Ipswich 3-2 Cardiff – Result & Analysis
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Poisson rates Ipswich at 42% — current form provides partial corroboration, though signals are mixed in this Ipswich vs Cardiff encounter.
✍️ Match Preview
Analysis
Cardiff make the trip to Portman Road to face Ipswich in Championship, Regular Season - 5. The match kicks off on Saturday 2 September 2023 at 15:00 UTC.
Form
Ipswich (all games): 8W 1D 1L across 10 Championship fixtures this term — 2.50 PPG. Last five: D W W W L. They are averaging 3.00 goals per game — a high-scoring output that makes them a genuine attacking threat in any fixture. Defensively, conceding just 0.80 per game is an exceptional defensive record — one of the tightest in the division. 6 clean sheets from 10 games (60%) is a standout defensive return — they are keeping their net clean in more than half their matches. Ipswich have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
Ipswich's form when playing at home: 9W 0D 1L across 10 games at Portman Road this term (2.70 PPG). They are averaging 3.60 goals per home game — a prolific scoring rate in front of their own fans. 8 clean sheets from 10 home games (80%) — they are an exceptionally hard side to score against at Portman Road. At home, both teams have scored in only 20% of games — reinforcing BTTS No as the home-venue-backed angle.
Cardiff's overall Championship record this term: 3W 2D 5L from 10 games (1.10 PPG). Last five: L D L L W. Their scoring rate of 1.40 per game is modest, conceding 1.90 — not a side to back heavily on the Over 2.5 from their form alone. Both teams have scored in 90% of their matches this season — one of the stronger BTTS rates in the division, making Yes a well-evidenced play. Cardiff have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
When travelling in Championship this season, Cardiff have posted 4W 1D 5L from 10 away outings — 1.30 PPG. Away from home they average 1.40 goals scored and 1.80 conceded per game. BTTS has landed in 60% of their away games — meaningful support for the Yes angle in this specific context.
Form favours the hosts. Ipswich's 2.50 PPG return is 1.40 points per game ahead of Cardiff's 1.10 — a genuine gap in recent results that provides a statistically grounded case for backing the home side.
Trading
Ipswich half-time and goal-timing data (50 games, 25 at home): they score before half-time in 88% 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 52% of the time; BTTS occurs in 40% of their matches (home games); Over 2.5 goals lands in 64% of games (home games); they keep a clean sheet 50% of the time.
Cardiff half-time and goal-timing data (50 games, 25 at away): they score before half-time in 64% of fixtures in away games; when goalless at HT, a second-half goal follows 83% of the time; BTTS occurs in 40% of their matches (away games); Over 2.5 goals lands in 48% of games (away games); they fail to score in 38% of games.
BTTS rates are mixed from the trading data — Ipswich 46% versus Cardiff 46%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Ipswich 58% | Cardiff 40%).
Poisson Model
The Poisson distribution model projects Ipswich 1.81 xG and Cardiff 1.67 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 1.136 / defence 1.360 | Cardiff attack 1.021 / defence 1.145. League average goals — home 1.392 / away 1.202. Data: 4 Ipswich games / 50 Cardiff games used (CurrentSeason).
Result probabilities: Ipswich 42% | Draw 23% | Cardiff 36%. Fair-value odds: Ipswich 2.38 | Draw 4.35 | Cardiff 2.78. This is a low-confidence result — no outcome exceeds 45%. The draw at 23% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 68% | BTTS probability 68% | Total xG 3.48. Over 2.5 is the model's clear signal at 68% — a total xG of 3.48 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 68% reflects that both xG figures (1.81 / 1.67) 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 Ipswich at 42% — marginal model lean. Current-season form corroborates the Poisson lean — partial multi-source support. Draw probability of 23% warrants consideration of Double Chance or Draw No Bet on Ipswich if the outright odds are short. The opposing side holds a 36% win probability per the model — this is not a banker and should be staked accordingly.
The Poisson model projects 3.48 xG in total — Over 2.5 at 68% — reasonable confidence, supported by form averaging 3.6 goals per game.
Poisson assigns a 68% probability to BTTS Yes based on the attack/defence strength model. This conflicts with form data: Ipswich 20% | Cardiff 60% from recent games — a notable divergence.
