Swansea 1-1 Birmingham – Result & Analysis
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Poisson rates Swansea at 47% — current form provides partial corroboration, though signals are mixed in this Swansea vs Birmingham encounter.
✍️ Match Preview
Pre-Match Analysis
Swansea and Birmingham meet at Swansea.com Stadium in Championship, Regular Season - 1. This fixture gets under way on Saturday 5 August 2023 at 15:00 UTC.
Form & Momentum
Swansea have collected 2.30 PPG across 10 Championship outings this season: 7W 2D 1L. Last five: W W W D W. They are averaging 2.00 goals per game — a high-scoring output that makes them a genuine attacking threat in any fixture. 5 clean sheets from 10 games (50%) is a standout defensive return — they are keeping their net clean in more than half their matches. Swansea haven't played a Championship game yet this season, so this record is entirely from last season.
Swansea's form when playing at home: 5W 2D 3L across 10 games at Swansea.com Stadium this term (1.70 PPG). At home they are averaging 1.80 goals scored and 1.60 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. Somewhat surprisingly, their home PPG of 1.70 lags behind their overall 2.30 — the home advantage has not translated into superior results at Swansea.com Stadium this season.
Birmingham's overall Championship record this term: 3W 2D 5L from 10 games (1.10 PPG). Last five: L W L L L. Their scoring rate of 0.60 per game is modest, conceding 1.10 — not a side to back heavily on the Over 2.5 from their form alone. 4 clean sheets in 10 outings (40%) underlines their defensive solidity. Both teams have scored in just 30% of their games, reflecting a regular tendency to keep or record clean sheets. Birmingham haven't played a Championship game yet this season, so this record is entirely from last season.
Birmingham away from home this season: 3W 2D 5L from 10 away games — 1.10 PPG on the road. Away from home they average 1.10 goals scored and 1.70 conceded per game. BTTS has landed in 60% of their away games — meaningful support for the Yes angle in this specific context.
Form favours the hosts. Swansea's 2.30 PPG return is 1.20 points per game ahead of Birmingham's 1.10 — a genuine gap in recent results that provides a statistically grounded case for backing the home side.
In terms of goals, both squads have been finding the net consistently (using home/away splits) — Swansea have seen both teams score in 70% of their games, Birmingham in 60%. That combined rate is a strong statistical case for BTTS Yes as a standalone play.
Head-to-Head
Neither side has dominated this fixture. The last 4 head-to-head meetings have produced 0 wins for Swansea, 2 for Birmingham and 2 draws — an even split that leaves the H2H largely neutral as a betting input.
Attacking output has been a hallmark of this fixture. At 3.5 goals per game across 4 meetings, the Over 2.5 has a statistically grounded case from the head-to-head record alone. The most recent clash, on 4 Feb 2023, ended 3–4 with Birmingham winning.
With the win record balanced, the strongest H2H-derived signal is in the goals market. At 3.5 goals per game historically, Over 2.5 is the cleaner angle to extract from the head-to-head data.
Trading
Swansea half-time and goal-timing data (46 games, 23 at home): they score before half-time in 83% of fixtures in home games; when goalless at HT, a second-half goal follows 78% of the time; BTTS occurs in 52% of their matches (home games); Over 2.5 goals lands in 61% of games (home games).
Birmingham half-time and goal-timing data (46 games, 23 at away): they score before half-time in 87% of fixtures in away games; when goalless at HT, a second-half goal follows 69% of the time; BTTS occurs in 48% 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 56% versus Birmingham 46%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Swansea 56% | Birmingham 41%).
Poisson Model
The Poisson distribution model projects Swansea 1.58 xG and Birmingham 1.15 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 1.143 / defence 1.069 | Birmingham attack 0.947 / defence 1.079. League average goals — home 1.281 / away 1.138. Data: 46 Swansea games / 46 Birmingham games used (PrevSeason). Note: current-season sample is too small — prior-season data is carrying the calculation. Model confidence is reduced; treat probabilities as directional rather than precise.
Result probabilities: Swansea 47% | Draw 26% | Birmingham 27%. Fair-value odds: Swansea 2.13 | Draw 3.85 | Birmingham 3.70. Swansea hold a narrow Poisson edge at 47% — the draw (26%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 51% | BTTS probability 55% | Total xG 2.73. Over/Under 2.5 is close to a coin-flip at 51%/49% — the total xG of 2.73 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS probability of 55% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Final Verdict
Birmingham lead the H2H ledger, but Swansea carry stronger current form — do not let history alone dictate your assessment.
