Swansea 3-4 Birmingham – Result & Analysis
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Poisson model rates Swansea at 53%, yet other data sources diverge — this Swansea vs Birmingham fixture contains genuine analytical tension.
✍️ Match Preview
Pre-Match Analysis
Swansea and Birmingham meet at Swansea.com Stadium in Championship, Regular Season - 30. This fixture gets under way on Saturday 4 February 2023 at 15:00 UTC.
Form & Momentum
Swansea have collected 1.10 PPG across 10 Championship outings this season: 2W 5D 3L. Last five: L W L W D. Offensively they are averaging 1.70 goals per game, with 1.40 conceded. 2 clean sheets from 10 outings provides some defensive foundation. Both teams have scored in 70% of their games — a high BTTS rate that carries real weight in the goals markets.
Swansea's form when playing at home: 6W 1D 3L across 10 games at Swansea.com Stadium this term (1.90 PPG). At home they are averaging 1.80 goals scored and 0.90 conceded per game. 4 home clean sheets from 10 games (40%) — a solid defensive base on their own ground. Their home PPG of 1.90 is noticeably stronger than their overall 1.10 — Swansea are significantly better at Swansea.com Stadium than their overall form suggests.
Birmingham's overall Championship record this term: 2W 2D 6L from 10 games (0.80 PPG). Last five: L L L L L. Their scoring rate of 1.20 per game is modest, conceding 2.00 — not a side to back heavily on the Over 2.5 from their form alone. Conceding 2.00 per game is a high rate — their defensive vulnerabilities have been exposed regularly this season. 1 clean sheet from 10 outings suggests some defensive organisation. Both teams have scored in 70% of their games — a noteworthy BTTS rate that supports the Yes market.
Birmingham away from home this season: 4W 2D 4L from 10 away games — 1.40 PPG on the road. Away from home they average 1.20 goals scored and 1.40 conceded per game. Their away PPG of 1.40 exceeds their overall 0.80 — they actually perform better on the road than their aggregate form implies.
Neither side holds a meaningful form edge. The 1.10 vs 0.80 PPG split is negligible — model and market signals should carry more analytical weight for this one.
Head-to-Head
Neither side has dominated this fixture. The last 3 head-to-head meetings have produced 0 wins for Swansea, 1 for Birmingham and 2 draws — an even split that leaves the H2H largely neutral as a betting input.
The 3 previous meetings have averaged 2.3 goals per game — a neutral rate that provides no strong lean on the goals market from the H2H alone. The most recent clash, on 8 Nov 2022, ended 2–2 with a draw.
The head-to-head offers no strong directional steer in either the result or goals markets. Form, the predictive model and current market pricing should carry more weight than the historical record for this fixture.
Trading
Swansea half-time and goal-timing data (74 games, 36 at home): they score before half-time in 64% of fixtures in home games; when goalless at HT, a second-half goal follows 70% of the time; BTTS occurs in 47% of their matches (home games); Over 2.5 goals lands in 53% of games (home games).
Birmingham half-time and goal-timing data (74 games, 36 at away): they score before half-time in 75% of fixtures in away games; when goalless at HT, a second-half goal follows 60% of the time; BTTS occurs in 44% of their matches (away games); Over 2.5 goals lands in 44% of games (away games); they fail to score in 35% of games.
BTTS rates are mixed from the trading data — Swansea 51% versus Birmingham 49%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Swansea 54% | Birmingham 51%).
Poisson Model
The Poisson distribution model projects Swansea 1.74 xG and Birmingham 1.06 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: Swansea attack 1.182 / defence 1.003 | Birmingham attack 0.918 / defence 1.182. League average goals — home 1.245 / away 1.156. Data: 74 Swansea games / 74 Birmingham games used (CurrentSeason).
Result probabilities: Swansea 53% | Draw 24% | Birmingham 23%. Fair-value odds: Swansea 1.89 | Draw 4.17 | Birmingham 4.35. Swansea hold a narrow Poisson edge at 53% — the draw (24%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 53% | BTTS probability 54% | Total xG 2.81. Over/Under 2.5 is close to a coin-flip at 53%/47% — the total xG of 2.81 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS probability of 54% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Final Verdict
Poisson rates Swansea as the most likely outcome at 53% — moderate model lean. Draw probability of 24% warrants consideration of Double Chance or Draw No Bet on Swansea if the outright odds are short.
Poisson projects 2.81 total expected goals, pointing to Over 2.5 at 53% probability — Poisson-only — limited corroboration conviction.
On the BTTS market, Poisson puts 54% on Yes. Form rates are neutral: Swansea 40% | Birmingham 50%.
