Northampton 1-0 Derby – Result & Analysis
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Poisson rates Derby at 55% — current form provides partial corroboration, though signals are mixed in this Northampton vs Derby encounter.
✍️ Match Preview
Pre-Match Analysis
Northampton and Derby meet at Sixfields Stadium in League One, Regular Season - 40. This fixture gets under way on Saturday 23 March 2024 at 15:00 UTC.
Form & Momentum
Northampton have collected 1.00 PPG across 10 League One outings this season: 2W 4D 4L. Last five: D L D L L. They are averaging 1.40 goals per game and conceding 1.80 — a modest attacking output that tempers optimism on the Over 2.5 market. 1 clean sheet 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.
At home at Sixfields Stadium, Northampton have gone 4W 3D 3L this season (10 games, 1.50 PPG). At home they are averaging 1.20 goals scored and 1.10 conceded per game. Their home PPG of 1.50 is noticeably stronger than their overall 1.00 — Northampton are significantly better at Sixfields Stadium than their overall form suggests.
Derby's overall League One record this term: 7W 1D 2L from 10 games (2.20 PPG). Last five: L W W W W. They are scoring at 1.70 per game and conceding 0.60. Defensively, 0.60 goals conceded per game is elite-level — a side this difficult to score against is a real threat to Over 2.5 and BTTS Yes. 6 clean sheets from 10 games (60%) is an exceptional defensive record — they are keeping clean sheets more often than not.
Derby's away record: 7W 1D 2L from 10 road trips in League One this season (2.20 PPG). They are averaging 1.80 goals per away game — strong road scoring that makes them a threat even without home support. 6 away clean sheets from 10 games (60%) — they are as difficult to score against on the road as they are at home. Away from home, both teams have scored in only 30% of games — a low rate that backs BTTS No when they travel.
Derby arrive in superior form — a 1.20 PPG advantage (2.20 vs 1.00) that offsets much of the home-ground benefit. The away side are the form pick, with draw protection the sensible way to manage the home-field uncertainty.
Head-to-Head
Neither side has dominated this fixture. The last 1 head-to-head meetings have produced 0 wins for Northampton, 1 for Derby and 0 draws — an even split that leaves the H2H largely neutral as a betting input.
Attacking output has been a hallmark of this fixture. At 4.0 goals per game across 1 meetings, the Over 2.5 has a statistically grounded case from the head-to-head record alone. The most recent clash, on 31 Oct 2023, ended 0–4 with Derby winning.
With the win record balanced, the strongest H2H-derived signal is in the goals market. At 4.0 goals per game historically, Over 2.5 is the cleaner angle to extract from the head-to-head data.
Trading Data
Northampton goal-timing and half-time pattern breakdown (85 games, 42 at home): they score before half-time in 64% of fixtures in home games; when goalless at HT, a second-half goal follows 82% of the time; BTTS occurs in 55% of their matches (home games); Over 2.5 goals lands in 50% of games (home games).
Derby goal-timing and half-time pattern breakdown (85 games, 42 at away): they score before half-time in 64% of fixtures in away games; when goalless at HT, a second-half goal follows 73% of the time; BTTS occurs in 45% of their matches (away games); Over 2.5 goals lands in 48% of games (away games); they keep a clean sheet 40% of the time.
BTTS rates are mixed from the trading data — Northampton 55% versus Derby 49%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Northampton 49% | Derby 51%).
Poisson Model
The Poisson distribution model projects Northampton 0.81 xG and Derby 1.54 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: Northampton attack 0.874 / defence 1.041 | Derby attack 1.244 / defence 0.702. League average goals — home 1.328 / away 1.191. Derby's defence strength of 0.702 is below average — they are conceding at a rate that inflates the home xG figure. Derby have an above-average attack strength of 1.244 — the away xG of 1.54 is driven by genuine attacking quality on the road. Data: 39 Northampton games / 85 Derby games used (CurrentSeason).
Result probabilities: Northampton 20% | Draw 26% | Derby 55%. Fair-value odds: Northampton 5.00 | Draw 3.85 | Derby 1.82. The model has a clear lean to Derby (55%) — a 35pp gap over the next-most-likely outcome reflects a meaningful statistical advantage.
Goals markets: Over 2.5 probability 42% | BTTS probability 44% | Total xG 2.36. Under 2.5 has a narrow probability edge at 58% — total xG of 2.36 is below the line but not decisively so. BTTS probability of 44% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Final Verdict
Poisson rates Derby as the most likely outcome at 55% — clear model lean. Current-season form corroborates the Poisson lean — partial multi-source support. Draw No Bet is worth pricing alongside the outright: 26% draw probability makes the stalemate a live outcome even at this conviction level.
Poisson projects 2.36 total expected goals, pointing to Under 2.5 at 42% probability — Poisson-only — limited corroboration conviction.
