Bolton 3-1 Northampton – Result & Analysis
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Poisson model rates Bolton at 51% — neither recent form nor the head-to-head data gives a clear steer either way as Bolton face Northampton.
✍️ Match Preview
Fixture Analysis
Bolton welcome Northampton to Toughsheet Community Stadium in League One (matchday 29). Kick-off is Tuesday 28 January 2025 at 19:45 UK time.
Recent Form
Across their last 10 games, Bolton have gone 3W 2D 5L — a 1.10 PPG return. Last five: W L D L W. They are averaging 1.20 goals per game and conceding 1.40 — a modest attacking output that tempers optimism on the Over 2.5 market. 3 clean sheets from 10 outings (30%). Both teams have scored in 60% of their games — a high BTTS rate that carries real weight in the goals markets.
Bolton's home record over their last 10 home games: 5W 2D 3L (1.70 PPG). At home they are averaging 1.70 goals scored and 1.30 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. Their home PPG of 1.70 is noticeably stronger than their overall 1.10 — Bolton are significantly better at home than their overall form suggests.
Looking at their last 10 matches, Northampton stand at 2W 3D 5L — 0.90 PPG. Last five: D D W L D. Their scoring rate of 0.50 per game is modest, conceding 1.70 — not a side to back heavily on the Over 2.5 from their form alone. 3 clean sheets from 10 outings (30%). Both teams have scored in just 30% of their games, reflecting a regular tendency to keep or record clean sheets.
Northampton's away record over their last 10 away games: 1W 4D 5L (0.70 PPG). Away from home they average 0.60 goals scored and 1.50 conceded per game.
The form comparison is too close to call — 1.10 PPG (Bolton) versus 0.90 (Northampton). When the figures are this level, no pick can be reliably derived from recent results alone.
H2H Record
The H2H picture is flat: the 3 H2H matches we hold have produced 2 wins for Bolton, 0 for Northampton and 1 draw. Form and model data should carry more weight here. With only 3 H2H matches to go on, treat this as a light input.
Goals have been a feature of this fixture — the 3 H2H matches in our data averaged 3.7 per game, which gives Over 2.5 a solid head-to-head foundation. The most recent of those, on 1 Oct 2024, ended Bolton 4–2 Northampton — a Bolton win.
With the win record balanced, the strongest H2H signal is in the goals market — at 3.7 goals per game, Over 2.5 is the cleaner angle from the head-to-head data.
Trading Patterns
Bolton in-play and half-time data (last 73 games, 37 of them at home): at least one goal arrives before half-time in 81% of their matches in home games; when goalless at HT, a second-half goal follows 81% of the time; of the 23 games they trailed at half-time, they recovered to draw or win 44%; BTTS occurs in 60% of their matches (home games); Over 2.5 goals lands in 65% of games (home games); Over 3.5 in 36%.
Northampton in-play and half-time data (last 73 games, 37 of them away): at least one goal arrives before half-time in 65% of their matches in away games; when goalless at HT, a second-half goal follows 81% of the time; of the 16 games they led at half-time, they failed to win 25%; of the 25 games they trailed at half-time, they recovered to draw or win 28%; BTTS occurs in 57% of their matches (away games); Over 2.5 goals lands in 51% of games (away games); they fail to score in 32% of games.
BTTS rates are mixed from the trading data — Bolton 55% versus Northampton 51%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Bolton 55% | Northampton 49%). Note also that Northampton surrender HT leads in 25% of cases while Bolton recover from half-time deficits to draw or win 44% of the time — a dynamic that could influence in-play positioning.
Poisson Model
The Poisson distribution model projects Bolton 1.65 xG and Northampton 1.04 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: Bolton attack 1.146 / defence 1.178 | Northampton attack 0.758 / defence 1.123. League average goals — home 1.278 / away 1.169. Northampton's attack rating of 0.758 is below the league average, which holds their xG down at 1.04. Data: built from Bolton's last 73 games and Northampton's last 73.
Result probabilities: Bolton 51% | Draw 25% | Northampton 24%. Fair-value odds: Bolton 1.95 | Draw 4.04 | Northampton 4.18. Bolton hold a narrow Poisson edge at 51% — the draw (25%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 50% | BTTS Yes probability 52% | Total xG 2.69. Over/Under 2.5 is close to a coin-flip at 50%/50% — the total xG of 2.69 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS Yes at 52% 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's primary lean is Bolton at 51% — moderate model lean. With a 25% draw probability, Draw No Bet on Bolton offers a more defensible entry point than the straight win.
The Poisson model projects 2.69 xG in total — Over 2.5 at 50% — reasonable conviction, supported by the H2H data averaging 3.7 goals per game across 3 H2H matches.
On the BTTS market, Poisson puts 52% on Yes. Form rates corroborate — both teams scored in: Bolton 70% (last 10 home games) | Northampton 50% (last 10 away games).
