Cardiff 2-3 Swansea – Result & Analysis
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Poisson model rates Cardiff at 40%, yet other data sources diverge — this Cardiff vs Swansea fixture contains genuine analytical tension.
✍️ Match Preview
Fixture Analysis
It is a Championship clash, Regular Season - 39 as Cardiff welcome Swansea to Cardiff City Stadium. Kick-off is set for Saturday 1 April 2023 at 15:00 UTC.
Recent Form
Across all Championship games this season, Cardiff have gone 3W 1D 6L from 10 outings — a 1.00 PPG return. Last five: W L W L D. They are averaging 0.70 goals per game and conceding 1.10 — a modest attacking output that tempers optimism on the Over 2.5 market. 3 clean sheets from 10 outings provides some defensive foundation. Both teams have scored in only 20% of their games — a low BTTS rate that suggests clean sheets are a regular occurrence.
At home at Cardiff City Stadium, Cardiff have gone 2W 4D 4L this season (10 games, 1.00 PPG). At home they are averaging 0.90 goals scored and 1.10 conceded per game.
Looking at all fixtures this season, Swansea stand at 2W 1D 7L from 10 Championship matches — 0.70 PPG. Last five: D L L L W. Their scoring rate of 1.10 per game is modest, conceding 1.90 — 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. Both teams have scored in 60% of their games — a noteworthy BTTS rate that supports the Yes market.
Swansea's away record: 1W 4D 5L from 10 road trips in Championship this season (0.70 PPG). Away from home they average 1.10 goals scored and 1.60 conceded per game. BTTS has landed in 60% of their away games — meaningful support for the Yes angle in this specific context.
The form comparison is too close to call — 1.00 PPG (Cardiff) versus 0.70 (Swansea). When the figures are this level, no pick can be reliably derived from recent results alone.
H2H
Despite the anticipated home advantage, Swansea have the better historical record — 3 wins from 3 previous contests against 0 for Cardiff.
Goals have been a feature of this fixture. The last 3 meetings have averaged 3.0 per game — a rate that gives the Over 2.5 market a solid historical foundation. The most recent clash, on 23 Oct 2022, ended 0–2 with Swansea winning.
The H2H provides genuine backing for the away side. Swansea have won 3 of 3 previous encounters, and at 3.0 goals per game, the goals market also points upward. The away win and Over 2.5 combination has a historical case worth noting.
In-Play Data
Cardiff trading profile (83 games, 41 at home): they score before half-time in 58% of fixtures in home games; when goalless at HT, a second-half goal follows 86% of the time; BTTS occurs in 39% of their matches (home games); Over 2.5 goals lands in 32% of games (home games); they fail to score in 41% of games.
Swansea trading profile (83 games, 41 at away): they score before half-time in 71% of fixtures in away games; when goalless at HT, a second-half goal follows 72% of the time; BTTS occurs in 51% of their matches (away games); Over 2.5 goals lands in 54% of games (away games).
BTTS rates are mixed from the trading data — Cardiff 42% versus Swansea 52%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Cardiff 40% | Swansea 54%).
Poisson Model
The Poisson distribution model projects Cardiff 1.16 xG and Swansea 0.96 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: Cardiff attack 0.784 / defence 0.967 | Swansea attack 0.948 / defence 1.170. League average goals — home 1.268 / away 1.047. Cardiff's attack strength of 0.784 is below the league average — the 1.16 xG projection reflects a team that scores at a discount to the division norm. Data: 83 Cardiff games / 84 Swansea games used (CurrentSeason).
Result probabilities: Cardiff 40% | Draw 31% | Swansea 29%. Fair-value odds: Cardiff 2.50 | Draw 3.23 | Swansea 3.45. This is a low-confidence result — no outcome exceeds 45%. The draw at 31% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 36% | BTTS probability 43% | Total xG 2.12. Under 2.5 has a narrow probability edge at 64% — total xG of 2.12 is below the line but not decisively so. BTTS probability of 43% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Summary & Verdict
The Poisson model's primary lean is Cardiff at 40% — marginal model lean. With a 31% draw probability, Draw No Bet on Cardiff offers a more defensible entry point than the straight win. The opposing side holds a 29% win probability per the model — this is not a banker and should be staked accordingly.
The Poisson model projects 2.12 xG in total — Under 2.5 at 36% — Poisson-only — limited corroboration confidence — though H2H averaging only 3.0 goals per meeting points in the other direction.
On the BTTS market, Poisson puts 43% on No. Form rates are neutral: Cardiff 50% | Swansea 60%.
