Predictions / Football / Northern-Ireland. Premiership / Dungannon Swifts vs Bangor

Prediction Audit: Dungannon Swifts vs Bangor Prediction, Odds & AI Betting Tips

Aug 22, 2026 - 14:00
2 1.36
0 1.24
xG Accuracy: 60%

AI correctly predicted the Dungannon Swifts win.

The match finished 2–0, 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 Under 2.5 (2 goals) ✔ Correct
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 Dungannon Swifts Dungannon Swifts ✔ Correct
  • Correct Score Insights 1-1, 1-0, 0-1, 2-1, 1-2 2-0 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Dungannon Swifts higher than the statistical model.

Largest probability gap: Dungannon Swifts -18.1 pp

Outcome Model Closing Market Difference Signal
Dungannon Swifts 38.0% 56.1% -18.1 pp Market Higher
Draw 29.6% 23.4% +6.2 pp Model Higher
Bangor 32.4% 20.5% +11.9 pp Model Edge

The closing market estimates Dungannon Swifts's win probability at 56.1%, compared with the model's estimate of 38.0%, a difference of 18.1 percentage points. This highlights a disagreement between the model and market consensus, without 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 model's directional lean matched the result (Dungannon Swifts win 2–0).

Market Assessment

The market is materially more optimistic about Dungannon Swifts than the current fair estimate.

  • Investors may be incorporating information not fully reflected in the baseline model.
  • Tournament-specific context can shift market pricing.

Post Match Insights

What worked

  • Under 2.5 goals aligned with the xG profile

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No
  • Exact score: outside the model's top score bins

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Dungannon Swifts higher (56.1% vs model 38.0%, 18.1 pp), but the model's lean was validated (Dungannon Swifts win 2–0).

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Prediction Timeline

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

  1. Aug 22, 2026 · 13:58 UTC Forecast generated
    • Model 1X2 · Dungannon Swifts 38.0% · Draw 29.6% · Bangor 32.4%
    • xG · Dungannon Swifts 1.36 — Bangor 1.24
  2. Aug 22, 2026 · 13:36 UTC Opening odds snapshot PRE30
    • 1X2 odds · Dungannon Swifts 1.69 · Draw 4.06 · Bangor 4.62
    • Implied 1X2 · Dungannon Swifts 56.1% · Draw 23.4% · Bangor 20.5%
    • Bookmaker · Pinnacle
  3. Aug 22, 2026 · 13:58 UTC Closing snapshot recorded PRE10
    • 1X2 odds · Dungannon Swifts 1.69 · Draw 4.06 · Bangor 4.62
    • Implied 1X2 · Dungannon Swifts 56.1% · Draw 23.4% · Bangor 20.5%
    • Bookmaker · Pinnacle
  4. Aug 22, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result Dungannon Swifts win · 2–0
  6. FT Prediction validated Directional lean matched 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 Validated
Pre-match metrics (historical context)
Prediction Reliability 54/100 · Moderate
  • Validation: Warning
  • Large market gap (18 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Pricing remains divergent
  • Validation warning
Pricing proximity (inverse gap) 9/100
Betting Confidence 43/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 16, 2026 · 01:55 UTC Snapshot ID: dp-4225264

Closing Odds 1.69
AI Fair Odds —
CLV Pending
Final Result Dungannon Swifts win · Dungannon Swifts 2–0 Bangor
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

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

  • League: Premiership
  • Fixture: Dungannon Swifts vs Bangor
  • Kickoff: 2026-08-22 14:00:00
  • 1X2 (model): Home 38.0% · Draw 29.6% · Away 32.4%
  • xG (showing): Dungannon Swifts 1.36 — Bangor 1.24 (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 54.4% · No 45.6%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes
  • BTTS (model): Yes 54.4% · No 45.6%
  • Correct score (top bin): 1-1 (12.5%)

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.

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

Historical Recommendation

Historical Decision: Monitor

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 01, 2026 (UTC)

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Premiership Premiership — Standings
# TEAM MP W D L PTS
1 Coleraine FC 9 7 1 1 22
2 Linfield 9 7 1 1 22
3 Larne 6 5 1 0 16
4 Dungannon Swifts 8 4 1 3 13
5 Cliftonville FC 8 4 0 4 12
6 Crusaders FC 8 4 0 4 12
7 Glentoran 8 3 1 4 10
8 Carrick Rangers 8 3 1 4 10
9 Ballymena United 7 1 3 3 6
10 Limavady United 7 2 0 5 6
11 Bangor 8 1 2 5 5
12 Portadown 8 0 1 7 1
# TEAM MP GS GC +/- PTS
1 Coleraine FC 9 19 8 +11 22
2 Crusaders FC 8 13 13 0 12
3 Larne 6 12 3 +9 16
4 Linfield 9 12 6 +6 22
5 Cliftonville FC 8 12 10 +2 12
6 Glentoran 8 11 10 +1 10
7 Carrick Rangers 8 11 13 -2 10
8 Ballymena United 7 10 11 -1 6
9 Dungannon Swifts 8 9 8 +1 13
10 Bangor 8 7 17 -10 5
11 Limavady United 7 6 11 -5 6
12 Portadown 8 5 17 -12 1