Predictions / Football / England. National League / Carlisle vs Scunthorpe

Prediction Audit: Carlisle vs Scunthorpe Prediction, Odds & AI Betting Tips

Carlisle Carlisle
Aug 31, 2026 - 14:00
4 1.41
2 1.19
xG Accuracy: 39%
Scunthorpe Scunthorpe

AI correctly predicted the Carlisle win.

The match finished 4–2, validating the model's directional assessment.

Tracked markets vs full-time result

Prediction grade B-

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

  • Market Prediction Result Outcome
  • Over / Under 2.5 Under 2.5 Over 2.5 (6 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes Yes ✔ Correct
  • 1X2 Carlisle Carlisle ✔ Correct
  • Correct Score Insights 1-1, 1-0, 0-1, 2-1, 0-0 4-2 ✖ Incorrect

Post Match Insights

What worked

  • Expected goals projected a high-scoring match (ΣxG 2.60) — 6 goals materialised
  • Both Teams To Score (Yes) matched the full-time result

What failed

  • Over / Under 2.5: model leaned Under 2.5; match finished Over 2.5 (6 goals)
  • Exact score: outside the model's top score bins

Market lesson

The model's directional lean matched the full-time result (Carlisle win 4–2).

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Prediction Timeline

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

  1. Aug 31, 2026 · 13:50 UTC Forecast generated
    • xG · Carlisle 1.41 — Scunthorpe 1.19
  2. Aug 31, 2026 · 14:00 UTC Kickoff
  3. FT Full-time result Carlisle win · 4–2
  4. FT Prediction validated Directional lean matched full-time result
  5. Archived Prediction review

Historical Snapshot

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

Historical verdict: Observe
Historical Decision No Primary Bet
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 57/100 · Moderate
  • Validation: Pending
Evidence ★★★★★
  • No strong statistical edge
  • Market has already priced much of the edge
  • Validation pending
Market Compatibility 100/100
Betting Confidence 59/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 25, 2026 · 02:36 UTC Snapshot ID: dp-5399596

Closing Odds Pending
AI Fair Odds —
CLV Pending
Final Result Carlisle win · Carlisle 4–2 Scunthorpe
Prediction ✔ Correct
Decision Grade B-

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

Quick read on how the model reads this matchup.

  • League: National League
  • Fixture: Carlisle vs Scunthorpe
  • Kickoff: 2026-08-31 14:00:00
  • 1X2 (model): Home 40.5% · Draw 29.4% · Away 30.1%
  • xG (showing): Carlisle 1.41 — Scunthorpe 1.19 (total xG ≈ 2.6)
  • 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 Under 2.5 (Under 2.5 51.8% · Over 2.5 48.2%); BTTS Yes (Yes 54.2% · No 45.8%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes
  • BTTS (model): Yes 54.2% · No 45.8%
  • Correct score (top bin): 1-1 (12.5%)

The decision block shows no default Primary: Primary needs consensus EV ≥ +5.0% plus strength/reliability/calibration gates. A separate Lean/tracked gate is +2.0% (selective only). Lean labels are directional only — not bankroll-sized recommendations.

Prefer skipping to over-staking when the engine is honest about missing edge.

Historical Recommendation

Historical Decision: No Primary Bet

Outcome: Validated — Pre-match lean validated against 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

October 13, 2026 (UTC)

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National League National League — Standings
# TEAM MP W D L PTS
1 Boreham Wood 12 10 2 0 32
2 Harrogate Town 12 8 1 3 25
3 Southend 12 7 3 2 24
4 Yeovil Town 12 6 4 2 22
5 Worthing 12 6 3 3 21
6 Altrincham 12 7 0 5 21
7 AFC Fylde 12 6 2 4 20
8 Kidderminster Harriers 12 5 4 3 19
9 Barrow 12 5 3 4 18
10 Aldershot Town 12 5 3 4 18
11 Sutton Utd 12 5 3 4 18
12 AFC Hornchurch 12 6 0 6 18
13 FC Halifax Town 12 5 2 5 17
14 Carlisle 12 4 4 4 16
15 Woking 12 4 3 5 15
16 Forest Green 11 4 3 4 15
17 Eastleigh 12 4 3 5 15
18 Tamworth 12 4 2 6 14
19 Wealdstone 12 3 3 6 12
20 Boston United 12 3 3 6 12
21 Scunthorpe 11 3 1 7 10
22 Hartlepool 12 3 0 9 9
23 Solihull Moors 12 2 1 9 7
24 Gateshead 12 1 1 10 4
# TEAM MP GS GC +/- PTS
1 Boreham Wood 12 32 13 +19 32
2 Southend 12 29 18 +11 24
3 Harrogate Town 12 28 17 +11 25
4 Yeovil Town 12 26 15 +11 22
5 Carlisle 12 23 20 +3 16
6 Worthing 12 22 18 +4 21
7 AFC Fylde 12 22 18 +4 20
8 Barrow 12 20 15 +5 18
9 Woking 12 20 19 +1 15
10 Tamworth 12 20 28 -8 14
11 FC Halifax Town 12 18 14 +4 17
12 Aldershot Town 12 17 13 +4 18
13 Altrincham 12 17 18 -1 21
14 Forest Green 11 17 18 -1 15
15 Wealdstone 12 17 18 -1 12
16 Kidderminster Harriers 12 15 12 +3 19
17 Scunthorpe 11 15 19 -4 10
18 Sutton Utd 12 14 16 -2 18
19 Eastleigh 12 14 18 -4 15
20 Boston United 12 14 21 -7 12
21 AFC Hornchurch 12 13 19 -6 18
22 Solihull Moors 12 13 30 -17 7
23 Hartlepool 12 8 17 -9 9
24 Gateshead 12 7 27 -20 4