Cardiff 2-0 Swansea – Result & Analysis
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Poisson model rates Cardiff at 37%, yet the head-to-head data favours Swansea — this Cardiff vs Swansea fixture contains genuine analytical tension.
✍️ Match Preview
Fixture Analysis
Cardiff welcome Swansea to Cardiff City Stadium in Championship (matchday 6). Kick-off is Saturday 16 September 2023 at 20:45 UK time.
Recent Form
Across their last 10 games, Cardiff have gone 3W 2D 5L — 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.
At home, Cardiff have gone 3W 2D 5L in their last 10 home 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 their last 10 matches, Swansea stand at 4W 3D 3L — 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 (20%). Both teams have scored in 80% of their matches — a high rate that makes Yes a well-evidenced angle from their form.
Swansea's away record over their last 10 away games: 3W 1D 6L (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 recently.
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 home advantage, Swansea have the better record in our head-to-head data — 4 wins from 4 H2H matches against 0 for Cardiff.
These two sides have produced goals at a healthy rate, averaging 3.5 per game across the 4 H2H matches we hold. That scoring profile supports the Over 2.5 angle. The most recent of those, on 1 Apr 2023, ended Cardiff 2–3 Swansea — a Swansea win.
The H2H data backs the away side. Swansea have won 4 of 4 H2H matches, and at 3.5 goals per game the goals market also points upward — the away win and Over 2.5 combination has a head-to-head case.
In-Play Data
Cardiff trading profile (last 51 games, 25 of them at home): at least one goal arrives before half-time in 44% of their matches in home games; when goalless at HT, a second-half goal follows 83% of the time; of the 8 games they led at half-time, they failed to win 38%; 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 (last 51 games, 25 of them away): at least one goal arrives before half-time in 80% of their matches in away games; when goalless at HT, a second-half goal follows 78% of the time; of the 19 games they led at half-time, they failed to win 42%; of the 19 games they trailed at half-time, they recovered to draw or win 37%; 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%). There is an in-play dynamic worth noting: Cardiff surrender their half-time lead 38% of the time, while Swansea have come from behind at the break to draw or win in 37% of cases — a combination that makes laying the hosts at HT a potential angle.
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: built from Cardiff's last 51 games and Swansea's last 51.
Result probabilities: Cardiff 37% | Draw 26% | Swansea 37%. Fair-value odds: Cardiff 2.68 | Draw 3.84 | Swansea 2.73. The model can't separate the sides — both are rated at 37% to win, with the draw at 26%. There is no result lean here.
Goals markets: Over 2.5 probability 54% | BTTS Yes 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 Yes at 58% is only a slight lean — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Summary & Verdict
The Poisson model can't separate the sides — Cardiff 37% and Swansea 37%, with the draw at 26%. There is no result lean from the model; the goals and BTTS markets below are where it has a view.
The Poisson model projects 2.85 xG in total — Over 2.5 at 54% — strong conviction, supported by recent form (Cardiff's last 10 home games and Swansea's last 10 away games) averaging 2.7 goals per game and the H2H data averaging 3.5 goals per game across 4 H2H matches.
On the BTTS market, Poisson puts 58% on Yes. Form rates corroborate — both teams scored in: Cardiff 70% (last 10 home games) | Swansea 50% (last 10 away games).
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💡 Key Insights
🏟️ Match Context
• Fixture: Cardiff vs Swansea | Competition: Championship, matchday 6 | Venue: Cardiff City Stadium • Kick-off: Saturday 16 September 2023 at 20:45 UK time • Data inputs: head-to-head data, recent form (overall and home/away), the Poisson prediction model and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Cardiff 37% | Draw 26% | Swansea 37% • Poisson goal markets: Over 2.5 54% (Under 46%) | BTTS Yes 58% (No 42%) | 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: no clear lean — Cardiff and Swansea level at 37% — 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.
❓ Cardiff vs Swansea FAQs
What time does Cardiff vs Swansea kick off?
Cardiff vs Swansea kicked off at 20:45 UK time 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 Championship fixture (matchday 6) (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, so it leans towards BTTS Yes.
Will Cardiff vs Swansea have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 54%, so it leans towards over 2.5 goals.
🧮 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 Cardiff's last 51 games and Swansea's last 51 — a full enough recent 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 · Outlined cell = most likely score
▶ Model Internals
❓ Cardiff vs Swansea Prediction FAQs
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.
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.
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 their last 25 home games, a 1.12 PPG return.
Away from home, Swansea have taken 1.16 points per game from their last 25 away games (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
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Cardiff
Early Season
Swansea
Early Season
Cardiff (Home) vs Swansea (Away)
Home games only for the home side · Away games only for the away side
Cardiff
Early Season
Swansea
Early Season
❓ Cardiff vs Swansea Form FAQs
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 head-to-head numbers here are drawn from the 8 H2H matches in our data, going back to October 2021. All of them came in Championship. The most recent in our data was on 18 January 2025, some 1 year back — so squads and form on both sides may look very different now.
Digging Into the Numbers
The biggest gap in our H2H data came on 2 Apr 2022, when Swansea won Cardiff 0-4 Swansea.
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
❓ Cardiff vs Swansea H2H FAQs
What is the head-to-head record between Cardiff and Swansea?
Across the 8 head-to-head matches in our data, Cardiff have won 2, Swansea have won 5, and 1 has been drawn.
When did Cardiff and Swansea last play each other?
The most recent meeting in our data was on 18 January 2025: 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 the 8 head-to-head matches in our data.
📈 Trading Insight
Half-Time Trends
Cardiff see a goal before the break in 44% of their matches. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 14% of those situations.
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, though they've let that lead slip 43% of the time they've held it — worth watching if they're only ahead by one. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 36% 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.
❓ Cardiff vs Swansea Trading FAQs
Do both teams usually score in Cardiff and Swansea matches?
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.
Are Cardiff and Swansea matches usually high-scoring?
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 matches tend to have early goals?
There has been at least one first-half goal in 44% of Cardiff's recent matches and 80% of Swansea's — 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.
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