Bolton 1-0 Cheltenham – Result & Analysis
Fixture360 only lists fixtures from a curated set of leagues, chosen specifically to keep our prediction model accurate.
Poisson rates Bolton at 53% — current form provides partial corroboration, though signals are mixed in this Bolton vs Cheltenham encounter.
✍️ Match Preview
Full Analysis
University of Bolton Stadium plays host to Bolton versus Cheltenham in League One, Regular Season - 30. Kick-off: Saturday 4 February 2023 at 15:00 UTC.
Form
Bolton (all games): 5W 3D 2L across 10 League One fixtures this term — 1.80 PPG. Last five: D W L W W. Offensively they are averaging 1.50 goals per game, with 0.70 conceded. Defensively, conceding just 0.70 per game is an exceptional defensive record — one of the tightest in the division. 6 clean sheets from 10 games (60%) is a standout defensive return — they are keeping their net clean in more than half their matches.
At home at University of Bolton Stadium, Bolton have gone 5W 4D 1L this season (10 games, 1.90 PPG). At home they are averaging 1.20 goals scored and 0.50 conceded per game. 7 clean sheets from 10 home games (70%) — they are an exceptionally hard side to score against at University of Bolton Stadium. At home, both teams have scored in only 30% of games — reinforcing BTTS No as the home-venue-backed angle.
Cheltenham's overall League One record this term: 3W 1D 6L from 10 games (1.00 PPG). Last five: L L L L D. Their scoring rate of 0.90 per game is modest, conceding 1.30 — 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. This season is still relatively young for Cheltenham, so this record blends games from this season and last.
When travelling in League One this season, Cheltenham have posted 2W 1D 7L from 10 away outings — 0.70 PPG. Away from home they average 0.70 goals scored and 1.50 conceded per game.
The points-per-game gap of 0.80 in Bolton's favour (1.80 vs 1.00) is a statistically meaningful difference. The hosts are the form pick here, with draw protection the sensible hedge given the away side's competitiveness.
Head-to-Head
Neither side has dominated this fixture. The last 3 head-to-head meetings have produced 1 wins for Bolton, 1 for Cheltenham and 1 draws — an even split that leaves the H2H largely neutral as a betting input.
The 3 previous meetings have averaged 2.7 goals per game — a neutral rate that provides no strong lean on the goals market from the H2H alone. The most recent clash, on 4 Oct 2022, ended 0–1 with Cheltenham winning.
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 Data
Bolton goal-timing and half-time pattern breakdown (73 games, 37 at home): they score before half-time in 70% of fixtures in home games; when goalless at HT, a second-half goal follows 74% of the time; BTTS occurs in 40% of their matches (home games); Over 2.5 goals lands in 46% of games (home games); they fail to score in 32% of games.
Cheltenham goal-timing and half-time pattern breakdown (73 games, 37 at away): they score before half-time in 78% of fixtures in away games; when goalless at HT, a second-half goal follows 74% of the time; BTTS occurs in 57% of their matches (away games); Over 2.5 goals lands in 51% of games (away games).
BTTS rates are mixed from the trading data — Bolton 42% versus Cheltenham 55%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Bolton 45% | Cheltenham 51%).
Poisson Model
The Poisson distribution model projects Bolton 1.31 xG and Cheltenham 0.60 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 0.942 / defence 0.641 | Cheltenham attack 0.841 / defence 1.053. League average goals — home 1.318 / away 1.119. Bolton's defence rating of 0.641 is below average — the home backline is amplifying the visitor's projected output. Data: 75 Bolton games / 73 Cheltenham games used (CurrentSeason).
Result probabilities: Bolton 53% | Draw 30% | Cheltenham 17%. Fair-value odds: Bolton 1.89 | Draw 3.33 | Cheltenham 5.88. Bolton hold a narrow Poisson edge at 53% — the draw (30%) is close enough to merit draw-inclusive market consideration.