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💡 Key Insights
🏟️ Match Context
• Fixture: Swansea vs Birmingham | Competition: Championship, Regular Season - 30 | Venue: Swansea.com Stadium • Kick-off: Saturday 4 Feb 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Swansea 53% | Draw 24% | Birmingham 23% • Poisson goal markets: Over 2.5 53% | BTTS 54% | xG Swansea 1.74 / Birmingham 1.06 • Poisson strength factors: Swansea attack 1.182 / def 1.003 | Birmingham attack 0.918 / def 1.182 | league avg home 1.245 / away 1.156 • Poisson stance: Swansea (53%) — moderate lean
🧮 Prediction Model
1.74
Swansea xG
Expected Goals
1.06
Birmingham xG
54%
BTTS
77%
Over 1.5
53%
Over 2.5
31%
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 Swansea vs Birmingham kick off?
Swansea vs Birmingham kicked off at 15:00 on Saturday 4 February 2023 at Swansea.com Stadium.
What was the final score in Swansea vs Birmingham?
Swansea 3 - 4 Birmingham.
Where is Swansea vs Birmingham being played?
The match is being played at Swansea.com Stadium.
What competition is Swansea vs Birmingham part of?
Swansea vs Birmingham is a Regular Season - 30 fixture in the Championship (England).
Who is favourite to win Swansea vs Birmingham?
Our statistical model gives Swansea a 53% chance of winning, Birmingham a 23% chance, and a 24% chance of a draw — making Swansea the favourite.
Will both teams score in Swansea vs Birmingham?
Our model estimates a 54% probability that both Swansea and Birmingham will score (BTTS).
Will Swansea vs Birmingham have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 53%.
What is the head-to-head record between Swansea and Birmingham?
Record (3 meetings): Swansea 0W | Draws 2 | Birmingham 1W.
What form are Swansea and Birmingham in?
Swansea (all comps): 2W-5D-3L in 10 | 1.10 PPG | GF 1.70 / GA 1.40 | L5 L-W-L-W-D. Birmingham (all comps): 2W-2D-6L in 10 | 0.80 PPG | GF 1.20 / GA 2.00 | L5 L-L-L-L-L.
🧮 Model Insight
Behind the Numbers
Swansea's attacking strength (1.18x league average) is weighed against Birmingham's defensive record (1.18x) to produce a home expected-goals figure of 1.74. Flip it around — Birmingham's attack (0.92x) against Swansea's defence (1.00x) — and the away total comes out at 1.06.
These ratings are built from 74/74 games of current-season data — a full enough sample to trust.
Most Likely Scorelines
The model's single most probable exact score is 1-1, at 12.7%. Close behind: 2-1 (9.8%), 2-0 (9.2%). Those top three scorelines alone account for 32% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Swansea Win
53%
1.88
24%
4.23
23%
4.32
Top 3 Most Likely Scorelines
1 – 1
11.2%
Draw
Most likely
1 – 0
10.5%
Home win
2 – 1
9.8%
Home win
Expected Goals & Win Odds
1.74
Swansea xG
Total xG
2.81
1.06
Birmingham xG
1.88
53%
Home win
4.23
24%
Draw
4.32
23%
Away win
Goals Markets
77%
Over 1.5
1.30
23%
Under 1.5
4.35
53%
Over 2.5
1.89
47%
Under 2.5
2.13
31%
Over 3.5
3.23
69%
Under 3.5
1.45
15%
Over 4.5
6.67
85%
Under 4.5
1.18
Match Markets
Both Teams to Score
54%
BTTS Yes
1.85
46%
BTTS No
2.18
Clean Sheet
34%
2.90
18%
5.70
Win to Nil
18%
5.45
4%
24.66
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 6.0 | 6.4 | 3.4 | 1.2 | 0.3 | 0.1 |
| 1 | 10.5 | 11.2 | 6.0 | 2.1 | 0.6 | 0.1 |
| 2 | 9.2 | 9.8 | 5.2 | 1.8 | 0.5 | 0.1 |
| 3 | 5.3 | 5.7 | 3.0 | 1.1 | 0.3 | 0.1 |
| 4 | 2.3 | 2.5 | 1.3 | 0.5 | 0.1 | – |
| 5 | 0.8 | 0.9 | 0.5 | 0.2 | – | – |
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 Swansea vs Birmingham?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 12.7%.
How many goals are Swansea and Birmingham expected to score?
The model projects 1.74 expected goals for Swansea and 1.06 for Birmingham, a combined total of 2.81.
How confident is the prediction model for Swansea vs Birmingham?
Not very — the model's leading outcome sits at just 53%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
The Form Picture
Swansea come into this having played 74 games, going 26W 22D 26L for 1.35 points per game. Their last five reads L-W-L-W-D.
On the other side, Birmingham sit at 1.07 PPG from 74 outings (19W 22D 33L), a run that reads L-L-L-L-L across their last five.
There isn't much between them on recent form — 1.35 PPG for Swansea against 1.07 for Birmingham. Neither side arrives with a clear form advantage.
Home & Away Splits
Swansea's home form reads 15W 10D 11L across 36 games on their own ground, a 1.53 PPG return.
Away from home, Birmingham have taken 0.97 points per game from 36 outings (8W 11D 17L).
Comparing the two in their relevant venue splits, Swansea come out ahead — a more targeted read than the overall PPG figures above, since it strips out games played in the opposite context.
