Bolton 2-1 Northampton – Result & Analysis
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Poisson model rates Bolton at 46%, yet other data sources diverge — this Bolton vs Northampton fixture contains genuine analytical tension.
✍️ Match Preview
Fixture Analysis
It is a League One clash, Regular Season - 14 as Bolton welcome Northampton to Toughsheet Community Stadium. Kick-off is set for Saturday 21 October 2023 at 15:00 UTC.
Recent Form
Across all League One games this season, Bolton have gone 5W 2D 3L from 10 outings — a 1.70 PPG return. Last five: L D W W L. Offensively they are averaging 1.60 goals per game, with 1.50 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. This season is still relatively young for Bolton, so this record blends games from this season and last.
Bolton's home record at Toughsheet Community Stadium: 5W 2D 3L from 10 League One appearances (1.70 PPG). At home they are averaging 1.60 goals scored and 1.40 conceded per game. BTTS has landed in 60% of their home matches — a rate that supports the Yes angle in this fixture.
Looking at all fixtures this season, Northampton stand at 4W 1D 5L from 10 League One matches — 1.30 PPG. Last five: L L W W L. Their scoring rate of 1.10 per game is modest, conceding 1.00 — not a side to back heavily on the Over 2.5 from their form alone. 3 clean sheets from 10 outings suggests some defensive organisation. This season is still relatively young for Northampton, so this record blends games from this season and last.
Northampton's away record: 5W 1D 4L from 10 road trips in League One this season (1.60 PPG). Away from home they average 0.90 goals scored and 0.80 conceded per game. 5 away clean sheets from 10 games (50%) — they are as difficult to score against on the road as they are at home. Away from home, both teams have scored in only 20% of games — a low rate that backs BTTS No when they travel.
The form comparison is too close to call — 1.70 PPG (Bolton) versus 1.30 (Northampton). When the figures are this level, no pick can be reliably derived from recent results alone.
Trading Patterns
Bolton in-play and half-time data (57 games, 28 at home): they score before half-time in 68% of fixtures in home games; when goalless at HT, a second-half goal follows 60% of the time; BTTS occurs in 43% of their matches (home games); Over 2.5 goals lands in 43% of games (home games); they keep a clean sheet 42% of the time.
Northampton in-play and half-time data (57 games, 28 at away): they score before half-time in 61% of fixtures in away games; when goalless at HT, a second-half goal follows 75% of the time; BTTS occurs in 46% of their matches (away games); Over 2.5 goals lands in 32% of games (away games).
BTTS rates are mixed from the trading data — Bolton 42% versus Northampton 51%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Bolton 40% | Northampton 42%).
Poisson Model
The Poisson distribution model projects Bolton 1.44 xG and Northampton 1.05 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 1.180 / defence 1.227 | Northampton attack 0.762 / defence 0.983. League average goals — home 1.244 / away 1.121. Data: 57 Bolton games / 11 Northampton games used (CurrentSeason).
Result probabilities: Bolton 46% | Draw 26% | Northampton 27%. Fair-value odds: Bolton 2.17 | Draw 3.85 | Northampton 3.70. Bolton hold a narrow Poisson edge at 46% — the draw (26%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 45% | BTTS probability 50% | Total xG 2.49. Under 2.5 has a narrow probability edge at 55% — total xG of 2.49 is below the line but not decisively so. BTTS probability of 50% is moderate — 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 46% — moderate model lean. With a 26% draw probability, Draw No Bet on Bolton offers a more defensible entry point than the straight win.
The Poisson model projects 2.49 xG in total — Under 2.5 at 45% — Poisson-only — limited corroboration confidence.
On the BTTS market, Poisson puts 50% on No. Form rates corroborate: Bolton 60% | Northampton 20% BTTS from recent games.
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🏟️ Match Context
• Fixture: Bolton vs Northampton | Competition: League One, Regular Season - 14 | Venue: Toughsheet Community Stadium • Kick-off: Saturday 21 Oct 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Bolton 46% | Draw 26% | Northampton 27% • Poisson goal markets: Over 2.5 45% | BTTS 50% | xG Bolton 1.44 / Northampton 1.05 • Poisson strength factors: Bolton attack 1.180 / def 1.227 | Northampton attack 0.762 / def 0.983 | league avg home 1.244 / away 1.121 • Poisson stance: Bolton (46%) — moderate lean
🧮 Prediction Model
1.44
Bolton xG
Expected Goals
1.05
Northampton xG
50%
BTTS
71%
Over 1.5
45%
Over 2.5
24%
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 Bolton vs Northampton kick off?
