Cardiff 3-0 Swansea – Result & Analysis
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Poisson model favours Swansea (34%) — form and H2H data both point in the same direction as Cardiff face Swansea.
✍️ Match Preview
Fixture Analysis
It is a Championship clash, Regular Season - 27 as Cardiff welcome Swansea to Cardiff City Stadium. Kick-off is set for Saturday 18 January 2025 at 12:30 UTC.
Recent Form
Across all Championship games this season, Cardiff have gone 1W 5D 4L from 10 outings — a 0.80 PPG return. Last five: L W D D D. They are averaging 1.10 goals per game and conceding 1.70 — a modest attacking output that tempers optimism on the Over 2.5 market. Both teams have scored in 70% of their games — a high BTTS rate that carries real weight in the goals markets. This season is still relatively young for Cardiff, so this record blends games from this season and last.
At home at Cardiff City Stadium, Cardiff have gone 4W 2D 4L this season (10 games, 1.40 PPG). At home they are averaging 1.30 goals scored and 1.20 conceded per game. Their home PPG of 1.40 is noticeably stronger than their overall 0.80 — Cardiff are significantly better at Cardiff City Stadium than their overall form suggests.
Looking at all fixtures this season, Swansea stand at 4W 3D 3L from 10 Championship matches — 1.50 PPG. Last five: L W W L D. They are scoring at 1.60 per game and conceding 1.60. 1 clean sheet from 10 outings suggests some defensive organisation. Both teams have scored in 80% of their matches this season — one of the stronger BTTS rates in the division, making Yes a well-evidenced play. This season is still relatively young for Swansea, so this record blends games from this season and last.
Swansea's away record: 3W 2D 5L from 10 road trips in Championship this season (1.10 PPG). Away from home they average 0.80 goals scored and 1.30 conceded per game.
Form points away from home here. Swansea's 1.50 PPG return is 0.70 points per game ahead of Cardiff's 0.80 — the visitors are the form-based selection, and Double Chance is an alternative worth pricing if the outright looks tight.
H2H
Despite the anticipated home advantage, Swansea have the better historical record — 5 wins from 7 previous contests against 1 for Cardiff.
Goals have been a feature of this fixture. The last 7 meetings have averaged 2.9 per game — a rate that gives the Over 2.5 market a solid historical foundation. The most recent clash, on 25 Aug 2024, ended 1–1 with a draw.
The H2H provides genuine backing for the away side. Swansea have won 5 of 7 previous encounters, and at 2.9 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 (72 games, 36 at home): they score before half-time in 67% of fixtures in home games; when goalless at HT, a second-half goal follows 86% of the time; two or more arrive in the second half on 54% of those occasions; BTTS occurs in 42% of their matches (home games); Over 2.5 goals lands in 39% of games (home games); they fail to score in 33% of games.
Swansea trading profile (72 games, 36 at away): they score before half-time in 83% of fixtures in away games; when goalless at HT, a second-half goal follows 81% of the time; BTTS occurs in 58% of their matches (away games); Over 2.5 goals lands in 56% of games (away games).
BTTS rates are mixed from the trading data — Cardiff 49% versus Swansea 56%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Cardiff 46% | Swansea 53%).
Poisson Model
The Poisson distribution model projects Cardiff 1.09 xG and Swansea 1.12 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 0.759 / defence 1.245 | Swansea attack 0.890 / defence 1.036. League average goals — home 1.390 / away 1.007. Cardiff's attack strength of 0.759 is below the league average — the 1.09 xG projection reflects a team that scores at a discount to the division norm. Data: 72 Cardiff games / 72 Swansea games used (CurrentSeason).
Result probabilities: Cardiff 33% | Draw 32% | Swansea 34%. Fair-value odds: Cardiff 3.03 | Draw 3.12 | Swansea 2.94. This is a low-confidence result — no outcome exceeds 45%. The draw at 32% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 38% | BTTS probability 46% | Total xG 2.21. Under 2.5 has a narrow probability edge at 62% — total xG of 2.21 is below the line but not decisively so. BTTS probability of 46% 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 Swansea at 34% — marginal model lean. Current-season form corroborates the Poisson lean — partial multi-source support. With a 32% draw probability, Draw No Bet on Swansea offers a more defensible entry point than the straight win. The opposing side holds a 33% win probability per the model — this is not a banker and should be staked accordingly.
