Cardiff 2-0 Swansea – Result & Analysis
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Poisson model rates Cardiff at 37%, 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 - 6 as Cardiff welcome Swansea to Cardiff City Stadium. Kick-off is set for Saturday 16 September 2023 at 19:45 UTC.
Recent Form
Across all Championship games this season, Cardiff have gone 3W 2D 5L from 10 outings — a 1.10 PPG return. Last five: D L L W L. Offensively they are averaging 1.50 goals per game, with 1.80 conceded. Both teams have scored in 90% of their matches — an extremely high rate that makes BTTS Yes a well-supported standalone angle from their form alone. Cardiff have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
At home at Cardiff City Stadium, Cardiff have gone 3W 2D 5L this season (10 games, 1.10 PPG). At home they are averaging 1.20 goals scored and 1.40 conceded per game. Both teams have scored in 70% of their home games — an outstanding BTTS rate that is a key data point for this fixture.
Looking at all fixtures this season, Swansea stand at 4W 3D 3L from 10 Championship matches — 1.50 PPG. Last five: D L D L L. They are scoring at 1.80 per game and conceding 1.40. 2 clean sheets 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. Swansea have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
Swansea's away record: 3W 1D 6L from 10 road trips in Championship this season (1.00 PPG). Away from home they average 1.30 goals scored and 1.50 conceded per game. Their away PPG of 1.00 is notably below their overall 1.50 — form away from home has been a clear weakness this season.
The form comparison is too close to call — 1.10 PPG (Cardiff) versus 1.50 (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 — 4 wins from 4 previous contests against 0 for Cardiff.
Goals have been a feature of this fixture. The last 4 meetings have averaged 3.5 per game — a rate that gives the Over 2.5 market a solid historical foundation. The most recent clash, on 1 Apr 2023, ended 2–3 with Swansea winning.
The H2H provides genuine backing for the away side. Swansea have won 4 of 4 previous encounters, and at 3.5 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 (51 games, 25 at home): they score before half-time in 44% of fixtures in home games; when goalless at HT, a second-half goal follows 83% of the time; BTTS occurs in 52% of their matches (home games); Over 2.5 goals lands in 32% of games (home games); they fail to score in 37% of games.
Swansea trading profile (51 games, 25 at away): they score before half-time in 80% of fixtures in away games; when goalless at HT, a second-half goal follows 78% of the time; BTTS occurs in 64% 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 47% versus Swansea 61%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Cardiff 41% | Swansea 57%).
Poisson Model
The Poisson distribution model projects Cardiff 1.43 xG and Swansea 1.42 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 0.941 / defence 1.092 | Swansea attack 1.076 / defence 1.131. League average goals — home 1.347 / away 1.207. Data: 51 Cardiff games / 51 Swansea games used (CurrentSeason).
Result probabilities: Cardiff 37% | Draw 26% | Swansea 37%. Fair-value odds: Cardiff 2.70 | Draw 3.85 | Swansea 2.70. The draw (26%) is the Poisson-preferred outcome — neither side is more likely to win than to draw, making draw-inclusive markets the most model-aligned approach.
Goals markets: Over 2.5 probability 54% | BTTS probability 58% | Total xG 2.85. Over/Under 2.5 is close to a coin-flip at 54%/46% — the total xG of 2.85 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS probability of 58% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Summary & Verdict
The Poisson model's preferred outcome is the draw at 26% — neither side is more likely to win than to draw. Draw-inclusive markets are the most model-aligned approach. Home win at 37% and away win at 37% are close enough that backing either outright carries significant draw exposure.
The Poisson model projects 2.85 xG in total — Over 2.5 at 54% — strong confidence, supported by form averaging 2.7 goals per game and H2H averaging 3.5 goals per meeting.
On the BTTS market, Poisson puts 58% on Yes. Form rates corroborate: Cardiff 70% | Swansea 50% BTTS from recent games.