Goals markets: Over 2.5 probability 30% | BTTS probability 34% | Total xG 1.91. Under 2.5 is the strongly backed market at 70% probability — total xG of 1.91 sits well below the 2.5 threshold. The model is projecting a tight, low-scoring match based on both sides' defensive quality. BTTS No has firm model support at 66% — Cheltenham's lower xG of 0.60 creates a meaningful probability of a scoring blank, which suppresses the BTTS Yes probability to 34%.
Verdict
The Poisson model's primary lean is Bolton at 53% — moderate model lean. Current-season form corroborates the Poisson lean — partial multi-source support. Draw probability of 30% warrants consideration of Double Chance or Draw No Bet on Bolton if the outright odds are short.
On the goals line, Poisson's 1.91 combined xG gives a 30% probability to Under 2.5 — reasonable, supported by form averaging 2.0 goals per game.
The Poisson model's BTTS call is No at 34%. Form rates corroborate: Bolton 30% | Cheltenham 40% BTTS from recent games.
🔮 Your Prediction
Sign in to submit your prediction and see how it compares to the rest of the community.
💡 Key Insights
🏟️ Match Context
• Fixture: Bolton vs Cheltenham | Competition: League One, Regular Season - 30 | Venue: University of Bolton 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: Bolton 53% | Draw 30% | Cheltenham 17% • Poisson goal markets: Over 2.5 30% | BTTS 34% | xG Bolton 1.31 / Cheltenham 0.60 • Poisson strength factors: Bolton attack 0.942 / def 0.641 | Cheltenham attack 0.841 / def 1.053 | league avg home 1.318 / away 1.119 • Poisson stance: Bolton (53%) — moderate lean
🧮 Prediction Model
1.31
Bolton xG
Expected Goals
0.60
Cheltenham xG
34%
BTTS
57%
Over 1.5
30%
Over 2.5
13%
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 Cheltenham kick off?
Bolton vs Cheltenham kicked off at 15:00 on Saturday 4 February 2023 at University of Bolton Stadium.
What was the final score in Bolton vs Cheltenham?
Bolton 1 - 0 Cheltenham.
Where is Bolton vs Cheltenham being played?
The match is being played at University of Bolton Stadium.
What competition is Bolton vs Cheltenham part of?
Bolton vs Cheltenham is a Regular Season - 30 fixture in the League One (England).
Who is favourite to win Bolton vs Cheltenham?
Our statistical model gives Bolton a 53% chance of winning, Cheltenham a 17% chance, and a 30% chance of a draw — making Bolton the favourite.
Will both teams score in Bolton vs Cheltenham?
Our model estimates a 34% probability that both Bolton and Cheltenham will score (BTTS).
Will Bolton vs Cheltenham have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 30%.
What is the head-to-head record between Bolton and Cheltenham?
Record (3 meetings): Bolton 1W | Draws 1 | Cheltenham 1W.
What form are Bolton and Cheltenham in?
Bolton (all comps): 5W-3D-2L in 10 | 1.80 PPG | GF 1.50 / GA 0.70 | L5 D-W-L-W-W. Cheltenham (all comps): 3W-1D-6L in 10 | 1.00 PPG | GF 0.90 / GA 1.30 | L5 L-L-L-L-D.
🧮 Model Insight
Where the Numbers Come From
Bolton's attacking strength (0.94x league average) is weighed against Cheltenham's defensive record (1.05x) to produce a home expected-goals figure of 1.31. Flip it around — Cheltenham's attack (0.84x) against Bolton's defence (0.64x) — and the away total comes out at 0.60.
These ratings are built from 75/73 games of current-season data — a full enough sample to trust.
