Walsall 0-1 Northampton – Result & Analysis
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Poisson rates Northampton at 39% — current form provides partial corroboration, though signals are mixed in this Walsall vs Northampton encounter.
✍️ Match Preview
Fixture Analysis
It is a League Two clash, Regular Season - 30 as Walsall welcome Northampton to Banks's Stadium. Kick-off is set for Saturday 5 February 2022 at 15:00 UTC.
Recent Form
Across all League Two games this season, Walsall have gone 2W 2D 6L from 10 outings — a 0.80 PPG return. Last five: L L L L L. They are averaging 1.00 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. This season is still relatively young for Walsall, so this record blends games from this season and last.
Walsall at Banks's Stadium this season: 2W 4D 4L from 10 home games — 1.00 PPG on home soil. At home they are averaging 1.40 goals scored and 1.60 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.
Northampton — All Games: 5W 2D 3L from 10 League Two fixtures this season — 1.70 PPG. Last five: L D D W L. Their scoring rate of 1.10 per game is modest, conceding 1.10 — 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 away from home this season: 4W 3D 3L from 10 away games — 1.50 PPG on the road. Away from home they average 1.40 goals scored and 1.40 conceded per game. Both teams have scored in 70% of their away matches — a high BTTS rate on the road that directly informs this fixture.
Form points away from home here. Northampton's 1.70 PPG return is 0.90 points per game ahead of Walsall's 0.80 — the visitors are the form-based selection, and Double Chance is an alternative worth pricing if the outright looks tight.
Both teams score in over 70% of each side's relevant games (using home/away splits). At that combined rate, BTTS Yes is as well-evidenced as it gets — the data strongly backs two-way scoring.
In-Play Profile
Walsall in-play tendencies (27 games, 13 at home): they score before half-time in 85% of fixtures in home games; when goalless at HT, a second-half goal follows 75% of the time; BTTS occurs in 69% of their matches (home games); Over 2.5 goals lands in 62% of games (home games).
Northampton in-play tendencies (27 games, 13 at away): they score before half-time in 54% of fixtures in away games; when goalless at HT, a second-half goal follows 80% of the time; two or more arrive in the second half on 60% of those occasions; BTTS occurs in 54% of their matches (away games); Over 2.5 goals lands in 46% of games (away games); they keep a clean sheet 44% of the time.
BTTS rates are mixed from the trading data — Walsall 56% versus Northampton 41%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Walsall 48% | Northampton 37%).
Poisson Model
The Poisson distribution model projects Walsall 1.27 xG and Northampton 1.48 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: Walsall attack 1.024 / defence 1.445 | Northampton attack 0.923 / defence 1.216. League average goals — home 1.022 / away 1.105. Northampton bring a strong defensive rating of 1.216 — this is suppressing Walsall's projected output below what their attack strength alone would suggest. Data: 27 Walsall games / 27 Northampton games used (CurrentSeason).
Result probabilities: Walsall 30% | Draw 31% | Northampton 39%. Fair-value odds: Walsall 3.33 | Draw 3.23 | Northampton 2.56. This is a low-confidence result — no outcome exceeds 45%. The draw at 31% is a primary outcome, not an afterthought.
Goals markets: Over 2.5 probability 52% | BTTS probability 58% | Total xG 2.75. Over/Under 2.5 is close to a coin-flip at 52%/48% — the total xG of 2.75 sits near the 2.5 margin; this is a low-edge market from a Poisson standpoint. BTTS probability of 58% is moderate — neither team is projected to score with enough certainty to make Yes a clear standalone call.
Analysis Verdict
On the Poisson output, Northampton are the pick at 39% — marginal model lean. Current-season form corroborates the Poisson lean — partial multi-source support. With a 31% draw probability, Draw No Bet on Northampton offers a more defensible entry point than the straight win. The opposing side holds a 30% win probability per the model — this is not a banker and should be staked accordingly.
Poisson projects 2.75 total expected goals, pointing to Over 2.5 at 52% probability — reasonable conviction, supported by form averaging 2.9 goals per game.
The Poisson model's BTTS call is Yes at 58%. Form rates corroborate: Walsall 70% | Northampton 70% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Walsall vs Northampton | Competition: League Two, Regular Season - 30 | Venue: Banks's Stadium • Kick-off: Saturday 5 Feb 2022, 15:00 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Walsall 30% | Draw 31% | Northampton 39% • Poisson goal markets: Over 2.5 52% | BTTS 58% | xG Walsall 1.27 / Northampton 1.48 • Poisson strength factors: Walsall attack 1.024 / def 1.445 | Northampton attack 0.923 / def 1.216 | league avg home 1.022 / away 1.105 • Poisson stance: Northampton (39%) — low confidence — close contest
🧮 Prediction Model
1.27
Walsall xG
Expected Goals
1.48
Northampton xG
58%
BTTS
79%
Over 1.5
52%
Over 2.5
30%
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 Walsall vs Northampton kick off?