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💡 Key Insights
🏟️ Match Context
• Fixture: Bolton vs Northampton | Competition: League One, matchday 29 | Venue: Toughsheet Community Stadium • Kick-off: Tuesday 28 January 2025 at 19:45 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: Bolton 51% | Draw 25% | Northampton 24% • Poisson goal markets: Over 2.5 50% (Under 50%) | BTTS Yes 52% (No 48%) | xG Bolton 1.65 / Northampton 1.04 • Poisson strength factors: Bolton attack 1.146 / def 1.178 | Northampton attack 0.758 / def 1.123 | league avg home 1.278 / away 1.169 • Poisson stance: Bolton (51%) — moderate lean
🧮 Prediction Model
1.65
Bolton xG
Expected Goals
1.04
Northampton xG
52%
BTTS
75%
Over 1.5
50%
Over 2.5
28%
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.
❓ Bolton vs Northampton FAQs
What time does Bolton vs Northampton kick off?
Bolton vs Northampton kicked off at 19:45 UK time on Tuesday 28 January 2025 at Toughsheet Community Stadium.
What was the final score in Bolton vs Northampton?
Bolton 3 - 1 Northampton.
Where is Bolton vs Northampton being played?
The match is being played at Toughsheet Community Stadium.
What competition is Bolton vs Northampton part of?
Bolton vs Northampton is a League One fixture (matchday 29) (England).
Who is favourite to win Bolton vs Northampton?
Our statistical model gives Bolton a 51% chance of winning, Northampton a 24% chance, and a 25% chance of a draw — making Bolton the favourite.
Will both teams score in Bolton vs Northampton?
Our model estimates a 52% probability that both Bolton and Northampton will score, so it leans towards BTTS Yes.
Will Bolton vs Northampton have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 50% — effectively a coin flip.
🧮 Model Insight
Model Mechanics
Bolton's attacking strength (1.15x league average) is weighed against Northampton's defensive record (1.12x) to produce a home expected-goals figure of 1.65. The same calculation in reverse, Northampton's attack versus Bolton's defence, projects 1.04 expected goals for the visitors.
These ratings are built from Bolton's last 73 games and Northampton's last 73 — a full enough recent sample to trust.
Most Likely Scorelines
The model's single most probable exact score is 1-1, at 13.2%. Close behind: 1-0 (9.7%), 2-1 (9.6%). 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
Bolton Win
51%
1.95
25%
4.04
24%
4.18
Top 3 Most Likely Scorelines
1 – 1
11.7%
Draw
Most likely
1 – 0
11.2%
Home win
2 – 1
9.6%
Home win
Expected Goals & Win Odds
1.65
Bolton xG
Total xG
2.69
1.04
Northampton xG
1.95
51%
Home win
4.04
25%
Draw
4.18
24%
Away win
Goals Markets
75%
Over 1.5
1.33
25%
Under 1.5
4.00
50%
Over 2.5
2.00
50%
Under 2.5
2.00
28%
Over 3.5
3.57
72%
Under 3.5
1.39
14%
Over 4.5
7.14
86%
Under 4.5
1.16
Match Markets
Both Teams to Score
52%
BTTS Yes
1.91
48%
BTTS No
2.10
Clean Sheet
35%
2.84
19%
5.18
Win to Nil
18%
5.53
5%
21.65
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 6.8 | 7.1 | 3.7 | 1.3 | 0.3 | 0.1 |
| 1 | 11.2 | 11.7 | 6.1 | 2.1 | 0.6 | 0.1 |
| 2 | 9.2 | 9.6 | 5.0 | 1.7 | 0.5 | 0.1 |
| 3 | 5.0 | 5.3 | 2.7 | 1.0 | 0.2 | 0.1 |
| 4 | 2.1 | 2.2 | 1.1 | 0.4 | 0.1 | – |
| 5 | 0.7 | 0.7 | 0.4 | 0.1 | – | – |
Green = home win · Grey = draw · Amber = away win · Outlined cell = most likely score
▶ Model Internals
❓ Bolton vs Northampton Prediction FAQs
What is the most likely scoreline for Bolton vs Northampton?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 13.2%.
How many goals are Bolton and Northampton expected to score?
The model projects 1.65 expected goals for Bolton and 1.04 for Northampton, a combined total of 2.69.
How confident is the prediction model for Bolton vs Northampton?
Not very — the model's leading outcome sits at just 51%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Where Both Sides Stand
Bolton come into this having played 73 games, going 35W 17D 21L for 1.67 points per game. Their last five reads W-L-D-L-W.
On the other side, Northampton sit at 1.19 PPG from 73 outings (23W 18D 32L), a run that reads D-D-W-L-D across their last five.
Bolton carry the stronger recent form of the two, 0.48 PPG clear of Northampton — worth weighing alongside whatever the head-to-head and market data say.
Home Ground vs the Road
Bolton's home form reads 19W 8D 10L across their last 37 home games, a 1.76 PPG return.
Away from home, Northampton have taken 0.92 points per game from their last 37 away games (8W 10D 19L).
Comparing the two in their relevant venue splits, Bolton come out ahead — a more targeted read than the overall PPG figures above, since it strips out games played in the opposite context.
