Bristol City 0-1 Swansea – Result & Analysis
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Poisson model rates Swansea at 38%, yet in-form Bristol City provide a compelling counter-argument — this Bristol City vs Swansea fixture contains genuine analytical tension.
✍️ Match Preview
Analysis
Swansea make the trip to Ashton Gate to face Bristol City in Championship, Regular Season - 4. The match kicks off on Friday 20 August 2021 at 19:45 UTC.
Form
Bristol City (all games): 1W 1D 1L across 3 Championship fixtures this term — 1.33 PPG. Last five: D L W. Offensively they are averaging 1.67 goals per game, with 1.67 conceded. Both teams have scored in 100% of their matches — an extremely high rate that makes BTTS Yes a well-supported standalone angle from their form alone. Bristol City have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
Swansea's overall Championship record this term: 0W 1D 2L from 3 games (0.33 PPG). Last five: L D L. Their scoring rate of 0.67 per game is modest, conceding 1.67 — not a side to back heavily on the Over 2.5 from their form alone. 1 clean sheet from 3 outings suggests some defensive organisation. Both teams have scored in 67% of their games — a noteworthy BTTS rate that supports the Yes market. Swansea have played only a handful of Championship games so far this season, so this record also draws on matches from last season.
The form ledger tips toward Bristol City. A 1.00 PPG lead over Swansea (1.33 vs 0.33) is a consistent enough margin to carry weight. If the win odds appear compressed, Draw No Bet offers draw insurance at a lower cost than a full switch to Double Chance.
In terms of goals, both squads have been finding the net consistently (using overall form) — Bristol City have seen both teams score in 100% of their games, Swansea in 67%. That combined rate is a strong statistical case for BTTS Yes as a standalone play.
Trading Data
Bristol City goal-timing and half-time pattern breakdown (3 games): they score before half-time in 100% of fixtures; they lead at the break 67% of the time; BTTS occurs in 100% of their matches; Over 2.5 goals lands in 67% of games.
Swansea goal-timing and half-time pattern breakdown (3 games): they score before half-time in 67% of fixtures; BTTS occurs in 67% of their matches; Over 2.5 goals lands in 67% of games; they fail to score in 33% of games.
From a combined perspective, both sides have high BTTS rates — Bristol City 100% and Swansea 67% — which reinforces the BTTS Yes angle from in-play data. Over 2.5 goals is well-supported by both sides' in-play profiles (Bristol City 67% | Swansea 67%).
Poisson Model
The Poisson distribution model projects Bristol City 1.13 xG and Swansea 1.32 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: Bristol City attack 0.953 / defence 1.095 | Swansea attack 0.795 / defence 1.273. League average goals — home 0.932 / away 1.513. Swansea bring a strong defensive rating of 1.273 — this is suppressing Bristol City's projected output below what their attack strength alone would suggest. Data: 3 Bristol City games / 3 Swansea games used (CurrentSeason).
Result probabilities: Bristol City 29% | Draw 32% | Swansea 38%. Fair-value odds: Bristol City 3.45 | Draw 3.12 | Swansea 2.63. 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 44% | BTTS probability 52% | Total xG 2.45. Under 2.5 has a narrow probability edge at 56% — total xG of 2.45 is below the line but not decisively so. BTTS probability of 52% 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 38% — marginal model lean. Note a divergence: in-form Bristol City (1.33 PPG) cuts against the Poisson lean — consider the strength-adjusted model over surface-level form results. Draw probability of 32% warrants consideration of Double Chance or Draw No Bet on Swansea if the outright odds are short. The opposing side holds a 29% win probability per the model — this is not a banker and should be staked accordingly.
The Poisson model projects 2.45 xG in total — Under 2.5 at 44% — Poisson-only — limited corroboration confidence.
Poisson assigns a 52% probability to BTTS Yes based on the attack/defence strength model. Form rates corroborate: Bristol City 100% | Swansea 67% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Bristol City vs Swansea | Competition: Championship, Regular Season - 4 | Venue: Ashton Gate • Kick-off: Friday 20 Aug 2021, 19:45 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Bristol City 29% | Draw 32% | Swansea 38% • Poisson goal markets: Over 2.5 44% | BTTS 52% | xG Bristol City 1.13 / Swansea 1.32 • Poisson strength factors: Bristol City attack 0.953 / def 1.095 | Swansea attack 0.795 / def 1.273 | league avg home 0.932 / away 1.513 • Poisson stance: Swansea (38%) — low confidence — close contest
🧮 Prediction Model
1.13
Bristol City xG
Expected Goals
1.32
Swansea xG
52%
BTTS
73%
Over 1.5
44%
Over 2.5
23%
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 Bristol City vs Swansea kick off?