The Poisson model projects 2.21 xG in total — Under 2.5 at 38% — Poisson-only — limited corroboration confidence — though H2H averaging only 2.9 goals per meeting points in the other direction.
On the BTTS market, Poisson puts 46% on No. Form rates corroborate: Cardiff 40% | Swansea 50% BTTS from recent games.
The outsider holds a 33% 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: Cardiff vs Swansea | Competition: Championship, Regular Season - 27 | Venue: Cardiff City Stadium • Kick-off: Saturday 18 Jan 2025, 12:30 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Cardiff 33% | Draw 32% | Swansea 34% • Poisson goal markets: Over 2.5 38% | BTTS 46% | xG Cardiff 1.09 / Swansea 1.12 • Poisson strength factors: Cardiff attack 0.759 / def 1.245 | Swansea attack 0.890 / def 1.036 | league avg home 1.390 / away 1.007 • Poisson stance: Swansea (34%) — low confidence — close contest
🧮 Prediction Model
1.09
Cardiff xG
Expected Goals
1.12
Swansea xG
46%
BTTS
66%
Over 1.5
38%
Over 2.5
18%
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 12:30 on Saturday 18 January 2025 at Cardiff City Stadium.
What was the final score in Cardiff vs Swansea?
Cardiff 3 - 0 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 - 27 fixture in the Championship (England).
Who is favourite to win Cardiff vs Swansea?
Our statistical model gives Cardiff a 33% chance of winning, Swansea a 34% chance, and a 32% chance of a draw — making Swansea the favourite.
Will both teams score in Cardiff vs Swansea?
Our model estimates a 46% 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 38%.
What is the head-to-head record between Cardiff and Swansea?
Record (7 meetings): Cardiff 1W | Draws 1 | Swansea 5W.
What form are Cardiff and Swansea in?
Cardiff (all comps): 1W-5D-4L in 10 | 0.80 PPG | GF 1.10 / GA 1.70 | L5 L-W-D-D-D. Swansea (all comps): 4W-3D-3L in 10 | 1.50 PPG | GF 1.60 / GA 1.60 | L5 L-W-W-L-D.
🧮 Model Insight
Model Mechanics
The model rates Cardiff's attack at 0.76x the league average against Swansea's defence at 1.04x — combine the two and it projects 1.09 expected goals for the hosts. The same calculation in reverse, Swansea's attack versus Cardiff's defence, projects 1.12 expected goals for the visitors.
These ratings are built from 72/72 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 (12.7%), 0-1 (10.5%). Those top three scorelines alone account for 38% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Swansea Win
33%
3.01
32%
3.09
34%
2.91
Top 3 Most Likely Scorelines
1 – 1
13.4%
Draw
Most likely
0 – 1
12.3%
Away win
1 – 0
12.0%
Home win
Expected Goals & Win Odds
1.09
Cardiff xG
Total xG
2.21
1.12
Swansea xG
3.01
33%
Home win
3.09
32%
Draw
2.91
34%
Away win
Goals Markets
65%
Over 1.5
1.54
35%
Under 1.5
2.86
38%
Over 2.5
2.63
62%
Under 2.5
1.61
18%
Over 3.5
5.56
82%
Under 3.5
1.22
7%
Over 4.5
14.29
93%
Under 4.5
1.08
Match Markets
Both Teams to Score
46%
BTTS Yes
2.16
54%
BTTS No
1.86
Clean Sheet
33%
3.05
34%
2.98
Win to Nil
11%
9.19
12%
8.67
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 11.0 | 12.3 | 6.8 | 2.5 | 0.7 | 0.2 |
| 1 | 12.0 | 13.4 | 7.5 | 2.8 | 0.8 | 0.2 |
| 2 | 6.6 | 7.3 | 4.1 | 1.5 | 0.4 | 0.1 |
| 3 | 2.4 | 2.7 | 1.5 | 0.6 | 0.2 | – |
| 4 | 0.7 | 0.7 | 0.4 | 0.2 | – | – |
| 5 | 0.1 | 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 1.09 expected goals for Cardiff and 1.12 for Swansea, a combined total of 2.21.
How confident is the prediction model for Cardiff vs Swansea?
Not very — the model's leading outcome sits at just 34%, 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 72 games, going 24W 14D 34L for 1.19 points per game. Their last five reads L-W-D-D-D. The sample for Cardiff is still a mix of this season and last, given how young the current campaign is.