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💡 Key Insights
🏟️ Match Context
• Fixture: Cardiff vs Swansea | Competition: Championship, Regular Season - 39 | Venue: Cardiff City Stadium • Kick-off: Saturday 1 Apr 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Cardiff 40% | Draw 31% | Swansea 29% • Poisson goal markets: Over 2.5 36% | BTTS 43% | xG Cardiff 1.16 / Swansea 0.96 • Poisson strength factors: Cardiff attack 0.784 / def 0.967 | Swansea attack 0.948 / def 1.170 | league avg home 1.268 / away 1.047 • Poisson stance: Cardiff (40%) — low confidence — close contest
🧮 Prediction Model
1.16
Cardiff xG
Expected Goals
0.96
Swansea xG
43%
BTTS
63%
Over 1.5
36%
Over 2.5
17%
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 Cardiff vs Swansea kick off?
Cardiff vs Swansea kicked off at 15:00 on Saturday 1 April 2023 at Cardiff City Stadium.
What was the final score in Cardiff vs Swansea?
Cardiff 2 - 3 Swansea.
Where is Cardiff vs Swansea being played?
The match is being played at Cardiff City Stadium.
What competition is Cardiff vs Swansea part of?
Cardiff vs Swansea is a Regular Season - 39 fixture in the Championship (England).
Who is favourite to win Cardiff vs Swansea?
Our statistical model gives Cardiff a 40% chance of winning, Swansea a 29% chance, and a 31% chance of a draw — making Cardiff the favourite.
Will both teams score in Cardiff vs Swansea?
Our model estimates a 43% probability that both Cardiff and Swansea will score (BTTS).
Will Cardiff vs Swansea have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 36%.
What is the head-to-head record between Cardiff and Swansea?
Record (3 meetings): Cardiff 0W | Draws 0 | Swansea 3W.
What form are Cardiff and Swansea in?
Cardiff (all comps): 3W-1D-6L in 10 | 1.00 PPG | GF 0.70 / GA 1.10 | L5 W-L-W-L-D. Swansea (all comps): 2W-1D-7L in 10 | 0.70 PPG | GF 1.10 / GA 1.90 | L5 D-L-L-L-W.
🧮 Model Insight
Model Mechanics
The model rates Cardiff's attack at 0.78x the league average against Swansea's defence at 1.17x — combine the two and it projects 1.16 expected goals for the hosts. The same calculation in reverse, Swansea's attack versus Cardiff's defence, projects 0.96 expected goals for the visitors.
These ratings are built from 83/84 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 15.1% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 0-0 (13.7%), 1-0 (12.2%). Those top three scorelines alone account for 41% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Cardiff Win
40%
2.52
31%
3.22
29%
3.41
Top 3 Most Likely Scorelines
1 – 0
13.9%
Home win
Most likely
1 – 1
13.4%
Draw
0 – 0
12.0%
Draw
Expected Goals & Win Odds
1.16
Cardiff xG
Total xG
2.12
0.96
Swansea xG
2.52
40%
Home win
3.22
31%
Draw
3.41
29%
Away win
Goals Markets
63%
Over 1.5
1.59
37%
Under 1.5
2.70
36%
Over 2.5
2.78
64%
Under 2.5
1.56
17%
Over 3.5
5.88
83%
Under 3.5
1.20
6%
Over 4.5
16.67
94%
Under 4.5
1.06
Match Markets
Both Teams to Score
43%
BTTS Yes
2.32
57%
BTTS No
1.76
Clean Sheet
38%
2.61
31%
3.20
Win to Nil
15%
6.58
9%
10.92
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 12.0 | 11.5 | 5.5 | 1.8 | 0.4 | 0.1 |
| 1 | 13.9 | 13.4 | 6.4 | 2.0 | 0.5 | 0.1 |
| 2 | 8.1 | 7.8 | 3.7 | 1.2 | 0.3 | 0.1 |
| 3 | 3.1 | 3.0 | 1.4 | 0.5 | 0.1 | – |
| 4 | 0.9 | 0.9 | 0.4 | 0.1 | – | – |
| 5 | 0.2 | 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 Cardiff vs Swansea?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 15.1%.
How many goals are Cardiff and Swansea expected to score?
The model projects 1.16 expected goals for Cardiff and 0.96 for Swansea, a combined total of 2.12.
How confident is the prediction model for Cardiff vs Swansea?
Not very — the model's leading outcome sits at just 40%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Where Both Sides Stand
Cardiff come into this having played 83 games, going 25W 17D 41L for 1.11 points per game. Their last five reads W-L-W-L-D.
On the other side, Swansea sit at 1.29 PPG from 83 outings (28W 23D 32L), a run that reads D-L-L-L-W across their last five.
Form-wise this is close to level: Cardiff on 1.11 PPG, Swansea on 1.29. Other factors will likely decide this one more than recent results.
Home Ground vs the Road
Cardiff's home form reads 13W 9D 19L across 41 games on their own ground, a 1.17 PPG return.
Away from home, Swansea have taken 1.10 points per game from 41 outings (11W 12D 18L).