Bristol City vs Swansea kicked off at 19:45 on Friday 20 August 2021 at Ashton Gate.
What was the final score in Bristol City vs Swansea?
Bristol City 0 - 1 Swansea.
Where is Bristol City vs Swansea being played?
The match is being played at Ashton Gate.
What competition is Bristol City vs Swansea part of?
Bristol City vs Swansea is a Regular Season - 4 fixture in the Championship (England).
Who is favourite to win Bristol City vs Swansea?
Our statistical model gives Bristol City a 29% chance of winning, Swansea a 38% chance, and a 32% chance of a draw — making Swansea the favourite.
Will both teams score in Bristol City vs Swansea?
Our model estimates a 52% probability that both Bristol City and Swansea will score (BTTS).
Will Bristol City vs Swansea have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 44%.
What is the head-to-head record between Bristol City and Swansea?
No recorded head-to-head meetings available in the dataset.
What form are Bristol City and Swansea in?
Bristol City (all comps): 1W-1D-1L in 3 | 1.33 PPG | GF 1.67 / GA 1.67 | L5 D-L-W. Swansea (all comps): 0W-1D-2L in 3 | 0.33 PPG | GF 0.67 / GA 1.67 | L5 L-D-L.
🧮 Model Insight
Where the Numbers Come From
The model rates Bristol City's attack at 0.95x the league average against Swansea's defence at 1.27x — combine the two and it projects 1.13 expected goals for the hosts. Flip it around — Swansea's attack (0.80x) against Bristol City's defence (1.09x) — and the away total comes out at 1.32.
These ratings are built from 3/3 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 14.6% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 0-0 (10.3%), 0-1 (9.7%). Those top three scorelines alone account for 35% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Swansea Win
29%
3.40
32%
3.10
38%
2.61
Top 3 Most Likely Scorelines
1 – 1
12.9%
Draw
Most likely
0 – 1
11.4%
Away win
1 – 0
9.8%
Home win
Expected Goals & Win Odds
1.13
Bristol City xG
Total xG
2.45
1.32
Swansea xG
3.40
29%
Home win
3.10
32%
Draw
2.61
38%
Away win
Goals Markets
70%
Over 1.5
1.43
30%
Under 1.5
3.33
44%
Over 2.5
2.27
56%
Under 2.5
1.79
23%
Over 3.5
4.35
77%
Under 3.5
1.30
10%
Over 4.5
10.00
90%
Under 4.5
1.11
Match Markets
Both Teams to Score
52%
BTTS Yes
1.92
48%
BTTS No
2.09
Clean Sheet
27%
3.73
32%
3.10
Win to Nil
8%
12.66
12%
8.08
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 8.7 | 11.4 | 7.5 | 3.3 | 1.1 | 0.3 |
| 1 | 9.8 | 12.9 | 8.5 | 3.7 | 1.2 | 0.3 |
| 2 | 5.5 | 7.3 | 4.8 | 2.1 | 0.7 | 0.2 |
| 3 | 2.1 | 2.7 | 1.8 | 0.8 | 0.3 | 0.1 |
| 4 | 0.6 | 0.8 | 0.5 | 0.2 | 0.1 | – |
| 5 | 0.1 | 0.2 | 0.1 | 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 Bristol City vs Swansea?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 14.6%.
How many goals are Bristol City and Swansea expected to score?
The model projects 1.13 expected goals for Bristol City and 1.32 for Swansea, a combined total of 2.45.
How confident is the prediction model for Bristol City vs Swansea?
Not very — the model's leading outcome sits at just 38%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Recent Form Overview
Across their last 3 outings, Bristol City have picked up 1.33 PPG on a 1W 1D 1L record — D-L-W across the most recent five. It's still early in the season for Bristol City, so this record blends in a handful of games from last season too.
Swansea's form line: 0W 1D 2L from 3 games, 0.33 PPG, last five L-D-L. It's still early in the season for Swansea, so this record blends in a handful of games from last season too.
Put side by side, Bristol City are the form team by 1.00 points per game — a gap wide enough to matter, though form alone rarely tells the whole story against Swansea.
Attack vs Defence
Bristol City are averaging 1.67 goals scored and 1.67 conceded per game recently; Swansea are on 0.67 scored and 1.67 conceded.
On BTTS specifically: Bristol City have seen both teams score in 100% of their recent games; Swansea in 67%.
Last 3 Results — Championship
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Bristol City
Early Season
Swansea
Early Season
❓ Frequently Asked Questions
What form are Bristol City and Swansea in coming into this match?