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 Cardiff | Competition: Championship, Regular Season - 5 | Venue: Portman Road • Kick-off: Saturday 2 Sep 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Ipswich 42% | Draw 23% | Cardiff 36% • Poisson goal markets: Over 2.5 68% | BTTS 68% | xG Ipswich 1.81 / Cardiff 1.67 • Poisson strength factors: Ipswich attack 1.136 / def 1.360 | Cardiff attack 1.021 / def 1.145 | league avg home 1.392 / away 1.202 • Poisson stance: Ipswich (42%) — low confidence — close contest
🧮 Prediction Model
1.81
Ipswich xG
Expected Goals
1.67
Cardiff xG
68%
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.
❓ Frequently Asked Questions
What time does Ipswich vs Cardiff kick off?
Ipswich vs Cardiff kicked off at 15:00 on Saturday 2 September 2023 at Portman Road.
What was the final score in Ipswich vs Cardiff?
Ipswich 3 - 2 Cardiff.
Where is Ipswich vs Cardiff being played?
The match is being played at Portman Road.
What competition is Ipswich vs Cardiff part of?
Ipswich vs Cardiff is a Regular Season - 5 fixture in the Championship (England).
Who is favourite to win Ipswich vs Cardiff?
Our statistical model gives Ipswich a 42% chance of winning, Cardiff a 36% chance, and a 23% chance of a draw — making Ipswich the favourite.
Will both teams score in Ipswich vs Cardiff?
Our model estimates a 68% probability that both Ipswich and Cardiff will score (BTTS).
Will Ipswich vs Cardiff 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 Ipswich and Cardiff?
No recorded head-to-head meetings available in the dataset.
What form are Ipswich and Cardiff in?
Ipswich (all comps): 8W-1D-1L in 10 | 2.50 PPG | GF 3.00 / GA 0.80 | L5 D-W-W-W-L. Cardiff (all comps): 3W-2D-5L in 10 | 1.10 PPG | GF 1.40 / GA 1.90 | L5 L-D-L-L-W.
🧮 Model Insight
Where the Numbers Come From
The model rates Ipswich's attack at 1.14x the league average against Cardiff's defence at 1.15x — combine the two and it projects 1.81 expected goals for the hosts. Flip it around — Cardiff's attack (1.02x) against Ipswich's defence (1.36x) — and the away total comes out at 1.67.
These ratings are built from 4/50 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 10.5% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 2-1 (8.4%), 1-2 (7.8%). Together the top three scorelines make up 27% of the probability — a moderately spread distribution, typical of a competitive match-up.
Most Likely Outcome
Ipswich Win
42%
2.41
23%
4.39
36%
2.80
Top 3 Most Likely Scorelines
1 – 1
9.3%
Draw
Most likely
2 – 1
8.4%
Home win
1 – 2
7.8%
Away win
Expected Goals & Win Odds
1.81
Ipswich xG
Total xG
3.48
1.67
Cardiff xG
2.41
42%
Home win
4.39
23%
Draw
2.80
36%
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
68%
BTTS Yes
1.47
32%
BTTS No
3.14
Clean Sheet
19%
5.31
16%
6.12
Win to Nil
8%
12.77
6%
17.16
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 3.1 | 5.1 | 4.3 | 2.4 | 1.0 | 0.3 |
| 1 | 5.6 | 9.3 | 7.8 | 4.3 | 1.8 | 0.6 |
| 2 | 5.1 | 8.4 | 7.0 | 3.9 | 1.6 | 0.5 |
| 3 | 3.1 | 5.1 | 4.3 | 2.4 | 1.0 | 0.3 |
| 4 | 1.4 | 2.3 | 1.9 | 1.1 | 0.4 | 0.1 |
| 5 | 0.5 | 0.8 | 0.7 | 0.4 | 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 Cardiff?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 10.5%.
How many goals are Ipswich and Cardiff expected to score?
The model projects 1.81 expected goals for Ipswich and 1.67 for Cardiff, a combined total of 3.48.
How confident is the prediction model for Ipswich vs Cardiff?
Not very — the model's leading outcome sits at just 42%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Recent Form Overview
Ipswich come into this having played 50 games, going 31W 14D 5L for 2.14 points per game. Their last five reads D-W-W-W-L. It's still early in the season for Ipswich, so this record blends in a handful of games from last season too.
On the other side, Cardiff sit at 1.06 PPG from 50 outings (14W 11D 25L), a run that reads L-D-L-L-W across their last five. It's still early in the season for Cardiff, so this record blends in a handful of games from last season too.
Ipswich carry the stronger recent form of the two, 1.08 PPG clear of Cardiff — worth weighing alongside whatever the head-to-head and market data say.
How They Fare by Venue
Ipswich's home form reads 17W 6D 2L across 25 games on their own ground, a 2.28 PPG return.