The outsider holds a 37% 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 - 6 | Venue: Cardiff City Stadium • Kick-off: Saturday 16 Sep 2023, 19:45 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Cardiff 37% | Draw 26% | Swansea 37% • Poisson goal markets: Over 2.5 54% | BTTS 58% | xG Cardiff 1.43 / Swansea 1.42 • Poisson strength factors: Cardiff attack 0.941 / def 1.092 | Swansea attack 1.076 / def 1.131 | league avg home 1.347 / away 1.207 • Poisson stance: Draw (26%) — low confidence — close contest
🧮 Prediction Model
1.43
Cardiff xG
Expected Goals
1.42
Swansea xG
58%
BTTS
78%
Over 1.5
54%
Over 2.5
32%
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 19:45 on Saturday 16 September 2023 at Cardiff City Stadium.
What was the final score in Cardiff vs Swansea?
Cardiff 2 - 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 - 6 fixture in the Championship (England).
Who is favourite to win Cardiff vs Swansea?
Our statistical model gives Cardiff a 37% chance of winning, Swansea a 37% chance, and a 26% chance of a draw, making this a very evenly-matched fixture.
Will both teams score in Cardiff vs Swansea?
Our model estimates a 58% 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 54%.
What is the head-to-head record between Cardiff and Swansea?
Record (4 meetings): Cardiff 0W | Draws 0 | Swansea 4W.
What form are Cardiff and Swansea in?
Cardiff (all comps): 3W-2D-5L in 10 | 1.10 PPG | GF 1.50 / GA 1.80 | L5 D-L-L-W-L. Swansea (all comps): 4W-3D-3L in 10 | 1.50 PPG | GF 1.80 / GA 1.40 | L5 D-L-D-L-L.
🧮 Model Insight
Model Mechanics
The model rates Cardiff's attack at 0.94x the league average against Swansea's defence at 1.13x — combine the two and it projects 1.43 expected goals for the hosts. The same calculation in reverse, Swansea's attack versus Cardiff's defence, projects 1.42 expected goals for the visitors.
These ratings are built from 51/51 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 13.3% — 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 (8.3%). 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
Cardiff Win
37%
2.68
26%
3.84
37%
2.73
Top 3 Most Likely Scorelines
1 – 1
11.7%
Draw
Most likely
2 – 1
8.4%
Home win
1 – 0
8.3%
Home win
Expected Goals & Win Odds
1.43
Cardiff xG
Total xG
2.85
1.42
Swansea xG
2.68
37%
Home win
3.84
26%
Draw
2.73
37%
Away win
Goals Markets
78%
Over 1.5
1.28
22%
Under 1.5
4.55
54%
Over 2.5
1.85
46%
Under 2.5
2.17
32%
Over 3.5
3.12
68%
Under 3.5
1.47
16%
Over 4.5
6.25
84%
Under 4.5
1.19
Match Markets
Both Teams to Score
58%
BTTS Yes
1.72
42%
BTTS No
2.40
Clean Sheet
24%
4.13
24%
4.20
Win to Nil
9%
11.07
9%
11.46
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 5.8 | 8.2 | 5.8 | 2.7 | 1.0 | 0.3 |
| 1 | 8.3 | 11.7 | 8.3 | 3.9 | 1.4 | 0.4 |
| 2 | 5.9 | 8.4 | 6.0 | 2.8 | 1.0 | 0.3 |
| 3 | 2.8 | 4.0 | 2.9 | 1.3 | 0.5 | 0.1 |
| 4 | 1.0 | 1.4 | 1.0 | 0.5 | 0.2 | – |
| 5 | 0.3 | 0.4 | 0.3 | 0.1 | – | – |
Green = home win · Grey = draw · Amber = away win · White ring = 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 13.3%.
How many goals are Cardiff and Swansea expected to score?
The model projects 1.43 expected goals for Cardiff and 1.42 for Swansea, a combined total of 2.85.
How confident is the prediction model for Cardiff vs Swansea?
Not very — the model's leading outcome sits at just 37%, 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 51 games, going 14W 11D 26L for 1.04 points per game. Their last five reads D-L-L-W-L. It's still early in the season for Cardiff, so this record blends in a handful of games from last season too.