Scoring & Defensive Trends
Swansea are averaging 1.32 goals scored and 1.43 conceded per game recently; Birmingham are on 1.08 scored and 1.49 conceded.
Last 74 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Swansea
Current Season
Birmingham
Current Season
❓ Frequently Asked Questions
What form are Swansea and Birmingham in coming into this match?
Swansea have gone 26W 22D 26L in their last 74 games (1.35 PPG), while Birmingham have gone 19W 22D 33L in their last 74 (1.07 PPG).
Which team has the better venue record — Swansea at home or Birmingham away?
Swansea's home record (1.53 PPG) is the stronger of the two venue-specific splits — Swansea at home: 1.53 PPG; Birmingham away: 0.97 PPG.
⚔️ Rivalry Insight
History of the Fixture
On record, these two have faced off 8 times since October 2021 — enough meetings to establish some real patterns. Every recorded meeting has come in Championship. They last met on 17 January 2026, roughly 6 months ago.
Records & Recent Trends
Specifically as hosts in this fixture, Swansea have gone 0W 3D 1L from 4 meetings on their own ground against Birmingham — worth weighing alongside the overall series record.
Last 8 Meetings
0
Swansea
5
Draws
3
Birmingham
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Swansea and Birmingham?
From 8 meetings on record, Swansea have won 0, Birmingham have won 3, and 5 have been drawn.
When did Swansea and Birmingham last play each other?
They last met on 17 January 2026, when Swansea 1-1 Birmingham.
Who has won more matches between Swansea and Birmingham?
Birmingham have the better head-to-head record, with 3 wins from 8 meetings.
📈 Trading Insight
How These Sides Start
Swansea are typically involved in an early goal — the half-time board shows at least one in 64% of their matches. They've gone in front at half-time 36% 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.
Birmingham are typically involved in an early goal — the half-time board shows at least one in 75% of their matches.
Goals & Clean Sheets
BTTS sits in mixed territory for this pairing — Swansea 47%, Birmingham 44% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 53% (Swansea) and 44% (Birmingham).
On the defensive side: Swansea keep a clean sheet in 36% of their matches; Swansea have failed to score in 28% of games; Birmingham in 42%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Swansea home games / Birmingham away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Swansea play Birmingham?
Not especially — both teams scoring has occurred in only 47% of Swansea's recent matches and 44% of Birmingham's, a rate that leans toward BTTS No.
Is Swansea vs Birmingham usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 53% of Swansea's recent games and 44% of Birmingham's, pointing to a tighter contest.
Do Swansea and Birmingham tend to score early?
Swansea have had a goal before half-time in 64% of their recent matches, Birmingham in 75% — a useful reference point for first-half goal markets.
Shock result as Birmingham defy the odds to beat Swansea 3-4.
📝 Match Report
How It Unfolded
Birmingham beat Swansea 3-4 at Swansea.com Stadium, Regular Season - 30, 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 Swansea 1.74 xG and Birmingham 1.06 xG, a combined 2.81. The scoreboard read 3-4 for 7 actual goals. Swansea beat their projection by 1.3 — clinical relative to the chances the model priced in. Birmingham outscored their 1.06 projection by 2.9. Those figures were built on strength ratings of Swansea attack 1.18 / defence 1.00 against Birmingham attack 0.92 / defence 1.18, drawn from 74/74 games (CurrentSeason).
On the result, the model split it Swansea 53% | Draw 24% | Birmingham 23%, with Swansea to win its most likely call at 53%. Instead the game produced a Birmingham win, an outcome the model had rated at just 23% — a clear break from expectation and a genuine upset by the numbers.
Goals & Markets
The model rated Over 2.5 goals at 53%. The game delivered 7, so it went over — in line with the projection. Over 1.5 had been 77% and landed. Over 3.5 was 31% and came in. On both teams to score, the model sat at 54% and the match saw both sides score — another call in the model's favour. Historically the two sides average 53% Over 2.5 across their same-competition games (Swansea 54%, Birmingham 51%), a base rate that agreed with today's over. Their combined BTTS history runs at 50%, which matched the both-scored outcome.
Trading Patterns vs Reality
Swansea's trading profile (74 games, 36 home) set some clear expectations: BTTS lands in 51% of their matches — today it did.
Birmingham's trading profile (74 games, 36 away) set some clear expectations: BTTS lands in 49% of their matches — today it did.
Form vs Result
The form lines were close — Swansea 1.35 PPG, Birmingham 1.07 PPG — offering no strong steer, and the Birmingham win broke the near-deadlock. Swansea (home/away splits) scored 3 against a 1.39 average — above their attacking norm and shipped 4 against a 1.19 concession average — a leakier day than usual. Birmingham (home/away splits) scored 4 against a 0.97 average — above their attacking norm and shipped 3 against a 1.64 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 2 of 3 pre-match signals came in: result (miss), Over 2.5 (hit), BTTS (hit). Partial vindication: some calls landed, others slipped.
💡 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.