswich have kept a clean sheet in 48% of their recent games, Swansea in 25%.
⚔️ Rivalry Insight
Fixture History
4 meetings separate these sides on the data we hold, the series stretching back to November 2023. Every recorded meeting has come in Championship. They last met on 28 February 2026, roughly 5 months ago.
Streaks & Records
There's a clear current trend here: Ipswich have taken the last 4 head-to-head results.
The biggest gap between the sides came on 8 Nov 2025, when Ipswich won 1-4 — the largest margin of victory on record between these two.
Ipswich's record when hosting Swansea specifically: 2W 0D 0L from 2 games — a narrower, venue-specific slice of the head-to-head picture.
Last 4 Meetings
4
Ipswich
0
Draws
0
Swansea
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Ipswich and Swansea?
From 4 meetings on record, Ipswich have won 4, Swansea have won 0, and 0 have been drawn.
When did Ipswich and Swansea last play each other?
They last met on 28 February 2026, when Ipswich 3-0 Swansea.
Who has won more matches between Ipswich and Swansea?
Ipswich have the better head-to-head record, with 4 wins from 4 meetings.
📈 Trading Insight
First-Half Patterns
Ipswich are typically involved in an early goal — the half-time board shows at least one in 90% of their matches. They've gone in front at half-time 53% of the time.
Swansea are typically involved in an early goal — the half-time board shows at least one in 80% of their matches. They've gone in front at half-time 33% of the time. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 17% of those situations.
Full-Time Trends
BTTS sits in mixed territory for this pairing — Ipswich 47%, Swansea 60% — no strong lean either way from the trading data alone.
Goals have flowed in these teams' recent matches — Over 2.5 has landed at 70% for Ipswich and 53% for Swansea. Stepping up a level, Over 3.5 has also landed reasonably often — 47% and 27% respectively — worth a look for goal-hungry markets.
On the defensive side: Ipswich keep a clean sheet in 50% of their matches.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Ipswich home games / Swansea away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Ipswich play Swansea?
Not especially — both teams scoring has occurred in only 47% of Ipswich's recent matches and 60% of Swansea's, a rate that leans toward BTTS No.
Is Ipswich vs Swansea usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 70% of Ipswich's matches and 53% of Swansea's.
Do Ipswich and Swansea tend to score early?
Ipswich have had a goal before half-time in 90% of their recent matches, Swansea in 80% — a useful reference point for first-half goal markets.
Prediction vindicated as Ipswich edge out Swansea 3-2.
📝 Match Report
How It Unfolded
Ipswich beat Swansea 3-2 at Portman Road, Regular Season - 16, 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 Ipswich 1.98 xG and Swansea 1.78 xG, a combined 3.76. The scoreboard read 3-2 for 5 actual goals. Ipswich beat their projection by 1.0 — clinical relative to the chances the model priced in. Those figures were built on strength ratings of Ipswich attack 1.63 / defence 1.34 against Swansea attack 1.09 / defence 0.90, drawn from 15/61 games (CurrentSeason).
On the result, the model split it Ipswich 43% | Draw 21% | Swansea 36%, with Ipswich to win its most likely call at 43%. That is exactly how it finished — the model's leading outcome was vindicated.
Goals & Markets
The model rated Over 2.5 goals at 72%. The game delivered 5, so it went over — a call the model got right. Over 1.5 had been 89% and landed. Over 3.5 was 52% and came in. On both teams to score, the model sat at 72% and the match saw both sides score — another call in the model's favour. Historically the two sides average 57% Over 2.5 across their same-competition games (Ipswich 59%, Swansea 56%), a base rate that agreed with today's over. Their combined BTTS history runs at 53%, which matched the both-scored outcome.
Trading Patterns vs Reality
Ipswich's trading profile (61 games, 30 home) set some clear expectations: BTTS lands in 49% of their matches — today it did; they keep a clean sheet 48% of the time, and conceded here.
Swansea's trading profile (61 games, 30 away) set some clear expectations: BTTS lands in 57% of their matches — today it did.
Form vs Result
On form, Ipswich arrived the stronger side — 2.20 PPG against 1.39. That form edge translated into the three points. Ipswich (home/away splits) shipped 2 against a 0.87 concession average — a leakier day than usual. Swansea (home/away splits) shipped 3 against a 1.37 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). The numbers read this fixture well — the outcome largely followed the script the data laid out beforehand.
💡 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.