Poisson rates Swansea as the most likely outcome at 47% — moderate model lean. Current-season form corroborates the Poisson lean — partial multi-source support. Draw probability of 26% warrants consideration of Double Chance or Draw No Bet on Swansea if the outright odds are short.
Poisson projects 2.73 total expected goals, pointing to Over 2.5 at 51% probability — strong conviction, supported by form averaging 3.1 goals per game and H2H averaging 3.5 goals per meeting.
On the BTTS market, Poisson puts 55% on Yes. Form rates corroborate: Swansea 70% | Birmingham 60% BTTS from recent games.
The Poisson model is drawing on PrevSeason data (46 games minimum) — early-season projections carry additional uncertainty. Weight the live form and odds signals accordingly.
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💡 Key Insights
🏟️ Match Context
• Fixture: Swansea vs Birmingham | Competition: Championship, Regular Season - 1 | Venue: Swansea.com Stadium • Kick-off: Saturday 5 Aug 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Swansea 47% | Draw 26% | Birmingham 27% • Poisson goal markets: Over 2.5 51% | BTTS 55% | xG Swansea 1.58 / Birmingham 1.15 • Poisson strength factors: Swansea attack 1.143 / def 1.069 | Birmingham attack 0.947 / def 1.079 | league avg home 1.281 / away 1.138 • Poisson stance: Swansea (47%) — moderate lean
🧮 Prediction Model
1.58
Swansea xG
Expected Goals
1.15
Birmingham xG
55%
BTTS
76%
Over 1.5
51%
Over 2.5
29%
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 5 August 2023 at Swansea.com Stadium.
What was the final score in Swansea vs Birmingham?
Swansea 1 - 1 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 - 1 fixture in the Championship (England).
Who is favourite to win Swansea vs Birmingham?
Our statistical model gives Swansea a 47% chance of winning, Birmingham a 27% chance, and a 26% chance of a draw — making Swansea the favourite.
Will both teams score in Swansea vs Birmingham?
Our model estimates a 55% 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 51%.
What is the head-to-head record between Swansea and Birmingham?
Record (4 meetings): Swansea 0W | Draws 2 | Birmingham 2W.
What form are Swansea and Birmingham in?
No current-season fixtures available — form shown from previous season data. Swansea (all comps): 7W-2D-1L in 10 | 2.30 PPG | GF 2.00 / GA 0.90 | L5 W-W-W-D-W.
🧮 Model Insight
Behind the Numbers
Swansea's attacking strength (1.14x league average) is weighed against Birmingham's defensive record (1.08x) to produce a home expected-goals figure of 1.58. Flip it around — Birmingham's attack (0.95x) against Swansea's defence (1.07x) — and the away total comes out at 1.15.
These ratings are built from 46/46 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 13.4%. Close behind: 2-1 (9.4%), 1-0 (8.7%). Those top three scorelines alone account for 31% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Swansea Win
47%
2.14
26%
3.82
27%
3.68
Top 3 Most Likely Scorelines
1 – 1
11.8%
Draw
Most likely
1 – 0
10.3%
Home win
2 – 1
9.4%
Home win
Expected Goals & Win Odds
1.58
Swansea xG
Total xG
2.73
1.15
Birmingham xG
2.14
47%
Home win
3.82
26%
Draw
3.68
27%
Away win
Goals Markets
76%
Over 1.5
1.32
24%
Under 1.5
4.17
51%
Over 2.5
1.96
49%
Under 2.5
2.04
29%
Over 3.5
3.45
71%
Under 3.5
1.41
14%
Over 4.5
7.14
86%
Under 4.5
1.16
Match Markets
Both Teams to Score
55%
BTTS Yes
1.82
45%
BTTS No
2.22
Clean Sheet
32%
3.16
21%
4.85
Win to Nil
15%
6.78
6%
17.86
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 6.5 | 7.5 | 4.3 | 1.7 | 0.5 | 0.1 |
| 1 | 10.3 | 11.8 | 6.8 | 2.6 | 0.8 | 0.2 |
| 2 | 8.1 | 9.4 | 5.4 | 2.1 | 0.6 | 0.1 |
| 3 | 4.3 | 4.9 | 2.8 | 1.1 | 0.3 | 0.1 |
| 4 | 1.7 | 1.9 | 1.1 | 0.4 | 0.1 | – |
| 5 | 0.5 | 0.6 | 0.4 | 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 Swansea vs Birmingham?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 13.4%.
