Cheltenham 0-1 Northampton – Result & Analysis
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Poisson model rates Cheltenham at 42%, yet in-form Northampton provide a compelling counter-argument — this Cheltenham vs Northampton fixture contains genuine analytical tension.
✍️ Match Preview
Fixture Analysis
It is a League One clash, Regular Season - 5 as Cheltenham welcome Northampton to Completely-Suzuki Stadium. Kick-off is set for Saturday 26 August 2023 at 15:00 UTC.
Form Guide
Cheltenham — All Games: 2W 4D 4L from 10 League One outings this season, averaging 1.00 points per game. Last five: D L L L D. They are averaging 1.10 goals per game and conceding 1.50 — a modest attacking output that tempers optimism on the Over 2.5 market. 2 clean sheets from 10 outings provides some defensive foundation. Cheltenham have played only a handful of League One games so far this season, so this record also draws on matches from last season.
Cheltenham's form when playing at home: 3W 5D 2L across 10 games at Completely-Suzuki Stadium this term (1.40 PPG). At home they are averaging 1.20 goals scored and 1.40 conceded per game.
Across all League One games this season, Northampton have recorded 5W 2D 3L from 10 outings — 1.70 PPG. Last five: W L L D W. Their scoring rate of 1.30 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. Both teams have scored in 60% of their games — a noteworthy BTTS rate that supports the Yes market. Northampton have played only a handful of League One games so far this season, so this record also draws on matches from last season.
When travelling in League One this season, Northampton have posted 4W 4D 2L from 10 away outings — 1.60 PPG. Away from home they average 1.00 goals scored and 0.90 conceded per game. 4 clean sheets from 10 away games (40%) shows they are capable of shutting up shop on the road.
Form points away from home here. Northampton's 1.70 PPG return is 0.70 points per game ahead of Cheltenham's 1.00 — the visitors are the form-based selection, and Double Chance is an alternative worth pricing if the outright looks tight.
Trading Patterns
Cheltenham in-play and half-time data (50 games, 24 at home): they score before half-time in 54% of fixtures in home games; when goalless at HT, a second-half goal follows 67% of the time; BTTS occurs in 42% of their matches (home games); Over 2.5 goals lands in 46% of games (home games); they fail to score in 46% of games.
Northampton in-play and half-time data (50 games, 24 at away): they score before half-time in 67% of fixtures in away games; when goalless at HT, a second-half goal follows 71% of the time; BTTS occurs in 54% of their matches (away games); Over 2.5 goals lands in 38% of games (away games).
BTTS rates are mixed from the trading data — Cheltenham 34% versus Northampton 54%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Cheltenham 44% | Northampton 44%).
Poisson Model
The Poisson distribution model projects Cheltenham 1.34 xG and Northampton 1.10 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: Cheltenham attack 0.900 / defence 1.183 | Northampton attack 0.839 / defence 1.248. League average goals — home 1.190 / away 1.110. Northampton bring a strong defensive rating of 1.248 — this is suppressing Cheltenham's projected output below what their attack strength alone would suggest. Data: 50 Cheltenham games / 4 Northampton games used (CurrentSeason).
Result probabilities: Cheltenham 42% | Draw 27% | Northampton 31%. Fair-value odds: Cheltenham 2.38 | Draw 3.70 | Northampton 3.23. This is a low-confidence result — no outcome exceeds 45%. The draw at 27% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 44% | BTTS probability 49% | Total xG 2.44. Under 2.5 has a narrow probability edge at 56% — total xG of 2.44 is below the line but not decisively so. BTTS probability of 49% 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 Cheltenham at 42% — marginal model lean. Note a divergence: in-form Northampton (1.70 PPG) cuts against the Poisson lean — consider the strength-adjusted model over surface-level form results. With a 27% draw probability, Draw No Bet on Cheltenham offers a more defensible entry point than the straight win. The opposing side holds a 31% win probability per the model — this is not a banker and should be staked accordingly.
On the goals line, Poisson's 2.44 combined xG gives a 44% probability to Under 2.5 — Poisson-only — limited corroboration.
Poisson assigns a 49% probability to BTTS No based on the attack/defence strength model. Form rates are neutral: Cheltenham 50% | Northampton 50%.
The outsider holds a 31% win probability per the model — this is not a banker and should not be treated as one. Proportionate stakes are appropriate given the genuine contest the data projects.