Most Likely Scorelines
The model's single most probable exact score is 1-0, at 17.8%. Close behind: 0-0 (16.3%), 1-1 (13.2%). Those top three scorelines alone account for 47% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Bolton Win
53%
1.87
30%
3.34
17%
5.99
Top 3 Most Likely Scorelines
1 – 0
19.3%
Home win
Most likely
0 – 0
14.8%
Draw
2 – 0
12.7%
Home win
Expected Goals & Win Odds
1.31
Bolton xG
Total xG
1.91
0.60
Cheltenham xG
1.87
53%
Home win
3.34
30%
Draw
5.99
17%
Away win
Goals Markets
57%
Over 1.5
1.75
43%
Under 1.5
2.33
30%
Over 2.5
3.33
70%
Under 2.5
1.43
13%
Over 3.5
7.69
87%
Under 3.5
1.15
4%
Over 4.5
25.00
96%
Under 4.5
1.04
Match Markets
Both Teams to Score
34%
BTTS Yes
2.99
66%
BTTS No
1.50
Clean Sheet
55%
1.83
27%
3.70
Win to Nil
29%
3.42
5%
22.16
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 14.8 | 8.9 | 2.7 | 0.5 | 0.1 | – |
| 1 | 19.3 | 11.7 | 3.5 | 0.7 | 0.1 | – |
| 2 | 12.7 | 7.6 | 2.3 | 0.5 | 0.1 | – |
| 3 | 5.5 | 3.3 | 1.0 | 0.2 | – | – |
| 4 | 1.8 | 1.1 | 0.3 | 0.1 | – | – |
| 5 | 0.5 | 0.3 | 0.1 | – | – | – |
Green = home win · Grey = draw · Amber = away win · White ring = most likely score
▶ Model Internals
❓ Frequently Asked Questions
What is the most likely scoreline for Bolton vs Cheltenham?
Our Poisson model rates 1-0 as the single most likely exact scoreline, at 17.8%.
How many goals are Bolton and Cheltenham expected to score?
The model projects 1.31 expected goals for Bolton and 0.60 for Cheltenham, a combined total of 1.91.
How confident is the prediction model for Bolton vs Cheltenham?
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
Recent Form Overview
Bolton come into this having played 73 games, going 35W 16D 22L for 1.66 points per game. Their last five reads D-W-L-W-W.
On the other side, Cheltenham sit at 1.16 PPG from 73 outings (21W 22D 30L), a run that reads L-L-L-L-D across their last five. The sample for Cheltenham is still a mix of this season and last, given how young the current campaign is.
Bolton carry the stronger recent form of the two, 0.50 PPG clear of Cheltenham — worth weighing alongside whatever the head-to-head and market data say.
How They Fare by Venue
Bolton's home form reads 21W 10D 6L across 37 games on their own ground, a 1.97 PPG return.
Away from home, Cheltenham have taken 0.84 points per game from 37 outings (6W 13D 18L).
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.
Attack vs Defence
Bolton are averaging 1.44 goals scored and 1.01 conceded per game recently; Cheltenham are on 1.22 scored and 1.56 conceded.
Last 73 Results — League One
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Bolton
Current Season
Cheltenham
Blended
❓ Frequently Asked Questions
What form are Bolton and Cheltenham in coming into this match?
Bolton have gone 35W 16D 22L in their last 73 games (1.66 PPG), while Cheltenham have gone 21W 22D 30L in their last 73 (1.16 PPG).
Which team has the better venue record — Bolton at home or Cheltenham away?
Bolton's home record (1.97 PPG) is the stronger of the two venue-specific splits — Bolton at home: 1.97 PPG; Cheltenham away: 0.84 PPG.
Have Bolton or Cheltenham been keeping clean sheets recently?
Bolton have kept a clean sheet in 34% of their recent games, Cheltenham in 25%.
⚔️ Rivalry Insight
The Rivalry So Far
These sides have met 6 times that we have on record, stretching back to November 2021 — a rivalry that has played out across roughly 2 years. Every recorded meeting has come in League One. It has been a while since the last meeting — 23 January 2024, some 2 years back — so squads and form on both sides may look very different now.