Walsall vs Northampton kicked off at 15:00 on Saturday 5 February 2022 at Banks's Stadium.
What was the final score in Walsall vs Northampton?
Walsall 0 - 1 Northampton.
Where is Walsall vs Northampton being played?
The match is being played at Banks's Stadium.
What competition is Walsall vs Northampton part of?
Walsall vs Northampton is a Regular Season - 30 fixture in the League Two (England).
Who is favourite to win Walsall vs Northampton?
Our statistical model gives Walsall a 30% chance of winning, Northampton a 39% chance, and a 31% chance of a draw — making Northampton the favourite.
Will both teams score in Walsall vs Northampton?
Our model estimates a 58% probability that both Walsall and Northampton will score (BTTS).
Will Walsall vs Northampton have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 52%.
What is the head-to-head record between Walsall and Northampton?
No recorded head-to-head meetings available in the dataset.
What form are Walsall and Northampton in?
Walsall (all comps): 2W-2D-6L in 10 | 0.80 PPG | GF 1.00 / GA 1.50 | L5 L-L-L-L-L. Northampton (all comps): 5W-2D-3L in 10 | 1.70 PPG | GF 1.10 / GA 1.10 | L5 L-D-D-W-L.
🧮 Model Insight
How the Model Works This Match
Walsall's attacking strength (1.02x league average) is weighed against Northampton's defensive record (1.22x) to produce a home expected-goals figure of 1.27. The same calculation in reverse, Northampton's attack versus Walsall's defence, projects 1.48 expected goals for the visitors.
These ratings are built from 27/27 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 13.6%. Close behind: 1-2 (8.9%), 0-0 (8.0%). Those top three scorelines alone account for 30% of the model's total probability mass — a relatively concentrated, predictable distribution for this fixture.
Most Likely Outcome
Northampton Win
30%
3.35
31%
3.22
39%
2.56
Top 3 Most Likely Scorelines
1 – 1
12.0%
Draw
Most likely
0 – 1
9.4%
Away win
1 – 2
8.9%
Away win
Expected Goals & Win Odds
1.27
Walsall xG
Total xG
2.75
1.48
Northampton xG
3.35
30%
Home win
3.22
31%
Draw
2.56
39%
Away win
Goals Markets
76%
Over 1.5
1.32
24%
Under 1.5
4.17
52%
Over 2.5
1.92
48%
Under 2.5
2.08
30%
Over 3.5
3.33
70%
Under 3.5
1.43
14%
Over 4.5
7.14
86%
Under 4.5
1.16
Match Markets
Both Teams to Score
58%
BTTS Yes
1.71
42%
BTTS No
2.40
Clean Sheet
23%
4.37
28%
3.57
Win to Nil
7%
14.64
11%
9.14
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 6.4 | 9.4 | 7.0 | 3.4 | 1.3 | 0.4 |
| 1 | 8.2 | 12.0 | 8.9 | 4.4 | 1.6 | 0.5 |
| 2 | 5.2 | 7.7 | 5.6 | 2.8 | 1.0 | 0.3 |
| 3 | 2.2 | 3.2 | 2.4 | 1.2 | 0.4 | 0.1 |
| 4 | 0.7 | 1.0 | 0.8 | 0.4 | 0.1 | – |
| 5 | 0.2 | 0.3 | 0.2 | 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 Walsall vs Northampton?
Our Poisson model rates 1-1 as the single most likely exact scoreline, at 13.6%.
How many goals are Walsall and Northampton expected to score?
The model projects 1.27 expected goals for Walsall and 1.48 for Northampton, a combined total of 2.75.
How confident is the prediction model for Walsall vs Northampton?
Not very — the model's leading outcome sits at just 39%, meaning this is rated as a genuinely open contest with no dominant favourite.
📈 Form Insight
Form at a Glance
Across their last 27 outings, Walsall have picked up 1.07 PPG on a 7W 8D 12L record — L-L-L-L-L across the most recent five. The sample for Walsall is still a mix of this season and last, given how young the current campaign is.
Northampton's form line: 13W 6D 8L from 27 games, 1.67 PPG, last five L-D-D-W-L. The sample for Northampton is still a mix of this season and last, given how young the current campaign is.
Put side by side, Northampton are the form team by 0.60 points per game — a gap wide enough to matter, though form alone rarely tells the whole story against Walsall.
Venue Form
On home soil, Walsall have posted 1.31 PPG from 13 outings (4W 5D 4L).
On the road, Northampton have gone 5W 4D 4L from 13 away games — 1.46 PPG when travelling.