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💡 Key Insights
🏟️ Match Context
• Fixture: Cheltenham vs Northampton | Competition: League One, Regular Season - 5 | Venue: Completely-Suzuki Stadium • Kick-off: Saturday 26 Aug 2023, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Cheltenham 42% | Draw 27% | Northampton 31% • Poisson goal markets: Over 2.5 44% | BTTS 49% | xG Cheltenham 1.34 / Northampton 1.10 • Poisson strength factors: Cheltenham attack 0.900 / def 1.183 | Northampton attack 0.839 / def 1.248 | league avg home 1.190 / away 1.110 • Poisson stance: Cheltenham (42%) — low confidence — close contest
🧮 Prediction Model
1.34
Cheltenham xG
Expected Goals
1.10
Northampton xG
49%
BTTS
70%
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 Cheltenham vs Northampton kick off?
Cheltenham vs Northampton kicked off at 15:00 on Saturday 26 August 2023 at Completely-Suzuki Stadium.
What was the final score in Cheltenham vs Northampton?
Cheltenham 0 - 1 Northampton.
Where is Cheltenham vs Northampton being played?
The match is being played at Completely-Suzuki Stadium.
What competition is Cheltenham vs Northampton part of?
Cheltenham vs Northampton is a Regular Season - 5 fixture in the League One (England).
Who is favourite to win Cheltenham vs Northampton?
Our statistical model gives Cheltenham a 42% chance of winning, Northampton a 31% chance, and a 27% chance of a draw — making Cheltenham the favourite.
Will both teams score in Cheltenham vs Northampton?
Our model estimates a 49% probability that both Cheltenham and Northampton will score (BTTS).
Will Cheltenham vs Northampton 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 Cheltenham and Northampton?
No recorded head-to-head meetings available in the dataset.
What form are Cheltenham and Northampton in?
Cheltenham (all comps): 2W-4D-4L in 10 | 1.00 PPG | GF 1.10 / GA 1.50 | L5 D-L-L-L-D. Northampton (all comps): 5W-2D-3L in 10 | 1.70 PPG | GF 1.30 / GA 1.00 | L5 W-L-L-D-W.
🧮 Model Insight
Model Mechanics
The model rates Cheltenham's attack at 0.90x the league average against Northampton's defence at 1.25x — combine the two and it projects 1.34 expected goals for the hosts. The same calculation in reverse, Northampton's attack versus Cheltenham's defence, projects 1.10 expected goals for the visitors.
These ratings are built from 50/4 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 14.5% — still a long way from a near-certainty, which says something about how open this one is on paper. Close behind: 0-0 (10.4%), 1-0 (10.0%). 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
Cheltenham Win
42%
2.38
27%
3.68
31%
3.25
Top 3 Most Likely Scorelines
1 – 1
12.9%
Draw
Most likely
1 – 0
11.7%
Home win
0 – 1
9.6%
Away win
Expected Goals & Win Odds
1.34
Cheltenham xG
Total xG
2.44
1.10
Northampton xG
2.38
42%
Home win
3.68
27%
Draw
3.25
31%
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
49%
BTTS Yes
2.03
51%
BTTS No
1.97
Clean Sheet
33%
3.01
26%
3.81
Win to Nil
14%
7.16
8%
12.37
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 8.7 | 9.6 | 5.3 | 1.9 | 0.5 | 0.1 |
| 1 | 11.7 | 12.9 | 7.1 | 2.6 | 0.7 | 0.2 |
| 2 | 7.8 | 8.6 | 4.7 | 1.7 | 0.5 | 0.1 |
| 3 | 3.5 | 3.8 | 2.1 | 0.8 | 0.2 | – |
| 4 | 1.2 | 1.3 | 0.7 | 0.3 | 0.1 | – |
| 5 | 0.3 | 0.3 | 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 Cheltenham vs Northampton?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 14.5%.
How many goals are Cheltenham and Northampton expected to score?
The model projects 1.34 expected goals for Cheltenham and 1.10 for Northampton, a combined total of 2.44.
How confident is the prediction model for Cheltenham vs Northampton?
Not very — the model's leading outcome sits at just 42%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Where Both Sides Stand
Cheltenham's recent record stands at 14W 13D 23L from 50 games, a 1.10 PPG return, with D-L-L-L-D in the last five. It's still early in the season for Cheltenham, so this record blends in a handful of games from last season too.
Northampton, meanwhile, have gone 24W 15D 11L across 50 games — 1.74 PPG, with W-L-L-D-W in their last five. It's still early in the season for Northampton, so this record blends in a handful of games from last season too.
The points-per-game comparison favours Northampton by 0.64 — a real, if not enormous, edge over Cheltenham heading into this one.
Home Ground vs the Road
At home specifically, Cheltenham have managed 8W 8D 8L from 24 games — 1.33 PPG in front of their own supporters.
Northampton's away record stands at 11W 8D 5L across 24 trips, a 1.71 PPG haul.
The Goals Picture
Cheltenham are averaging 0.90 goals scored and 1.32 conceded per game recently; Northampton are on 1.32 scored and 0.94 conceded.