How many goals are Swansea and Birmingham expected to score?
The model projects 1.58 expected goals for Swansea and 1.15 for Birmingham, a combined total of 2.73.
How confident is the prediction model for Swansea vs Birmingham?
Not very — the model's leading outcome sits at just 47%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
The Form Picture
Swansea come into this having played 46 games, going 18W 12D 16L for 1.43 points per game. Their last five reads W-W-W-D-W. Swansea haven't played enough this season for a current-season-only sample, so this includes results carried over from last season.
On the other side, Birmingham sit at 1.15 PPG from 46 outings (14W 11D 21L), a run that reads L-W-L-L-L across their last five. Birmingham haven't played enough this season for a current-season-only sample, so this includes results carried over from last season.
There isn't much between them on recent form — 1.43 PPG for Swansea against 1.15 for Birmingham. Neither side arrives with a clear form advantage.
Home & Away Splits
Swansea's home form reads 11W 4D 8L across 23 games on their own ground, a 1.61 PPG return.
Away from home, Birmingham have taken 1.13 points per game from 23 outings (7W 5D 11L).
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 1.48 goals scored and 1.39 conceded per game recently; Birmingham are on 1.02 scored and 1.26 conceded.
Last 46 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Swansea
Pre-Season
Birmingham
Pre-Season
❓ Frequently Asked Questions
What form are Swansea and Birmingham in coming into this match?
Swansea have gone 18W 12D 16L in their last 46 games (1.43 PPG), while Birmingham have gone 14W 11D 21L in their last 46 (1.15 PPG).
Which team has the better venue record — Swansea at home or Birmingham away?
Swansea's home record (1.61 PPG) is the stronger of the two venue-specific splits — Swansea at home: 1.61 PPG; Birmingham away: 1.13 PPG.
Have Swansea or Birmingham been keeping clean sheets recently?
Swansea have kept a clean sheet in 24% of their recent games, Birmingham in 30%.
⚔️ 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 83% of their matches. They've gone in front at half-time 48% of the time, though they've let that lead slip 17% of the time they've held it — worth watching if they're only ahead by one.
Birmingham are typically involved in an early goal — the half-time board shows at least one in 87% of their matches. They've gone in front at half-time 26% of the time.
Goals & Clean Sheets
BTTS sits in mixed territory for this pairing — Swansea 52%, Birmingham 48% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 61% (Swansea) and 44% (Birmingham).
On the defensive side: Swansea keep a clean sheet in 30% of their matches; Birmingham in 35%.
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 52% of Swansea's recent matches and 48% 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 61% 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 83% of their recent matches, Birmingham in 87% — a useful reference point for first-half goal markets.
Swansea and Birmingham share the spoils in a 1-1 draw.
📝 Match Report
How It Unfolded
Swansea and Birmingham finished level at 1-1 at Swansea.com Stadium, Regular Season - 1, 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 Swansea 1.58 xG and Birmingham 1.15 xG, a combined 2.73. The scoreboard read 1-1 for 2 actual goals. Both sides finished within a goal of their individual projections, so the scoreline sat close to the model's expected shape. Those figures were built on strength ratings of Swansea attack 1.14 / defence 1.07 against Birmingham attack 0.95 / defence 1.08, drawn from 46/46 games (PrevSeason).
On the result, the model split it Swansea 47% | Draw 26% | Birmingham 27%, with Swansea to win its most likely call at 47%. The actual draw had been the model's second-ranked read at 26%, so the result diverged from the top call without being a shock.
Goals & Markets
The model rated Over 2.5 goals at 51%. The game delivered 2, so it stayed under — a miss for the goals model. Over 1.5 had been 76% and landed. On both teams to score, the model sat at 55% and the match saw both sides score — another call in the model's favour. Historically the two sides average 49% Over 2.5 across their same-competition games (Swansea 56%, Birmingham 41%), a base rate that agreed with today's under. Their combined BTTS history runs at 51%, which matched the both-scored outcome.
Trading Patterns vs Reality
Swansea's trading profile (46 games, 23 home) set some clear expectations: BTTS lands in 56% of their matches — today it did.
Birmingham's trading profile (46 games, 23 away) set some clear expectations: BTTS lands in 46% of their matches — today it did; they keep a clean sheet 30% of the time, and conceded here.
Form vs Result
The form lines were close — Swansea 1.43 PPG, Birmingham 1.15 PPG — offering no strong steer, and the draw fit that even billing.
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.