On the other side, Swansea sit at 1.33 PPG from 51 outings (18W 14D 19L), a run that reads D-L-D-L-L across their last five. It's still early in the season for Swansea, so this record blends in a handful of games from last season too.
Form-wise this is close to level: Cardiff on 1.04 PPG, Swansea on 1.33. Other factors will likely decide this one more than recent results.
Home Ground vs the Road
Cardiff's home form reads 7W 7D 11L across 25 games on their own ground, a 1.12 PPG return.
Away from home, Swansea have taken 1.16 points per game from 25 outings (7W 8D 10L).
The Goals Picture
Cardiff are averaging 0.96 goals scored and 1.33 conceded per game recently; Swansea are on 1.45 scored and 1.43 conceded.
On BTTS specifically: Swansea in 61%.
Last 51 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Cardiff
Early Season
Swansea
Early Season
❓ Frequently Asked Questions
What form are Cardiff and Swansea in coming into this match?
Cardiff have gone 14W 11D 26L in their last 51 games (1.04 PPG), while Swansea have gone 18W 14D 19L in their last 51 (1.33 PPG).
Which team has the better venue record — Cardiff at home or Swansea away?
Swansea's away record (1.16 PPG) is the stronger of the two venue-specific splits — Cardiff at home: 1.12 PPG; Swansea away: 1.16 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 44% of their matches.
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 28% of the time. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 16% of those situations.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Cardiff 52%, Swansea 64% — 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 56% (Swansea).
On the defensive side: Cardiff keep a clean sheet in 32% of their matches.
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?
Yes — based on recent matches, both teams have scored in 52% of Cardiff's games and 64% of Swansea's, a combined rate that favours BTTS Yes.
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 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 44% of their recent matches, Swansea in 80% — a useful reference point for first-half goal markets.
Cardiff cruise to a comfortable 2-0 victory over Swansea.
📝 Match Report
How It Unfolded
Cardiff beat Swansea 2-0 at Cardiff City Stadium, Regular Season - 6, 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 Cardiff 1.43 xG and Swansea 1.42 xG, a combined 2.85. The scoreboard read 2-0 for 2 actual goals. Swansea landed 1.4 under their projected return. Those figures were built on strength ratings of Cardiff attack 0.94 / defence 1.09 against Swansea attack 1.08 / defence 1.13, drawn from 51/51 games (CurrentSeason).
On the result, the model split it Cardiff 37% | Draw 26% | Swansea 37%, with Cardiff to win its most likely call at 37%. That is exactly how it finished — the model's leading outcome was vindicated.
Goals & Markets
The model rated Over 2.5 goals at 54%. The game delivered 2, so it stayed under — the opposite of the projected direction. Over 1.5 had been 78% and landed. On both teams to score, the model sat at 58% and the match did not — a miss on BTTS. Historically the two sides average 49% Over 2.5 across their same-competition games (Cardiff 41%, Swansea 57%), a base rate that agreed with today's under. Their combined BTTS history runs at 54%, which did not match the one-sided outcome.
Trading Patterns vs Reality
Cardiff's trading profile (51 games, 25 home) set some clear expectations: BTTS lands in 47% of their matches — today it did not.
Swansea's trading profile (51 games, 25 away) set some clear expectations: BTTS lands in 61% of their matches — today it did not.
Form vs Result
The form lines were close — Cardiff 1.04 PPG, Swansea 1.33 PPG — offering no strong steer, and the Cardiff win broke the near-deadlock. Cardiff (home/away splits) scored 2 against a 0.92 average — above their attacking norm and conceded 0 against a 1.08 average — tighter than their form line. Swansea (home/away splits) managed 0 against a 1.32 scoring average — below par going forward.
Verdict
Grading the result against the stored data, 1 of 3 pre-match signals came in: result (hit), Over 2.5 (miss), BTTS (miss). The data was on the wrong side of this result more often than not — a reminder that a single match sits well inside the model's variance.
💡 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.