Last 50 Results — League One
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Cheltenham
Early Season
Northampton
Early Season
❓ Frequently Asked Questions
What form are Cheltenham and Northampton in coming into this match?
Cheltenham have gone 14W 13D 23L in their last 50 games (1.10 PPG), while Northampton have gone 24W 15D 11L in their last 50 (1.74 PPG).
Which team has the better venue record — Cheltenham at home or Northampton away?
Northampton's away record (1.71 PPG) is the stronger of the two venue-specific splits — Cheltenham at home: 1.33 PPG; Northampton away: 1.71 PPG.
Have Cheltenham or Northampton been keeping clean sheets recently?
Cheltenham have kept a clean sheet in 34% of their recent games, Northampton in 34%.
⚔️ Rivalry Insight
A Look Back
The fixture history between Cheltenham and Northampton runs to 2 recorded meetings, the earliest dating back to August 2023. Every recorded meeting has come in League One. It has been a while since the last meeting — 1 January 2024, some 1 year back — so squads and form on both sides may look very different now.
Last 2 Meetings
0
Cheltenham
0
Draws
2
Northampton
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Cheltenham and Northampton?
From 2 meetings on record, Cheltenham have won 0, Northampton have won 2, and 0 have been drawn.
When did Cheltenham and Northampton last play each other?
They last met on 1 January 2024, when Northampton 1-0 Cheltenham.
Who has won more matches between Cheltenham and Northampton?
Northampton have the better head-to-head record, with 2 wins from 2 meetings.
📈 Trading Insight
Half-Time Trends
Cheltenham see a goal before the break in 54% of their matches. They've gone in front at half-time 25% of the time.
Northampton are typically involved in an early goal — the half-time board shows at least one in 67% of their matches. They've gone in front at half-time 33% of the time.
The Numbers That Matter
BTTS sits in mixed territory for this pairing — Cheltenham 42%, Northampton 54% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 46% (Cheltenham) and 38% (Northampton).
On the defensive side: Cheltenham keep a clean sheet in 42% of their matches; Northampton in 33%; Cheltenham have failed to score in 38% of games.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Cheltenham 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 Cheltenham play Northampton?
Not especially — both teams scoring has occurred in only 42% of Cheltenham's recent matches and 54% of Northampton's, a rate that leans toward BTTS No.
Is Cheltenham vs Northampton usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 46% of Cheltenham's recent games and 38% of Northampton's, pointing to a tighter contest.
Do Cheltenham and Northampton tend to score early?
Cheltenham have had a goal before half-time in 54% of their recent matches, Northampton in 67% — a useful reference point for first-half goal markets.
Shock result as Northampton defy the odds to beat Cheltenham 0-1.
📝 Match Report
How It Unfolded
Northampton beat Cheltenham 0-1 at Completely-Suzuki Stadium, Regular Season - 5, 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 Cheltenham 1.34 xG and Northampton 1.10 xG, a combined 2.44. The scoreboard read 0-1 for 1 actual goal. Cheltenham fell 1.3 short of their projected output. Those figures were built on strength ratings of Cheltenham attack 0.90 / defence 1.18 against Northampton attack 0.84 / defence 1.25, drawn from 50/4 games (CurrentSeason).
On the result, the model split it Cheltenham 42% | Draw 27% | Northampton 31%, with Cheltenham to win its most likely call at 42%. The actual Northampton win had been the model's second-ranked read at 31%, so the result diverged from the top call without being a shock.
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 70% and missed. On both teams to score, the model sat at 49% and the match did not — another call in the model's favour. Historically the two sides average 44% Over 2.5 across their same-competition games (Cheltenham 44%, Northampton 44%), a base rate that agreed with today's under. Their combined BTTS history runs at 44%, which matched the one-sided outcome.
Trading Patterns vs Reality
Cheltenham's trading profile (50 games, 24 home) set some clear expectations: BTTS lands in 34% of their matches — today it did not; they keep a clean sheet 34% of the time, and conceded here; they fail to score in 46% of games, a blank that repeated today.
Northampton's trading profile (50 games, 24 away) set some clear expectations: BTTS lands in 54% of their matches — today it did not; they keep a clean sheet 34% of the time, and duly kept one.
Form vs Result
On form, Northampton arrived the stronger side — 1.74 PPG against 1.10. Form held, and they took the win. Cheltenham (home/away splits) managed 0 against a 1.04 scoring average — below par going forward. Northampton (home/away splits) conceded 0 against a 1.00 average — tighter than their form line.
Verdict
Grading the result against the stored data, 3 of 4 pre-match signals came in: result (miss), Over 2.5 (hit), BTTS (hit), form (hit). 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.