Goals in Recent Form
Walsall are averaging 1.11 goals scored and 1.37 conceded per game recently; Northampton are on 1.22 scored and 0.93 conceded.
Defensively: Northampton in 44% — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 27 Results — League Two
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Walsall
Blended
Northampton
Blended
❓ Frequently Asked Questions
What form are Walsall and Northampton in coming into this match?
Walsall have gone 7W 8D 12L in their last 27 games (1.07 PPG), while Northampton have gone 13W 6D 8L in their last 27 (1.67 PPG).
Which team has the better venue record — Walsall at home or Northampton away?
Northampton's away record (1.46 PPG) is the stronger of the two venue-specific splits — Walsall at home: 1.31 PPG; Northampton away: 1.46 PPG.
Have Walsall or Northampton been keeping clean sheets recently?
Walsall have kept a clean sheet in 22% of their recent games, Northampton in 44%.
⚔️ Rivalry Insight
Fixture History
4 meetings separate these sides on the data we hold, the series stretching back to February 2022. Every recorded meeting has come in League Two. It has been a while since the last meeting — 4 February 2023, some 1 year back — so squads and form on both sides may look very different now.
Streaks & Records
Walsall's record when hosting Northampton specifically: 1W 0D 1L from 2 games — a narrower, venue-specific slice of the head-to-head picture.
Last 4 Meetings
1
Walsall
2
Draws
1
Northampton
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Walsall and Northampton?
From 4 meetings on record, Walsall have won 1, Northampton have won 1, and 2 have been drawn.
When did Walsall and Northampton last play each other?
They last met on 4 February 2023, when Northampton 0-0 Walsall.
📈 Trading Insight
First-Half Patterns
Walsall are typically involved in an early goal — the half-time board shows at least one in 85% of their matches. They've gone in front at half-time 38% of the time.
Northampton see a goal before the break in 54% of their matches. They've gone in front at half-time 31% of the time.
Full-Time Trends
BTTS sits in mixed territory for this pairing — Walsall 69%, 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 — 62% (Walsall) and 46% (Northampton).
On the defensive side: Northampton in 38%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Walsall 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 Walsall play Northampton?
Yes — based on recent matches, both teams have scored in 69% of Walsall's games and 54% of Northampton's, a combined rate that favours BTTS Yes.
Is Walsall vs Northampton usually a high-scoring fixture?
Not particularly — Over 2.5 goals has come in for only 62% of Walsall's recent games and 46% of Northampton's, pointing to a tighter contest.
Do Walsall and Northampton tend to score early?
Walsall have had a goal before half-time in 85% of their recent matches, Northampton in 54% — a useful reference point for first-half goal markets.
Prediction vindicated as Northampton edge out Walsall 0-1.
📝 Match Report
How It Unfolded
Northampton beat Walsall 0-1 at Banks's Stadium, Regular Season - 30, in the League Two. 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 Walsall 1.27 xG and Northampton 1.48 xG, a combined 2.75. The scoreboard read 0-1 for 1 actual goal. Walsall fell 1.3 short of their projected output. Those figures were built on strength ratings of Walsall attack 1.02 / defence 1.45 against Northampton attack 0.92 / defence 1.22, drawn from 27/27 games (CurrentSeason).
On the result, the model split it Walsall 30% | Draw 31% | Northampton 39%, with Northampton to win its most likely call at 39%. The scoreboard confirmed the model's leading pick.
Goals & Markets
The model rated Over 2.5 goals at 52%. The game delivered 1, so it stayed under — a miss for the goals model. Over 1.5 had been 79% and missed. On both teams to score, the model sat at 58% and the match did not — a miss on BTTS. Historically the two sides average 43% Over 2.5 across their same-competition games (Walsall 48%, Northampton 37%), a base rate that agreed with today's under. Their combined BTTS history runs at 48%, which matched the one-sided outcome.
Trading Patterns vs Reality
Walsall's trading profile (27 games, 13 home) set some clear expectations: BTTS lands in 56% of their matches — today it did not; they fail to score in 30% of games, a blank that repeated today.
Northampton's trading profile (27 games, 13 away) set some clear expectations: BTTS lands in 41% of their matches — today it did not; they keep a clean sheet 44% of the time, and duly kept one.
Form vs Result
On form, Northampton arrived the stronger side — 1.67 PPG against 1.07. The form guide was vindicated by the result. Walsall (home/away splits) managed 0 against a 1.46 scoring average — below par going forward. Northampton (home/away splits) conceded 0 against a 1.15 average — tighter than their form line.
Verdict
Grading the result against the stored data, 2 of 4 pre-match signals came in: result (hit), Over 2.5 (miss), BTTS (miss), form (hit). A mixed scorecard — the data caught the broad shape of the game but not every market.
💡 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.