On the BTTS market, Poisson puts 44% on No. Form rates corroborate: Northampton 50% | Derby 30% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Northampton vs Derby | Competition: League One, Regular Season - 40 | Venue: Sixfields Stadium • Kick-off: Saturday 23 Mar 2024, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Northampton 20% | Draw 26% | Derby 55% • Poisson goal markets: Over 2.5 42% | BTTS 44% | xG Northampton 0.81 / Derby 1.54 • Poisson strength factors: Northampton attack 0.874 / def 1.041 | Derby attack 1.244 / def 0.702 | league avg home 1.328 / away 1.191 • Poisson stance: Derby (55%) — strong lean
🧮 Prediction Model
0.81
Northampton xG
Expected Goals
1.54
Derby xG
44%
BTTS
68%
Over 1.5
42%
Over 2.5
21%
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 Northampton vs Derby kick off?
Northampton vs Derby kicked off at 15:00 on Saturday 23 March 2024 at Sixfields Stadium.
What was the final score in Northampton vs Derby?
Northampton 1 - 0 Derby.
Where is Northampton vs Derby being played?
The match is being played at Sixfields Stadium.
What competition is Northampton vs Derby part of?
Northampton vs Derby is a Regular Season - 40 fixture in the League One (England).
Who is favourite to win Northampton vs Derby?
Our statistical model gives Northampton a 20% chance of winning, Derby a 55% chance, and a 26% chance of a draw — making Derby the favourite.
Will both teams score in Northampton vs Derby?
Our model estimates a 44% probability that both Northampton and Derby will score (BTTS).
Will Northampton vs Derby have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 42%.
What is the head-to-head record between Northampton and Derby?
Record (1 meetings): Northampton 0W | Draws 0 | Derby 1W.
What form are Northampton and Derby in?
Northampton (all comps): 2W-4D-4L in 10 | 1.00 PPG | GF 1.40 / GA 1.80 | L5 D-L-D-L-L. Derby (all comps): 7W-1D-2L in 10 | 2.20 PPG | GF 1.70 / GA 0.60 | L5 L-W-W-W-W.
🧮 Model Insight
Behind the Numbers
Northampton's attacking strength (0.87x league average) is weighed against Derby's defensive record (0.70x) to produce a home expected-goals figure of 0.81. Flip it around — Derby's attack (1.24x) against Northampton's defence (1.04x) — and the away total comes out at 1.54.
These ratings are built from 39/85 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 13.4%. Close behind: 0-1 (13.1%), 0-2 (11.3%). Those top three scorelines alone account for 38% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Derby Win
20%
5.05
26%
3.90
55%
1.83
Top 3 Most Likely Scorelines
0 β 1
14.6%
Away win
Most likely
1 β 1
11.9%
Draw
0 β 2
11.3%
Away win
Expected Goals & Win Odds
0.81
Northampton xG
Total xG
2.36
1.54
Derby xG
5.05
20%
Home win
3.90
26%
Draw
1.83
55%
Away win
Goals Markets
68%
Over 1.5
1.47
32%
Under 1.5
3.12
42%
Over 2.5
2.38
58%
Under 2.5
1.72
21%
Over 3.5
4.76
79%
Under 3.5
1.27
9%
Over 4.5
11.11
91%
Under 4.5
1.10
Match Markets
Both Teams to Score
44%
BTTS Yes
2.28
56%
BTTS No
1.78
Clean Sheet
21%
4.67
44%
2.26
Win to Nil
4%
23.61
24%
4.14
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 9.5 | 14.6 | 11.3 | 5.8 | 2.2 | 0.7 |
| 1 | 7.7 | 11.9 | 9.2 | 4.7 | 1.8 | 0.6 |
| 2 | 3.1 | 4.8 | 3.7 | 1.9 | 0.7 | 0.2 |
| 3 | 0.9 | 1.3 | 1.0 | 0.5 | 0.2 | 0.1 |
| 4 | 0.2 | 0.3 | 0.2 | 0.1 | – | – |
| 5 | – | – | – | – | – | – |
Green = home win Β· Grey = draw Β· Amber = away win Β· White ring = most likely score
▶ Model Internals
❓ Frequently Asked Questions
What is the most likely scoreline for Northampton vs Derby?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 13.4%.
How many goals are Northampton and Derby expected to score?
The model projects 0.81 expected goals for Northampton and 1.54 for Derby, a combined total of 2.36.
How confident is the prediction model for Northampton vs Derby?
Reasonably confident — the model's leading outcome is rated at 55%, a clear lean rather than a toss-up.
📈 Form Insight
The Form Picture
Northampton's recent record stands at 37W 22D 26L from 85 games, a 1.56 PPG return, with D-L-D-L-L in the last five.
Derby, meanwhile, have gone 45W 19D 21L across 85 games — 1.81 PPG, with L-W-W-W-W in their last five.
There isn't much between them on recent form — 1.56 PPG for Northampton against 1.81 for Derby. Neither side arrives with a clear form advantage.
Home & Away Splits
At home specifically, Northampton have managed 20W 11D 11L from 42 games — 1.69 PPG in front of their own supporters.