Notable Numbers
Bolton go into this on the back of 3 straight wins in the series — the current momentum sits squarely with them.
For context on how one-sided this fixture can get: Bolton won 0-3 on 12 Aug 2023, the biggest margin either side has managed in the series.
Specifically as hosts in this fixture, Bolton have gone 2W 1D 0L from 3 meetings on their own ground against Cheltenham — worth weighing alongside the overall series record.
Last 6 Meetings
4
Bolton
1
Draws
1
Cheltenham
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Bolton and Cheltenham?
From 6 meetings on record, Bolton have won 4, Cheltenham have won 1, and 1 have been drawn.
When did Bolton and Cheltenham last play each other?
They last met on 23 January 2024, when Bolton 1-0 Cheltenham.
Who has won more matches between Bolton and Cheltenham?
Bolton have the better head-to-head record, with 4 wins from 6 meetings.
📈 Trading Insight
Early Goal Trends
Bolton are typically involved in an early goal — the half-time board shows at least one in 70% of their matches. They've gone in front at half-time 38% 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.
Cheltenham are typically involved in an early goal — the half-time board shows at least one in 78% of their matches.
Full-Time Markets
BTTS sits in mixed territory for this pairing — Bolton 40%, Cheltenham 57% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 46% (Bolton) and 51% (Cheltenham).
On the defensive side: Bolton keep a clean sheet in 46% of their matches; Cheltenham in 32%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Bolton home games / Cheltenham away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Bolton play Cheltenham?
Not especially — both teams scoring has occurred in only 40% of Bolton's recent matches and 57% of Cheltenham's, a rate that leans toward BTTS No.
Is Bolton vs Cheltenham usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 46% of Bolton's recent games and 51% of Cheltenham's, pointing to a tighter contest.
Do Bolton and Cheltenham tend to score early?
Bolton have had a goal before half-time in 70% of their recent matches, Cheltenham in 78% — a useful reference point for first-half goal markets.
Prediction vindicated as Bolton edge out Cheltenham 1-0.
📝 Match Report
How It Unfolded
Bolton beat Cheltenham 1-0 at University of Bolton Stadium, Regular Season - 30, 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 1.31 xG and Cheltenham 0.60 xG, a combined 1.91. The scoreboard read 1-0 for 1 actual goal. 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 0.94 / defence 0.64 against Cheltenham attack 0.84 / defence 1.05, drawn from 75/73 games (CurrentSeason).
On the result, the model split it Bolton 53% | Draw 30% | Cheltenham 17%, with Bolton to win its most likely call at 53%. The result followed the model's preferred path, landing its top-rated outcome.
Goals & Markets
The model rated Over 2.5 goals at 30%. The game delivered 1, so it stayed under — in line with the projection. Over 1.5 had been 57% and missed. On both teams to score, the model sat at 34% and the match did not — another call in the model's favour. Historically the two sides average 48% Over 2.5 across their same-competition games (Bolton 45%, Cheltenham 51%), a base rate that agreed with today's under. Their combined BTTS history runs at 49%, which matched the one-sided outcome.
Trading Patterns vs Reality
Bolton's trading profile (73 games, 37 home) set some clear expectations: BTTS lands in 42% of their matches — today it did not; they keep a clean sheet 34% of the time, and duly kept one.
Cheltenham's trading profile (73 games, 37 away) set some clear expectations: BTTS lands in 55% of their matches — today it did not; they fail to score in 27% of games, a blank that repeated today.
Form vs Result
On form, Bolton arrived the stronger side — 1.66 PPG against 1.16. Form held, and they took the win. Bolton (home/away splits) conceded 0 against a 0.84 average — tighter than their form line. Cheltenham (home/away splits) managed 0 against a 1.16 scoring average — below par going forward and conceded 1 against a 1.84 average — tighter than their form line.
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). A strong night for the model: the result sat comfortably inside what the pre-match data projected.
💡 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.