Predictions / Football / Finland. Ykkönen / KuPS Akatemia vs VJS

Prediction Audit: KuPS Akatemia vs VJS Prediction, Odds & AI Betting Tips

KuPS Akatemia KuPS Akatemia
Jul 26, 2026 - 13:00
2 1.38
2 1.22
xG Accuracy: 68%
VJS VJS

The model missed the final outcome (Draw 2–2).

The model had projected VJS at 39.7%, 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 Under 2.5 Over 2.5 (4 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes Yes ✔ Correct
  • 1X2 VJS Draw ✖ Incorrect
  • Correct Score Insights 1-1, 1-0, 0-1, 2-1, 1-2 2-2 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices VJS higher than the statistical model.

Largest probability gap: VJS -20.9 pp

Outcome Model Closing Market Difference Signal
KuPS Akatemia 32.9% 19.8% +13.1 pp Model Edge
Draw 27.4% 19.7% +7.7 pp Model Higher
VJS 39.7% 60.5% -20.9 pp Market Higher

The closing market estimates VJS's win probability at 60.5%, compared with the model's estimate of 39.7%, a difference of 20.9 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: PRE5.

After full time, the result was Draw 2–2.

Post Match Insights

What worked

  • Expected goals projected a high-scoring match (ΣxG 2.60) — 4 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 (4 goals)
  • 1X2: model leaned VJS; match finished Draw

Market lesson

The closing market differed from the model on VJS by 20.9 percentage points (60.6% vs model 39.7%) — 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. Jul 26, 2026 · 19:32 UTC Forecast generated
    • Model 1X2 · KuPS Akatemia 32.9% · Draw 27.4% · VJS 39.7%
    • xG · KuPS Akatemia 1.38 — VJS 1.22
  2. Jul 26, 2026 · 12:30 UTC Opening odds snapshot PRE30
    • 1X2 odds · KuPS Akatemia 4.68 · Draw 4.71 · VJS 1.53
    • Implied 1X2 · KuPS Akatemia 19.8% · Draw 19.7% · VJS 60.5%
    • Bookmaker · Pinnacle
  3. Jul 26, 2026 · 12:56 UTC Closing snapshot recorded PRE5
    • 1X2 odds · KuPS Akatemia 4.68 · Draw 4.71 · VJS 1.53
    • Implied 1X2 · KuPS Akatemia 19.8% · Draw 19.7% · VJS 60.5%
    • Bookmaker · Pinnacle
  4. Jul 26, 2026 · 13:00 UTC Kickoff
  5. FT Full-time result Draw · 2–2
  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: Cautious / Wait

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

Historical Decision Wait
Outcome Missed
Pre-match metrics (historical context)
Prediction Reliability 53/100 · Moderate
  • Validation: Warning
  • Large market gap (21 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Pricing remains divergent
  • Validation warning
Pricing proximity (inverse gap) 0/100
Betting Confidence 34/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 23, 2026 · 13:37 UTC Snapshot ID: dp-1449342

Closing Odds 1.53
AI Fair Odds —
CLV Pending
Final Result Draw · KuPS Akatemia 2–2 VJS
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

Quick read on how the model reads this matchup.

  • League: Ykkönen
  • Fixture: KuPS Akatemia vs VJS
  • Kickoff: 2026-07-26 13:00:00
  • 1X2 (model): Home 10.0% · Draw 45.0% · Away 45.0%
  • xG (showing): KuPS Akatemia 1.38 — VJS 1.22 (total xG ≈ 2.6)
  • Value headline: None — no positive EV could be estimated on tracked lines at current best prices (missing odds or thin book depth).
  • Structural leans (not bets): See the Over/Under and BTTS cards for any directional lean text.
  • BTTS (model): Yes N/A · No N/A
  • Correct score (top bin): N/A

Saying “no value” on a snapshot is a feature, not a bug: it protects readers from forcing a play when the edge is not there.

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

Historical Recommendation

Historical Decision: Wait

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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Ykkönen Ykkönen — Standings
# TEAM MP W D L PTS
1 Tampere United 25 15 5 5 50
2 Rops 25 12 8 5 44
3 SalPa 25 12 6 7 42
4 OLS 25 11 8 6 41
5 VJS 25 10 10 5 40
6 FC jazz 25 11 6 8 39
7 PKKU 25 10 8 7 38
8 JJK 25 8 7 10 31
9 TPV 25 7 6 12 27
10 Inter Turku II 24 6 5 13 23
11 KPV-j 25 5 3 17 18
12 KuPS Akatemia 24 3 6 15 15
# TEAM MP GS GC +/- PTS
1 Tampere United 25 58 26 +32 50
2 JJK 25 55 53 +2 31
3 Rops 25 52 37 +15 44
4 SalPa 25 52 45 +7 42
5 OLS 25 50 37 +13 41
6 PKKU 25 45 37 +8 38
7 VJS 25 44 32 +12 40
8 KuPS Akatemia 24 41 58 -17 15
9 FC jazz 25 38 32 +6 39
10 Inter Turku II 24 36 53 -17 23
11 TPV 25 35 48 -13 27
12 KPV-j 25 27 75 -48 18