Predictions / Football / England. League Two / Crewe vs Northampton

Prediction Audit: Crewe vs Northampton Prediction, Odds & AI Betting Tips

Crewe Crewe
Aug 22, 2026 - 14:00
1 1.64
0 1.66
xG Accuracy: 53%
Northampton Northampton

The model missed the final outcome (Crewe win 1–0).

The model had projected Northampton at 37.6%, but the full-time result went the other way.

Tracked markets vs full-time result

Prediction grade F

Each row compares the pre-match model lean to the full-time result.

  • Market Prediction Result Outcome
  • Over / Under 2.5 Over 2.5 Under 2.5 (1 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 Northampton Crewe ✖ Incorrect
  • Correct Score Insights 1-1, 1-2, 2-1, 2-2, 0-1 1-0 ✖ Incorrect

Model vs Closing Market

Moderate Disagreement

The model rates Northampton considerably stronger than the closing betting market.

Largest probability gap: Northampton +9.5 pp

Outcome Model Closing Market Difference Signal
Crewe 36.8% 44.0% -7.2 pp Market Higher
Draw 25.6% 28.0% -2.4 pp Aligned
Northampton 37.6% 28.1% +9.5 pp Model Higher

The statistical model estimates Northampton's win probability at 37.6%, compared with the closing market's implied probability of 28.1%, a difference of 9.5 percentage points. This highlights a substantial disagreement between the model's assessment and the market consensus, rather than indicating which view is ultimately correct.

Model probabilities are generated from the statistical xG model using a Poisson distribution. Closing market probabilities are derived from consensus closing 1X2 odds after margin removal. Values represent implied probabilities rather than betting recommendations. Closing snapshot: PRE10.

After full time, the result was Crewe win 1–0.

Market Assessment

The fair estimate shows a modest edge over current market pricing on Northampton.

  • Monitor line movement before kickoff — not a betting recommendation.

Post Match Insights

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No
  • Over / Under 2.5: model leaned Over 2.5; match finished Under 2.5 (1 goals)

Market lesson

The closing market differed from the model on Northampton by 9.5 percentage points (28.1% vs model 37.6%) — in this case the market view proved closer.

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Prediction Timeline

How this prediction moved from forecast to full-time review.

  1. Aug 22, 2026 · 14:00 UTC Forecast generated
    • Model 1X2 · Crewe 36.8% · Draw 25.6% · Northampton 37.6%
    • xG · Crewe 1.64 — Northampton 1.66
  2. Aug 22, 2026 · 13:38 UTC Opening odds snapshot PRE30
    • 1X2 odds · Crewe 2.17 · Draw 3.41 · Northampton 3.40
    • Implied 1X2 · Crewe 44.0% · Draw 28.0% · Northampton 28.1%
    • Bookmaker · Pinnacle
  3. Aug 22, 2026 · 14:00 UTC Closing snapshot recorded PRE10
    • 1X2 odds · Crewe 2.17 · Draw 3.41 · Northampton 3.40
    • Implied 1X2 · Crewe 44.0% · Draw 28.0% · Northampton 28.1%
    • Bookmaker · Pinnacle
  4. Aug 22, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result Crewe win · 1–0
  6. FT Prediction missed 1X2 lean did not match full-time result
  7. Archived Prediction review

Historical Snapshot

Frozen at kickoff — the model output as it stood before the match started.

Historical verdict: Monitor
Historical Decision Monitor
Outcome Missed
Pre-match metrics (historical context)
Prediction Reliability 74/100 · High
  • Validation: Pass
Evidence ★★★★★
  • Statistical edge detected
  • Direction agrees with model lean
  • Validation passed
Pricing proximity (inverse gap) 18/100
Monitoring Confidence 33/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 16, 2026 · 01:56 UTC Snapshot ID: dp-4225560

Closing Odds 3.4
AI Fair Odds —
CLV Pending
Final Result Crewe win · Crewe 1–0 Northampton
Prediction ✖ Missed
Decision Grade F

Model Performance

This prediction contributes to:

  • Primary Bets ROI (180d): -100.0%

Review FAQ

How accurate was the prediction?
This page grades directional markets (1X2, Over/Under 2.5, BTTS) against the full-time result. The prediction grade reflects how many of those tracked markets matched reality.
What does xG Accuracy measure?
xG Accuracy compares the model's pre-match expected-goals profile to the actual scoreline — not whether every market hit. A strong directional review can coexist with a moderate xG accuracy score.
Why wasn't the exact score predicted?
Correct-score outcomes are low-probability tails even when the model reads the match profile well. We highlight top score bins for context; missing the exact line does not invalidate a directional review.
Does this improve the AI record?
Each finished match is logged in our validation pipeline. Aggregated hit rates and CLV studies are published separately — this page is the per-match audit trail.

Predictions are for informational purposes only. Always gamble responsibly and within your limits. Past performance does not guarantee future results.

AI match briefing

AI Match Summary

Below is a compact, numbers-first snapshot aligned with the same engine as the cards above.