The Goals Picture
Cardiff are averaging 0.94 goals scored and 1.31 conceded per game recently; Swansea are on 1.30 scored and 1.48 conceded.
Last 83 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Cardiff
Current Season
Swansea
Current Season
❓ Frequently Asked Questions
What form are Cardiff and Swansea in coming into this match?
Cardiff have gone 25W 17D 41L in their last 83 games (1.11 PPG), while Swansea have gone 28W 23D 32L in their last 83 (1.29 PPG).
Which team has the better venue record — Cardiff at home or Swansea away?
Cardiff's home record (1.17 PPG) is the stronger of the two venue-specific splits — Cardiff at home: 1.17 PPG; Swansea away: 1.10 PPG.
⚔️ Rivalry Insight
A Look Back
The fixture history between Cardiff and Swansea runs to 8 recorded meetings, the earliest dating back to October 2021. Every recorded meeting has come in Championship. It has been a while since the last meeting — 18 January 2025, some 3 years back — so squads and form on both sides may look very different now.
Digging Into the Numbers
The biggest gap between the sides came on 2 Apr 2022, when Swansea won 0-4 — the largest margin of victory on record between these two.
Cardiff's record when hosting Swansea specifically: 2W 0D 2L from 4 games — a narrower, venue-specific slice of the head-to-head picture.
Last 8 Meetings
2
Cardiff
1
Draws
5
Swansea
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Cardiff and Swansea?
From 8 meetings on record, Cardiff have won 2, Swansea have won 5, and 1 have been drawn.
When did Cardiff and Swansea last play each other?
They last met on 18 January 2025, when Cardiff 3-0 Swansea.
Who has won more matches between Cardiff and Swansea?
Swansea have the better head-to-head record, with 5 wins from 8 meetings.
📈 Trading Insight
Half-Time Trends
Cardiff see a goal before the break in 58% of their matches.
Swansea are typically involved in an early goal — the half-time board shows at least one in 71% of their matches. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 15% of those situations.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Cardiff 39%, Swansea 51% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 32% (Cardiff) and 54% (Swansea).
On the defensive side: Cardiff have failed to score in 39% of games; Swansea in 34%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Cardiff 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 Cardiff play Swansea?
Not especially — both teams scoring has occurred in only 39% of Cardiff's recent matches and 51% of Swansea's, a rate that leans toward BTTS No.
Is Cardiff vs Swansea usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 32% of Cardiff's recent games and 54% of Swansea's, pointing to a tighter contest.
Do Cardiff and Swansea tend to score early?
Cardiff have had a goal before half-time in 58% of their recent matches, Swansea in 71% — a useful reference point for first-half goal markets.
Shock result as Swansea defy the odds to beat Cardiff 2-3.
📝 Match Report
How It Unfolded
Swansea beat Cardiff 2-3 at Cardiff City Stadium, Regular Season - 39, in the Championship. 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 Cardiff 1.16 xG and Swansea 0.96 xG, a combined 2.12. The scoreboard read 2-3 for 5 actual goals. Cardiff beat their projection by 0.8 — clinical relative to the chances the model priced in. Swansea outscored their 0.96 projection by 2.0. Those figures were built on strength ratings of Cardiff attack 0.78 / defence 0.97 against Swansea attack 0.95 / defence 1.17, drawn from 83/84 games (CurrentSeason).
On the result, the model split it Cardiff 40% | Draw 31% | Swansea 29%, with Cardiff to win its most likely call at 40%. The actual Swansea win had been the model's second-ranked read at 29%, so the result diverged from the top call without being a shock.
Goals & Markets
The model rated Over 2.5 goals at 36%. The game delivered 5, so it went over — against the model's lean. Over 1.5 had been 63% and landed. Over 3.5 was 17% and came in. On both teams to score, the model sat at 43% and the match saw both sides score — a miss on BTTS. Historically the two sides average 47% Over 2.5 across their same-competition games (Cardiff 40%, Swansea 54%), a base rate that pointed the other way from today's over. Their combined BTTS history runs at 47%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Cardiff's trading profile (83 games, 41 home) set some clear expectations: BTTS lands in 42% of their matches — today it did.
Swansea's trading profile (83 games, 41 away) set some clear expectations: BTTS lands in 52% of their matches — today it did.
Form vs Result
The form lines were close — Cardiff 1.11 PPG, Swansea 1.29 PPG — offering no strong steer, and the Swansea win broke the near-deadlock. Cardiff (home/away splits) scored 2 against a 0.90 average — above their attacking norm and shipped 3 against a 1.10 concession average — a leakier day than usual. Swansea (home/away splits) scored 3 against a 1.17 average — above their attacking norm.
Verdict
Grading the result against the stored data, 0 of 3 pre-match signals came in: result (miss), Over 2.5 (miss), BTTS (miss). This one broke away from the data — most of the pre-match signals were overturned by how the ninety minutes actually played out.
💡 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.