Derby's away record stands at 20W 9D 13L across 42 trips, a 1.64 PPG haul.
Scoring & Defensive Trends
Northampton are averaging 1.32 goals scored and 1.20 conceded per game recently; Derby are on 1.60 scored and 0.94 conceded.
Defensively: Derby in 40% — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 85 Results — League One
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Northampton
Current Season
Derby
Current Season
❓ Frequently Asked Questions
What form are Northampton and Derby in coming into this match?
Northampton have gone 37W 22D 26L in their last 85 games (1.56 PPG), while Derby have gone 45W 19D 21L in their last 85 (1.81 PPG).
Which team has the better venue record — Northampton at home or Derby away?
Northampton's home record (1.69 PPG) is the stronger of the two venue-specific splits — Northampton at home: 1.69 PPG; Derby away: 1.64 PPG.
Have Northampton or Derby been keeping clean sheets recently?
Northampton have kept a clean sheet in 27% of their recent games, Derby in 40%.
⚔️ Rivalry Insight
History of the Fixture
On record, these two have faced off 2 times since October 2023 — enough meetings to establish some real patterns. Every recorded meeting has come in League One. It has been a while since the last meeting — 23 March 2024, some 1 year back — so squads and form on both sides may look very different now.
Last 2 Meetings
1
Northampton
0
Draws
1
Derby
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Northampton and Derby?
From 2 meetings on record, Northampton have won 1, Derby have won 1, and 0 have been drawn.
When did Northampton and Derby last play each other?
They last met on 23 March 2024, when Northampton 1-0 Derby.
📈 Trading Insight
How These Sides Start
Northampton are typically involved in an early goal — the half-time board shows at least one in 64% of their matches. They've gone in front at half-time 31% of the time. They've also shown some fight from behind, salvaging a draw or win after trailing at half-time in 12% of those situations.
Derby are typically involved in an early goal — the half-time board shows at least one in 64% of their matches. They've gone in front at half-time 38% of the time.
Goals & Clean Sheets
BTTS sits in mixed territory for this pairing — Northampton 55%, Derby 45% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 50% (Northampton) and 48% (Derby).
On the defensive side: Derby in 38%; Derby in 29%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Northampton home games / Derby away games. HT metrics require half-time score data β shown as β where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Northampton play Derby?
Not especially — both teams scoring has occurred in only 55% of Northampton's recent matches and 45% of Derby's, a rate that leans toward BTTS No.
Is Northampton vs Derby usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 50% of Northampton's recent games and 48% of Derby's, pointing to a tighter contest.
Do Northampton and Derby tend to score early?
Northampton have had a goal before half-time in 64% of their recent matches, Derby in 64% — a useful reference point for first-half goal markets.
Shock result as Northampton defy the odds to beat Derby 1-0.
📝 Match Report
How It Unfolded
Northampton beat Derby 1-0 at Sixfields Stadium, Regular Season - 40, in the League One. With the result on the board, the sections below measure it against everything the model and the numbers projected in advance.
The Model vs The Result
The Poisson model went into this projecting Northampton 0.81 xG and Derby 1.54 xG, a combined 2.36. The scoreboard read 1-0 for 1 actual goal. Derby landed 1.5 under their projected return. Those figures were built on strength ratings of Northampton attack 0.87 / defence 1.04 against Derby attack 1.24 / defence 0.70, drawn from 39/85 games (CurrentSeason).
On the result, the model split it Northampton 20% | Draw 26% | Derby 55%, with Derby to win its most likely call at 55%. Instead the game produced a Northampton win, an outcome the model had rated at just 20% — a clear break from expectation and a genuine upset by the numbers.
Goals & Markets
The model rated Over 2.5 goals at 42%. The game delivered 1, so it stayed under — a call the model got right. Over 1.5 had been 68% and missed. On both teams to score, the model sat at 44% and the match did not — another call in the model's favour. Historically the two sides average 50% Over 2.5 across their same-competition games (Northampton 49%, Derby 51%), a base rate that pointed the other way from today's under. Their combined BTTS history runs at 52%, which did not match the one-sided outcome.
Trading Patterns vs Reality
Northampton's trading profile (85 games, 42 home) set some clear expectations: BTTS lands in 55% of their matches — today it did not.
Derby's trading profile (85 games, 42 away) set some clear expectations: BTTS lands in 49% of their matches — today it did not; they keep a clean sheet 40% of the time, and conceded here.
Form vs Result
The form lines were close — Northampton 1.56 PPG, Derby 1.81 PPG — offering no strong steer, and the Northampton win broke the near-deadlock. Northampton (home/away splits) conceded 0 against a 0.98 average — tighter than their form line. Derby (home/away splits) managed 0 against a 1.45 scoring average — below par going forward.
Verdict
Grading the result against the stored data, 2 of 3 pre-match signals came in: result (miss), Over 2.5 (hit), BTTS (hit). The model got the gist right while missing on the margins.
💡 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.