Bolton vs Northampton kicked off at 15:00 on Saturday 21 October 2023 at Toughsheet Community Stadium.
What was the final score in Bolton vs Northampton?
Bolton 2 - 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 Regular Season - 14 fixture in the League One (England).
Who is favourite to win Bolton vs Northampton?
Our statistical model gives Bolton a 46% chance of winning, Northampton a 27% chance, and a 26% chance of a draw — making Bolton the favourite.
Will both teams score in Bolton vs Northampton?
Our model estimates a 50% probability that both Bolton and Northampton will score (BTTS).
Will Bolton vs Northampton have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 45%.
What is the head-to-head record between Bolton and Northampton?
No recorded head-to-head meetings available in the dataset.
What form are Bolton and Northampton in?
Bolton (all comps): 5W-2D-3L in 10 | 1.70 PPG | GF 1.60 / GA 1.50 | L5 L-D-W-W-L. Northampton (all comps): 4W-1D-5L in 10 | 1.30 PPG | GF 1.10 / GA 1.00 | L5 L-L-W-W-L.
🧮 Model Insight
Model Mechanics
Bolton's attacking strength (1.18x league average) is weighed against Northampton's defensive record (0.98x) to produce a home expected-goals figure of 1.44. The same calculation in reverse, Northampton's attack versus Bolton's defence, projects 1.05 expected goals for the visitors.
These ratings are built from 57/11 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 14.2%. Close behind: 1-0 (10.3%), 0-0 (9.9%). Those top three scorelines alone account for 34% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Bolton Win
46%
2.17
26%
3.79
27%
3.65
Top 3 Most Likely Scorelines
1 – 1
12.5%
Draw
Most likely
1 – 0
12.0%
Home win
2 – 1
9.0%
Home win
Expected Goals & Win Odds
1.44
Bolton xG
Total xG
2.49
1.05
Northampton xG
2.17
46%
Home win
3.79
26%
Draw
3.65
27%
Away win
Goals Markets
71%
Over 1.5
1.41
29%
Under 1.5
3.45
45%
Over 2.5
2.22
55%
Under 2.5
1.82
24%
Over 3.5
4.17
76%
Under 3.5
1.32
11%
Over 4.5
9.09
89%
Under 4.5
1.12
Match Markets
Both Teams to Score
50%
BTTS Yes
2.02
50%
BTTS No
1.98
Clean Sheet
35%
2.85
24%
4.23
Win to Nil
16%
6.18
6%
15.44
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 8.3 | 8.7 | 4.5 | 1.6 | 0.4 | 0.1 |
| 1 | 12.0 | 12.5 | 6.6 | 2.3 | 0.6 | 0.1 |
| 2 | 8.6 | 9.0 | 4.7 | 1.7 | 0.4 | 0.1 |
| 3 | 4.1 | 4.3 | 2.3 | 0.8 | 0.2 | – |
| 4 | 1.5 | 1.6 | 0.8 | 0.3 | 0.1 | – |
| 5 | 0.4 | 0.5 | 0.2 | 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 Bolton vs Northampton?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 14.2%.
How many goals are Bolton and Northampton expected to score?
The model projects 1.44 expected goals for Bolton and 1.05 for Northampton, a combined total of 2.49.
How confident is the prediction model for Bolton vs Northampton?
Not very — the model's leading outcome sits at just 46%, 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 57 games, going 28W 14D 15L for 1.72 points per game. Their last five reads L-D-W-W-L. The sample for Bolton is still a mix of this season and last, given how young the current campaign is.
On the other side, Northampton sit at 1.68 PPG from 57 outings (27W 15D 15L), a run that reads L-L-W-W-L across their last five. The sample for Northampton is still a mix of this season and last, given how young the current campaign is.
Form-wise this is close to level: Bolton on 1.72 PPG, Northampton on 1.68. Other factors will likely decide this one more than recent results.
Home Ground vs the Road
Bolton's home form reads 16W 7D 5L across 28 games on their own ground, a 1.96 PPG return.
Away from home, Northampton have taken 1.68 points per game from 28 outings (13W 8D 7L).