Bristol City have gone 1W 1D 1L in their last 3 games (1.33 PPG), while Swansea have gone 0W 1D 2L in their last 3 (0.33 PPG).
Have Bristol City or Swansea been keeping clean sheets recently?
Bristol City have kept a clean sheet in 0% of their recent games, Swansea in 33%.
⚔️ Rivalry Insight
The Rivalry So Far
These sides have met 10 times that we have on record, stretching back to August 2021 — a rivalry that has played out across roughly 4 years. Every recorded meeting has come in Championship. They last met on 21 February 2026, roughly 5 months ago.
Notable Numbers
For context on how one-sided this fixture can get: Bristol City won 3-0 on 22 Nov 2025, the biggest margin either side has managed in the series.
Specifically as hosts in this fixture, Bristol City have gone 2W 1D 2L from 5 meetings on their own ground against Swansea — worth weighing alongside the overall series record.
Last 10 Meetings
3
Bristol City
2
Draws
5
Swansea
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Bristol City and Swansea?
From 10 meetings on record, Bristol City have won 3, Swansea have won 5, and 2 have been drawn.
When did Bristol City and Swansea last play each other?
They last met on 21 February 2026, when Swansea 1-0 Bristol City.
Who has won more matches between Bristol City and Swansea?
Swansea have the better head-to-head record, with 5 wins from 10 meetings.
📈 Trading Insight
Early Goal Trends
Bristol City are typically involved in an early goal — the half-time board shows at least one in 100% of their matches. They've gone in front at half-time 67% of the time, though they've let that lead slip 33% of the time they've held it — worth watching if they're only ahead by one.
Swansea are typically involved in an early goal — the half-time board shows at least one in 67% of their matches.
Full-Time Markets
BTTS has landed consistently for both sides recently — 100% for Bristol City, 67% for Swansea — a strong two-way scoring signal.
Goals have flowed in these teams' recent matches — Over 2.5 has landed at 67% for Bristol City and 67% for Swansea. Stepping up a level, Over 3.5 has also landed reasonably often — 33% and 33% respectively — worth a look for goal-hungry markets.
On the defensive side: Swansea in 33%; Swansea in 33%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Bristol City 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 Bristol City play Swansea?
Yes — based on recent matches, both teams have scored in 100% of Bristol City's games and 67% of Swansea's, a combined rate that favours BTTS Yes.
Is Bristol City vs Swansea usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 67% of Bristol City's matches and 67% of Swansea's.
Do Bristol City and Swansea tend to score early?
Bristol City have had a goal before half-time in 100% of their recent matches, Swansea in 67% — a useful reference point for first-half goal markets.
Prediction vindicated as Swansea edge out Bristol City 0-1.
📝 Match Report
How It Unfolded
Swansea beat Bristol City 0-1 at Ashton Gate, Regular Season - 4, 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 Bristol City 1.13 xG and Swansea 1.32 xG, a combined 2.45. The scoreboard read 0-1 for 1 actual goal. Bristol City fell 1.1 short of their projected output. Those figures were built on strength ratings of Bristol City attack 0.95 / defence 1.09 against Swansea attack 0.80 / defence 1.27, drawn from 3/3 games (CurrentSeason).
On the result, the model split it Bristol City 29% | Draw 32% | Swansea 38%, with Swansea to win its most likely call at 38%. The result followed the model's preferred path, landing its top-rated outcome.
Goals & Markets
The model rated Over 2.5 goals at 44%. The game delivered 1, so it stayed under — in line with the projection. Over 1.5 had been 73% and missed. On both teams to score, the model sat at 52% and the match did not — a miss on BTTS. Historically the two sides average 67% Over 2.5 across their same-competition games (Bristol City 67%, Swansea 67%), a base rate that pointed the other way from today's under. Their combined BTTS history runs at 83%, which did not match the one-sided outcome.
Trading Patterns vs Reality
Bristol City's trading profile (3 games) set some clear expectations: BTTS lands in 100% of their matches — today it did not.
Swansea's trading profile (3 games) set some clear expectations: BTTS lands in 67% of their matches — today it did not; they keep a clean sheet 33% of the time, and duly kept one.
Form vs Result
On form, Bristol City arrived the stronger side — 1.33 PPG against 0.33. Form was overturned, with Swansea winning despite arriving in poorer recent shape. Bristol City managed 0 against a 1.67 scoring average — below par going forward. Swansea conceded 0 against a 1.67 average — tighter than their form line.
Verdict
Grading the result against the stored data, 2 of 4 pre-match signals came in: result (hit), Over 2.5 (hit), BTTS (miss), form (miss). 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.