  • League: League Two
  • Fixture: Crewe vs Northampton
  • Kickoff: 2026-08-22 14:00:00
  • 1X2 (model): Home 36.8% · Draw 25.6% · Away 37.6%
  • xG (showing): Crewe 1.64 — Northampton 1.66 (total xG ≈ 3.3)
  • Value headline: At least one tracked line reaches the headline EV threshold — align with the hero / Primary card if shown.
  • Structural leans (not bets): Structural lean (model): O/U 2.5 Over 2.5 (Under 2.5 35.9% · Over 2.5 64.1%); BTTS Yes (Yes 66.6% · No 33.4%) Value lean (pricing): O/U 2.5 Over 2.5; BTTS Yes
  • BTTS (model): Yes 66.6% · No 33.4%
  • Correct score (top bin): 1-1 (10.0%)

When book depth is thin or odds are missing, EV may be unavailable even though the model still prefers one side on totals or BTTS — wait for cleaner prices or skip.

If lines move materially, re-run generation or refresh — implied probabilities and any future EV readouts will change first.

Historical Recommendation

Historical Decision: Monitor

Outcome: Missed — Pre-match 1X2 lean did not match the full-time result.

Risk Factors Considered Before Kickoff

  • Price movement: implied probabilities and EV move with odds.
  • Sample / data gaps: low-information leagues widen forecast bands.
  • In-play state: goals and red cards are not modelled here.
  • Scoreline variance: the most likely scoreline is still usually a low absolute probability outcome (often well below 20%).

Last Updated

September 28, 2026 (UTC)

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League Two League Two — Standings
# TEAM MP W D L PTS
1 Barnet 7 4 3 0 15
2 Walsall 7 3 4 0 13
3 Grimsby 7 3 4 0 13
4 Gillingham 7 3 3 1 12
5 Cheltenham 7 3 3 1 12
6 Bristol Rovers 7 4 0 3 12
7 York 7 3 2 2 11
8 Chesterfield 7 3 2 2 11
9 Crewe 7 2 5 0 11
10 Tranmere 7 2 4 1 10
11 Fleetwood Town 7 2 4 1 10
12 Salford City 7 3 1 3 10
13 Swindon Town 7 3 1 3 10
14 Rotherham 7 2 3 2 9
15 Colchester 7 2 3 2 9
16 Oldham 7 2 1 4 7
17 Rochdale 7 2 1 4 7
18 Shrewsbury 7 2 1 4 7
19 Newport County 7 1 3 3 6
20 Exeter City 7 1 3 3 6
21 Accrington ST 7 1 3 3 6
22 Northampton 7 1 3 3 6
23 Port Vale 7 1 2 4 5
24 Crawley Town 7 1 1 5 4
# TEAM MP GS GC +/- PTS
1 Barnet 7 17 10 +7 15
2 Cheltenham 7 14 11 +3 12
3 York 7 13 10 +3 11
4 Bristol Rovers 7 12 11 +1 12
5 Grimsby 7 11 6 +5 13
6 Gillingham 7 11 6 +5 12
7 Walsall 7 10 4 +6 13
8 Chesterfield 7 10 8 +2 11
9 Rotherham 7 10 10 0 9
10 Newport County 7 10 11 -1 6
11 Accrington ST 7 10 13 -3 6
12 Tranmere 7 9 7 +2 10
13 Fleetwood Town 7 8 7 +1 10
14 Salford City 7 8 9 -1 10
15 Oldham 7 8 9 -1 7
16 Colchester 7 8 10 -2 9
17 Swindon Town 7 8 11 -3 10
18 Crewe 7 7 5 +2 11
19 Rochdale 7 7 10 -3 7
20 Crawley Town 7 6 13 -7 4
21 Shrewsbury 7 5 11 -6 7
22 Exeter City 7 4 5 -1 6
23 Northampton 7 3 6 -3 6
24 Port Vale 7 3 9 -6 5
# TEAM MP xG xGC +/- PTS
1 Accrington ST 7 3.0 0.5 +2.5 6
2 Walsall 7 3.5 1.8 +1.7 13
3 Rotherham 7 2.2 0.7 +1.5 9
4 Northampton 7 1.6 0.3 +1.3 6
5 Barnet 7 2.8 1.8 +1.0 15
6 Shrewsbury 7 2.1 1.2 +0.9 7
7 Crewe 7 1.7 0.8 +0.9 11
8 Grimsby 7 1.9 1.1 +0.8 13
9 Oldham 7 1.5 0.9 +0.6 7
10 Bristol Rovers 7 2.0 1.6 +0.4 12
11 Fleetwood Town 7 1.9 1.5 +0.4 10
12 York 7 1.6 2.0 -0.4 11
13 Chesterfield 7 1.5 1.9 -0.4 11
14 Port Vale 7 0.9 1.5 -0.6 5
15 Exeter City 7 1.1 1.9 -0.8 6
16 Tranmere 7 1.2 2.1 -0.9 10
17 Crawley Town 7 0.8 1.7 -0.9 4
18 Salford City 7 1.8 2.8 -1.0 10
19 Swindon Town 7 0.3 1.6 -1.3 10
20 Cheltenham 7 0.7 2.2 -1.5 12
21 Gillingham 7 1.8 3.5 -1.7 12
22 Colchester 7 0.5 3.0 -2.5 9
23 Rochdale 7 — — — 7
24 Newport County 7 — — — 6
League Two England. League Two Predictions