The Goals Picture
Bolton are averaging 1.37 goals scored and 0.91 conceded per game recently; Northampton are on 1.28 scored and 0.93 conceded. Both sides have been difficult to break down recently — a combination that often points to a tighter, lower-scoring game than the average fixture.
Defensively: Bolton have kept a clean sheet in 42% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 57 Results — League One
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Bolton
Blended
Northampton
Blended
❓ Frequently Asked Questions
What form are Bolton and Northampton in coming into this match?
Bolton have gone 28W 14D 15L in their last 57 games (1.72 PPG), while Northampton have gone 27W 15D 15L in their last 57 (1.68 PPG).
Which team has the better venue record — Bolton at home or Northampton away?
Bolton's home record (1.96 PPG) is the stronger of the two venue-specific splits — Bolton at home: 1.96 PPG; Northampton away: 1.68 PPG.
Have Bolton or Northampton been keeping clean sheets recently?
Bolton have kept a clean sheet in 42% of their recent games, Northampton in 33%.
⚔️ Rivalry Insight
A Look Back
The fixture history between Bolton and Northampton runs to 6 recorded meetings, the earliest dating back to October 2023. Every recorded meeting has come in League One. They last met on 4 January 2026, roughly 7 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
❓ Frequently Asked Questions
What is the head-to-head record between Bolton and Northampton?
From 6 meetings on record, Bolton have won 3, Northampton have won 1, and 2 have been drawn.
When did Bolton and Northampton last play each other?
They last met on 4 January 2026, when 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 6 meetings.
📈 Trading Insight
Half-Time Trends
Bolton are typically involved in an early goal — the half-time board shows at least one in 68% of their matches. They've gone in front at half-time 36% of the time.
Northampton are typically involved in an early goal — the half-time board shows at least one in 61% of their matches. They've gone in front at half-time 32% of the time.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Bolton 43%, Northampton 46% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 43% (Bolton) and 32% (Northampton).
On the defensive side: Bolton keep a clean sheet in 46% of their matches; Northampton in 36%.
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.
❓ Frequently Asked Questions
Do both teams usually score when Bolton play Northampton?
Not especially — both teams scoring has occurred in only 43% of Bolton's recent matches and 46% of Northampton's, a rate that leans toward BTTS No.
Is Bolton vs Northampton usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 43% of Bolton's recent games and 32% of Northampton's, pointing to a tighter contest.
Do Bolton and Northampton tend to score early?
Bolton have had a goal before half-time in 68% of their recent matches, Northampton in 61% — a useful reference point for first-half goal markets.
Prediction vindicated as Bolton edge out Northampton 2-1.
📝 Match Report
How It Unfolded
Bolton beat Northampton 2-1 at Toughsheet Community Stadium, Regular Season - 14, in the League One. 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 Bolton 1.44 xG and Northampton 1.05 xG, a combined 2.49. The scoreboard read 2-1 for 3 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 Bolton attack 1.18 / defence 1.23 against Northampton attack 0.76 / defence 0.98, drawn from 57/11 games (CurrentSeason).
On the result, the model split it Bolton 46% | Draw 26% | Northampton 27%, with Bolton to win its most likely call at 46%. The result followed the model's preferred path, landing its top-rated outcome.
Goals & Markets
The model rated Over 2.5 goals at 45%. The game delivered 3, so it went over — against the model's lean. Over 1.5 had been 71% and landed. On both teams to score, the model sat at 50% and the match saw both sides score — another call in the model's favour. Historically the two sides average 41% Over 2.5 across their same-competition games (Bolton 40%, Northampton 42%), a base rate that pointed the other way from today's over. Their combined BTTS history runs at 46%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Bolton's trading profile (57 games, 28 home) set some clear expectations: BTTS lands in 42% of their matches — today it did; they keep a clean sheet 42% of the time, and conceded here.
Northampton's trading profile (57 games, 28 away) set some clear expectations: BTTS lands in 51% of their matches — today it did; they keep a clean sheet 33% of the time, and conceded here.
Form vs Result
The form lines were close — Bolton 1.72 PPG, Northampton 1.68 PPG — offering no strong steer, and the Bolton win broke the near-deadlock. Northampton (home/away splits) shipped 2 against a 0.93 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 1 of 3 pre-match signals came in: result (hit), Over 2.5 (miss), BTTS (miss). This one broke away from the data — most of the pre-match signals were overturned by how the ninety minutes actually played out.
💡 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.