On the other side, Swansea sit at 1.26 PPG from 72 outings (24W 19D 29L), a run that reads L-W-W-L-D across their last five. The sample for Swansea is still a mix of this season and last, given how young the current campaign is.
Form-wise this is close to level: Cardiff on 1.19 PPG, Swansea on 1.26. Other factors will likely decide this one more than recent results.
Home Ground vs the Road
Cardiff's home form reads 14W 5D 17L across 36 games on their own ground, a 1.31 PPG return.
Away from home, Swansea have taken 1.17 points per game from 36 outings (11W 9D 16L).
The Goals Picture
Cardiff are averaging 1.10 goals scored and 1.54 conceded per game recently; Swansea are on 1.24 scored and 1.32 conceded.
Last 72 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Cardiff
Blended
Swansea
Blended
❓ Frequently Asked Questions
What form are Cardiff and Swansea in coming into this match?
Cardiff have gone 24W 14D 34L in their last 72 games (1.19 PPG), while Swansea have gone 24W 19D 29L in their last 72 (1.26 PPG).
Which team has the better venue record — Cardiff at home or Swansea away?
Cardiff's home record (1.31 PPG) is the stronger of the two venue-specific splits — Cardiff at home: 1.31 PPG; Swansea away: 1.17 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 are typically involved in an early goal — the half-time board shows at least one in 67% of their matches. They've gone in front at half-time 25% of the time.
Swansea are typically involved in an early goal — the half-time board shows at least one in 83% 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 11% of those situations.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Cardiff 42%, Swansea 58% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 39% (Cardiff) and 56% (Swansea).
On the defensive side: Cardiff have failed to score in 36% of games; Swansea in 31%.
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 42% of Cardiff's recent matches and 58% 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 39% of Cardiff's recent games and 56% 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 67% of their recent matches, Swansea in 83% — a useful reference point for first-half goal markets.
Dominant Cardiff run riot with a 3-0 hammering of Swansea.
📝 Match Report
How It Unfolded
Cardiff beat Swansea 3-0 at Cardiff City Stadium, Regular Season - 27, in the Championship. That is the final score; the rest of this report grades it against what the data forecast beforehand.
The Model vs The Result
The Poisson model went into this projecting Cardiff 1.09 xG and Swansea 1.12 xG, a combined 2.21. The scoreboard read 3-0 for 3 actual goals. Cardiff beat their projection by 1.9 — clinical relative to the chances the model priced in. Swansea landed 1.1 under their projected return. Those figures were built on strength ratings of Cardiff attack 0.76 / defence 1.25 against Swansea attack 0.89 / defence 1.04, drawn from 72/72 games (CurrentSeason).
On the result, the model split it Cardiff 33% | Draw 32% | Swansea 34%, with Swansea to win its most likely call at 34%. The actual Cardiff win had been the model's second-ranked read at 33%, so the result diverged from the top call without being a shock.
Goals & Markets
The model rated Over 2.5 goals at 38%. The game delivered 3, so it went over — a miss for the goals model. Over 1.5 had been 66% and landed. On both teams to score, the model sat at 46% and the match did not — another call in the model's favour. Historically the two sides average 49% Over 2.5 across their same-competition games (Cardiff 46%, Swansea 53%), a base rate that pointed the other way from today's over. Their combined BTTS history runs at 52%, which did not match the one-sided outcome.
Trading Patterns vs Reality
Cardiff's trading profile (72 games, 36 home) set some clear expectations: BTTS lands in 49% of their matches — today it did not.
Swansea's trading profile (72 games, 36 away) set some clear expectations: BTTS lands in 56% of their matches — today it did not; they fail to score in 26% of games, a blank that repeated today.
Form vs Result
The form lines were close — Cardiff 1.19 PPG, Swansea 1.26 PPG — offering no strong steer, and the Cardiff win broke the near-deadlock. Cardiff (home/away splits) scored 3 against a 1.11 average — above their attacking norm and conceded 0 against a 1.39 average — tighter than their form line. Swansea (home/away splits) managed 0 against a 1.19 scoring average — below par going forward and shipped 3 against a 1.47 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 1 of 3 pre-match signals came in: result (miss), Over 2.5 (miss), BTTS (hit). A poor return for the projections: the match defied the majority of what the numbers expected.
💡 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.