Predictions / Football / Finland. Veikkausliiga / FF Jaro vs AC Oulu

Prediction Audit: FF Jaro vs AC Oulu Prediction, Odds & AI Betting Tips

FF Jaro FF Jaro
Aug 22, 2026 - 14:00
0 1.69
1 1.82
xG Accuracy: 50%
AC Oulu AC Oulu

AI correctly predicted the AC Oulu win.

The match finished 0–1, validating the model's directional assessment.

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 AC Oulu AC Oulu ✔ Correct
  • Correct Score Insights 1-1, 1-2, 2-1, 2-2, 0-1 0-1 ✔ Correct

Model vs Closing Market

Moderate Disagreement

The model rates FF Jaro considerably stronger than the closing betting market.

Largest probability gap: FF Jaro +6.3 pp

Outcome Model Closing Market Difference Signal
FF Jaro 33.4% 27.1% +6.3 pp Model Higher
Draw 24.8% 25.3% -0.5 pp Aligned
AC Oulu 41.8% 47.6% -5.9 pp Market Higher

The statistical model estimates FF Jaro's win probability at 33.4%, compared with the closing market's implied probability of 27.1%, a difference of 6.3 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 model's directional lean matched the result (AC Oulu win 0–1).

Market Assessment

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

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

Post Match Insights

What worked

  • Exact score 0–1 fell within the model's highlighted bins

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

Large model–market gaps do not automatically mean the market is right. Here the closing market priced AC Oulu more conservatively (35.4% vs model 41.8%, 6.3 pp), but the model's lean was validated (AC Oulu win 0–1).

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Prediction Timeline

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

  1. Aug 22, 2026 · 19:33 UTC Forecast generated
    • Model 1X2 · FF Jaro 33.4% · Draw 24.8% · AC Oulu 41.8%
    • xG · FF Jaro 1.69 — AC Oulu 1.82
  2. Aug 22, 2026 · 13:31 UTC Opening odds snapshot PRE30
    • 1X2 odds · FF Jaro 3.57 · Draw 3.83 · AC Oulu 2.03
    • Implied 1X2 · FF Jaro 27.1% · Draw 25.3% · AC Oulu 47.6%
    • Bookmaker · Pinnacle
  3. Aug 22, 2026 · 13:52 UTC Closing snapshot recorded PRE10
    • 1X2 odds · FF Jaro 3.57 · Draw 3.83 · AC Oulu 2.03
    • Implied 1X2 · FF Jaro 27.1% · Draw 25.3% · AC Oulu 47.6%
    • Bookmaker · Pinnacle
  4. Aug 22, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result AC Oulu win · 0–1
  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: Observe
Historical Decision No Primary Bet
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 76/100 · High
  • Validation: Pass
Evidence ★★★★★
  • No strong statistical edge
  • Direction agrees with model lean
  • Validation passed
Pricing proximity (inverse gap) 68/100
Betting Confidence 79/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 16, 2026 · 01:48 UTC Snapshot ID: dp-4224018

Closing Odds 3.57
AI Fair Odds —
CLV Pending
Final Result AC Oulu win · FF Jaro 0–1 AC Oulu
Prediction ✔ Correct
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: Veikkausliiga
  • Fixture: FF Jaro vs AC Oulu
  • Kickoff: 2026-08-22 14:00:00
  • 1X2 (model): Home 35.0% · Draw 35.0% · Away 30.0%
  • xG (showing): FF Jaro 1.69 — AC Oulu 1.82 (total xG ≈ 3.51)
  • 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

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: 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

September 28, 2026 (UTC)

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Veikkausliiga Veikkausliiga — Standings
# TEAM MP W D L PTS
1 KuPS 22 12 7 3 43
2 Inter Turku 22 11 9 2 42
3 HJK helsinki 22 11 4 7 37
4 Gnistan 22 10 6 6 36
5 AC Oulu 22 10 4 8 34
6 VPS 22 9 6 7 33
7 Lahti 22 9 5 8 32
8 Turku PS 22 8 7 7 31
9 Ilves 22 7 4 11 25
10 SJK 22 4 7 11 19
11 FF Jaro 22 3 6 13 15
12 Mariehamn 22 3 5 14 14
# TEAM MP GS GC +/- PTS
1 KuPS 22 38 23 +15 43
2 HJK helsinki 22 36 27 +9 37
3 Gnistan 22 36 29 +7 36
4 Ilves 22 34 37 -3 25
5 Inter Turku 22 29 16 +13 42
6 VPS 22 29 22 +7 33
7 Turku PS 22 28 23 +5 31
8 Lahti 22 26 19 +7 32
9 AC Oulu 22 25 25 0 34
10 SJK 22 25 33 -8 19
11 FF Jaro 22 18 44 -26 15
12 Mariehamn 22 17 43 -26 14
# TEAM MP xG xGC +/- PTS
1 Ilves 22 4.2 1.7 +2.5 25
2 AC Oulu 22 2.7 2.2 +0.5 34
3 HJK helsinki 22 2.0 1.6 +0.4 37
4 KuPS 22 2.3 2.0 +0.3 43
5 SJK 22 2.5 2.4 +0.1 19
6 Lahti 22 2.4 2.5 -0.1 32
7 VPS 22 2.0 2.3 -0.3 33
8 Mariehamn 22 2.2 2.7 -0.5 14
9 Turku PS 22 0.9 1.6 -0.7 31
10 FF Jaro 22 2.4 4.6 -2.2 15
11 Inter Turku 22 — — — 42
12 Gnistan 22 — — — 36