Away from home, Cardiff have taken 1.00 points per game from 25 outings (7W 4D 14L).
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.
Attack vs Defence
Ipswich are averaging 2.18 goals scored and 0.80 conceded per game recently; Cardiff are on 0.94 scored and 1.30 conceded.
Defensively: Ipswich have kept a clean sheet in 50% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 50 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Ipswich
Early Season
Cardiff
Early Season
❓ Frequently Asked Questions
What form are Ipswich and Cardiff in coming into this match?
Ipswich have gone 31W 14D 5L in their last 50 games (2.14 PPG), while Cardiff have gone 14W 11D 25L in their last 50 (1.06 PPG).
Which team has the better venue record — Ipswich at home or Cardiff away?
Ipswich's home record (2.28 PPG) is the stronger of the two venue-specific splits — Ipswich at home: 2.28 PPG; Cardiff away: 1.00 PPG.
Have Ipswich or Cardiff been keeping clean sheets recently?
Ipswich have kept a clean sheet in 50% of their recent games, Cardiff in 24%.
⚔️ Rivalry Insight
The Rivalry So Far
These sides have met 2 times that we have on record, stretching back to September 2023 — a rivalry that has played out across roughly 1 year. Every recorded meeting has come in Championship. It has been a while since the last meeting — 9 March 2024, some 1 year back — so squads and form on both sides may look very different now.
Last 2 Meetings
1
Ipswich
0
Draws
1
Cardiff
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Ipswich and Cardiff?
From 2 meetings on record, Ipswich have won 1, Cardiff have won 1, and 0 have been drawn.
When did Ipswich and Cardiff last play each other?
They last met on 9 March 2024, when Cardiff 2-1 Ipswich.
📈 Trading Insight
Early Goal Trends
Ipswich are typically involved in an early goal — the half-time board shows at least one in 88% of their matches. They've gone in front at half-time 52% of the time.
Cardiff are typically involved in an early goal — the half-time board shows at least one in 64% of their matches.
Full-Time Markets
BTTS sits in mixed territory for this pairing — Ipswich 40%, Cardiff 40% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 64% (Ipswich) and 48% (Cardiff). Stepping up a level, Over 3.5 has also landed reasonably often — 40% and 28% respectively — worth a look for goal-hungry markets.
On the defensive side: Ipswich keep a clean sheet in 56% of their matches; Cardiff in 52%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Ipswich home games / Cardiff away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Ipswich play Cardiff?
Not especially — both teams scoring has occurred in only 40% of Ipswich's recent matches and 40% of Cardiff's, a rate that leans toward BTTS No.
Is Ipswich vs Cardiff usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 64% of Ipswich's matches and 48% of Cardiff's.
Do Ipswich and Cardiff tend to score early?
Ipswich have had a goal before half-time in 88% of their recent matches, Cardiff in 64% — a useful reference point for first-half goal markets.
Prediction vindicated as Ipswich edge out Cardiff 3-2.
📝 Match Report
How It Unfolded
Ipswich beat Cardiff 3-2 at Portman Road, Regular Season - 5, 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 1.81 xG and Cardiff 1.67 xG, a combined 3.48. The scoreboard read 3-2 for 5 actual goals. Ipswich beat their projection by 1.2 — clinical relative to the chances the model priced in. Those figures were built on strength ratings of Ipswich attack 1.14 / defence 1.36 against Cardiff attack 1.02 / defence 1.15, drawn from 4/50 games (CurrentSeason).
On the result, the model split it Ipswich 42% | Draw 23% | Cardiff 36%, with Ipswich to win its most likely call at 42%. That is exactly how it finished — the model's leading outcome was vindicated.
Goals & Markets
The model rated Over 2.5 goals at 68%. The game delivered 5, so it went over — a call the model got right. 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 68% 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 (Ipswich 58%, Cardiff 40%), a base rate that pointed the other way from today's over. Their combined BTTS history runs at 46%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Ipswich's trading profile (50 games, 25 home) set some clear expectations: BTTS lands in 46% of their matches — today it did; they keep a clean sheet 50% of the time, and conceded here.
Cardiff's trading profile (50 games, 25 away) set some clear expectations: BTTS lands in 46% of their matches — today it did.
Form vs Result
On form, Ipswich arrived the stronger side — 2.14 PPG against 1.06. That form edge translated into the three points. Ipswich (home/away splits) shipped 2 against a 0.68 concession average — a leakier day than usual. Cardiff (home/away splits) scored 2 against a 0.96 average — above their attacking norm and shipped 3 against a 1.52 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.