The Goals Picture
Bolton are averaging 1.67 goals scored and 1.33 conceded per game recently; Northampton are on 1.11 scored and 1.45 conceded.
Last 73 Results
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Bolton
Blended
Northampton
Blended
Bolton (Home) vs Northampton (Away)
Home games only for the home side · Away games only for the away side
Bolton
Blended
Northampton
Blended
❓ Bolton vs Northampton Form FAQs
What form are Bolton and Northampton in coming into this match?
Bolton have gone 35W 17D 21L in their last 73 games (1.67 PPG), while Northampton have gone 23W 18D 32L in their last 73 (1.19 PPG).
Which team has the better venue record — Bolton at home or Northampton away?
Bolton's home record (1.76 PPG) is the stronger of the two venue-specific splits — Bolton at home: 1.76 PPG; Northampton away: 0.92 PPG.
⚔️ Rivalry Insight
A Look Back
The head-to-head numbers here are drawn from the 6 H2H matches in our data, going back to October 2023. All of them came in League One. The most recent was on 4 January 2026, roughly 10 months ago.
Digging Into the Numbers
Bolton's record when hosting Northampton specifically: 2W 1D 0L from 3 games — a narrower, venue-specific slice of the head-to-head picture.
Last 6 Meetings
3
Bolton
2
Draws
1
Northampton
Recent Meetings
❓ Bolton vs Northampton H2H FAQs
What is the head-to-head record between Bolton and Northampton?
Across the 6 head-to-head matches in our data, Bolton have won 3, Northampton have won 1, and 2 have been drawn.
When did Bolton and Northampton last play each other?
The most recent meeting in our data was on 4 January 2026: Bolton 0-0 Northampton.
Who has won more matches between Bolton and Northampton?
Bolton have the better head-to-head record, with 3 wins from the 6 head-to-head matches in our data.
📈 Trading Insight
Half-Time Trends
Bolton are typically involved in an early goal — the half-time board shows at least one in 81% of their matches. They've gone in front at half-time 32% 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. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 54% of those situations.
Northampton are typically involved in an early goal — the half-time board shows at least one in 65% of their matches. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 21% of those situations.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Bolton 60%, Northampton 57% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 65% (Bolton) and 51% (Northampton). Stepping up a level, Over 3.5 has also landed reasonably often — 40% and 30% respectively — worth a look for goal-hungry markets.
On the defensive side: Northampton in 32%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Bolton home games / Northampton away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Bolton vs Northampton Trading FAQs
Do both teams usually score in Bolton and Northampton matches?
Yes — based on recent matches, both teams have scored in 60% of Bolton's games and 57% of Northampton's, a combined rate that favours BTTS Yes.
Are Bolton and Northampton matches usually high-scoring?
Recent trends suggest it could be — Over 2.5 goals has landed in 65% of Bolton's matches and 51% of Northampton's.
Do Bolton and Northampton matches tend to have early goals?
There has been at least one first-half goal in 81% of Bolton's recent matches and 65% of Northampton's — a useful reference point for first-half goal markets.
Bolton cruise to a comfortable 3-1 victory over Northampton.
📝 Match Report
How It Unfolded
Bolton beat Northampton 3-1 at Toughsheet Community Stadium, Regular Season - 29, in the League One. 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 Bolton 1.65 xG and Northampton 1.04 xG, a combined 2.69. The scoreboard read 3-1 for 4 actual goals. Bolton beat their projection by 1.4 — clinical relative to the chances the model priced in. Those figures were built on strength ratings of Bolton attack 1.15 / defence 1.18 against Northampton attack 0.76 / defence 1.12, drawn from 73/73 games (CurrentSeason).
On the result, the model split it Bolton 51% | Draw 25% | Northampton 24%, with Bolton to win its most likely call at 51%. The scoreboard confirmed the model's leading pick.
Goals & Markets
The model rated Over 2.5 goals at 50%. The game delivered 4, so it went over — the model's lean was correct. Over 1.5 had been 75% and landed. Over 3.5 was 28% and came in. On both teams to score, the model sat at 52% and the match saw both sides score — another call in the model's favour. Historically the two sides average 52% Over 2.5 across their same-competition games (Bolton 55%, Northampton 49%), a base rate that agreed with today's over. Their combined BTTS history runs at 53%, which matched the both-scored outcome.
Trading Patterns vs Reality
Bolton's trading profile (73 games, 37 home) set some clear expectations: BTTS lands in 55% of their matches — today it did.
Northampton's trading profile (73 games, 37 away) set some clear expectations: BTTS lands in 51% of their matches — today it did.
Form vs Result
On form, Bolton arrived the stronger side — 1.67 PPG against 1.19. The form guide was vindicated by the result. Bolton (home/away splits) scored 3 against a 1.89 average — above their attacking norm. Northampton (home/away splits) shipped 3 against a 1.76 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 4 of 4 pre-match signals came in: result (hit), Over 2.5 (hit), BTTS (hit), form (hit). The data earned its keep here, calling the bulk of the fixture correctly.
💡 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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