Predictions / Football / World. UEFA U21 Championship - Qualification / Republic of Ireland U21 vs Kazakhstan U21

Prediction Audit: Republic of Ireland U21 vs Kazakhstan U21 Prediction, Odds & AI Betting Tips

Sep 29, 2026 - 18:00
4 1.43
3 1.17
xG Accuracy: 30%

AI correctly predicted the Republic of Ireland U21 win.

The match finished 4–3, 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 (7 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes Yes ✔ Correct
  • 1X2 Republic of Ireland U21 Republic of Ireland U21 ✔ Correct
  • Correct Score Insights 1-1, 1-0, 2-1, 0-1, 2-0 4-3 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Republic of Ireland U21 higher than the statistical model.

Largest probability gap: Republic of Ireland U21 -35.8 pp

Outcome Model Closing Market Difference Signal
Republic of Ireland U21 41.4% 77.2% -35.8 pp Market Higher
Draw 29.4% 14.6% +14.7 pp Model Edge
Kazakhstan U21 29.2% 8.2% +21.1 pp Model Edge

The closing market estimates Republic of Ireland U21's win probability at 77.2%, compared with the model's estimate of 41.4%, a difference of 35.8 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: PRE1.

After full time, the model's directional lean matched the result (Republic of Ireland U21 win 4–3).

Post Match Insights

What worked

  • Expected goals projected a high-scoring match (ΣxG 2.60) — 7 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 (7 goals)
  • 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 Republic of Ireland U21 higher (77.2% vs model 41.4%, 35.8 pp), but the model's lean was validated (Republic of Ireland U21 win 4–3).

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Prediction Timeline

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

  1. Sep 29, 2026 · 17:59 UTC Forecast generated
    • Model 1X2 · Republic of Ireland U21 41.4% · Draw 29.4% · Kazakhstan U21 29.3%
    • xG · Republic of Ireland U21 1.43 — Kazakhstan U21 1.17
  2. Sep 29, 2026 · 17:29 UTC Opening odds snapshot PRE30
    • 1X2 odds · Republic of Ireland U21 1.22 · Draw 6.44 · Kazakhstan U21 11.50
    • Implied 1X2 · Republic of Ireland U21 77.2% · Draw 14.6% · Kazakhstan U21 8.2%
    • Bookmaker · Pinnacle
  3. Sep 29, 2026 · 17:59 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Republic of Ireland U21 1.22 · Draw 6.44 · Kazakhstan U21 11.50
    • Implied 1X2 · Republic of Ireland U21 77.2% · Draw 14.6% · Kazakhstan U21 8.2%
    • Bookmaker · Pinnacle
  4. Sep 29, 2026 · 18:00 UTC Kickoff
  5. FT Full-time result Republic of Ireland U21 win · 4–3
  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: Cautious / Wait

Historical label: Originally displayed as "Wait for validation".

Historical Decision Wait
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 31/100 · Low
  • Validation: Fail
  • Large market gap (36 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market strongly disagrees on price
  • Validation failed
Pricing proximity (inverse gap) 0/100
Monitoring Confidence 9/100

Validation Report

Immutable Snapshot

Prediction Time: Sep 23, 2026 · 02:09 UTC Snapshot ID: dp-10420093

Closing Odds 1.22
AI Fair Odds —
CLV Pending
Final Result Republic of Ireland U21 win · Republic of Ireland U21 4–3 Kazakhstan U21
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

Model favours Republic of Ireland U21; market prices Republic of Ireland U21 instead — inputs may be missing or stale.

  • Model: Republic of Ireland U21 1.43 xG vs Kazakhstan U21 1.17 → Republic of Ireland U21 41.4%
  • Market: Republic of Ireland U21 ~77.2% implied
  • Validation failed — do not treat 1X2 EV as actionable.

Do not act on 1X2 value until validation passes. Structural leans (O/U, BTTS) need separate odds review.

Structural lean (model): O/U 2.5 Under 2.5 (Under 2.5 51.8% · Over 2.5 48.2%); BTTS Yes (Yes 54.1% · No 45.9%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes

Historical Recommendation

Historical Decision: Wait

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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UEFA U21 Championship - Qualification UEFA U21 Championship - Qualification — Standings
# TEAM MP W D L PTS
1 Finland U21 9 7 1 1 22
2 Spain U21 8 7 0 1 21
3 Romania U21 9 5 1 3 16
4 Kosovo U21 9 4 2 3 14
5 Cyprus U21 9 1 0 8 3
6 San Marino U21 8 0 0 8 0
# TEAM MP GS GC +/- PTS
1 Finland U21 9 30 3 +27 22
2 Spain U21 8 27 4 +23 21
3 Kosovo U21 9 17 7 +10 14
4 Romania U21 9 11 6 +5 16
5 Cyprus U21 9 6 29 -23 3
6 San Marino U21 8 0 42 -42 0