AI correctly predicted the KuPS win.
The match finished 3–1, validating the model's directional assessment.
Pasaran yang dijejaki vs hasil sepenuh masa
Setiap baris membandingkan model pra-perlawanan lean dengan keputusan sepenuh masa.
- Pasaran Ramalan Hasilnya Hasil
- Over / Under 2.5 Over 2.5 Over 2.5 (4 matlamat) ✔ Betul
- Kedua-dua Pasukan Menjaringkan Gol BTTS Ya Ya ✔ Betul
- 1X2 KuPS KuPS ✔ Betul
- Cerapan skor tepat 2-1, 3-1, 2-0, 3-0, 1-1 3-1 ✔ Betul
Model lwn Pasaran Penutup
| Hasil | Model | Menutup Pasaran | Perbezaan | isyarat |
|---|---|---|---|---|
| KuPS | 64.2% | 46.5% | +17.7 pp | Model Edge |
| Draw | 19.0% | 25.6% | -6.7 pp | Market Higher |
| VPS | 16.9% | 27.9% | -11.0 pp | Market Higher |
The statistical model estimates KuPS's win probability at 64.2%, compared with the closing market's implied probability of 46.5%, a difference of 17.7 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.
Selepas sepenuh masa, lean arah model sepadan dengan keputusan (KuPS win 3–1).
Market Assessment
The statistical fair estimate is materially higher than the market on KuPS.
- The model may see a slower-scoring or closer matchup than the market.
- Monitor line movement before kickoff — not a betting recommendation.
Post Match Insights
What worked
- Expected goals projected a high-scoring match (ΣxG 4.22) — 4 goals materialised
- KuPS attacking xG significantly stronger (2.87 vs 1.35)
- Both Teams To Score (Yes) matched the full-time result
Market lesson
Large model–market gaps do not automatically mean the market is right. Here the closing market priced KuPS more conservatively (46.5% vs model 64.2%, 17.7 pp), but the model's lean was validated (KuPS win 3–1).
Garis Masa Ramalan
Cara ramalan ini beralih daripada ramalan kepada semakan sepenuh masa.
-
Jul 25, 2026 · 21:27 UTC Forecast generated
- Model 1X2 · KuPS 64.1% · Draw 19.0% · VPS 16.9%
- xG · KuPS 2.87 — VPS 1.35
-
Jul 25, 2026 · 13:30 UTC Opening odds snapshot PRE30
- 1X2 odds · KuPS 2.08 · Draw 3.77 · VPS 3.46
- Implied 1X2 · KuPS 46.5% · Draw 25.6% · VPS 27.9%
- Bookmaker · Pinnacle
-
Jul 25, 2026 · 13:51 UTC Closing snapshot recorded PRE10
- 1X2 odds · KuPS 2.08 · Draw 3.77 · VPS 3.46
- Implied 1X2 · KuPS 46.5% · Draw 25.6% · VPS 27.9%
- Bookmaker · Pinnacle
-
Jul 25, 2026 · 14:00 UTC Kickoff
-
FT Full-time result KuPS win · 3–1
-
FT Prediction validated Directional lean matched full-time result
-
Archived Prediction review
Gambar Sejarah
Dibekukan pada sepak mula — keluaran model seperti sebelum perlawanan bermula.
Metrik pra-padanan (konteks sejarah)
- Validation: Warning
- Large market gap (18 pp)
- High xG deviation from league baseline (113%+)
- Strong model lean
- Pricing remains divergent
- Validation warning
Validation Report
Immutable SnapshotProbability Calibration
- Expected: 68.0%
- Historical Bucket: 65–70% — Building sample
Model Performance
This prediction contributes to:
- Primary Bets ROI (180d): -100.0%
Semakan Soalan Lazim
- Sejauh manakah ramalan itu tepat?
- Halaman ini menilai pasaran berarah (1X2, Lebih/Bawah 2.5, BTTS) berbanding keputusan sepenuh masa. Gred ramalan menggambarkan bilangan pasaran yang dijejaki itu sepadan dengan realiti.
- Apakah ukuran Ketepatan xG?
- Ketepatan xG membandingkan profil matlamat jangkaan pra-perlawanan model dengan garis skor sebenar — bukan sama ada setiap pasaran mencecah. Semakan arah yang kukuh boleh wujud bersama dengan skor ketepatan xG yang sederhana.
- Mengapakah skor tepat tidak diramalkan?
- Hasil skor betul ialah ekor berkemungkinan rendah walaupun model membaca profil padanan dengan baik. Kami menyerlahkan tong skor tertinggi untuk konteks; kehilangan baris tepat tidak membatalkan semakan arah.
- Adakah ini meningkatkan rekod AI?
- Setiap perlawanan selesai dilog masuk dalam saluran paip pengesahan kami. Kadar hit teragregat dan kajian CLV diterbitkan secara berasingan — halaman ini ialah jejak audit setiap perlawanan.
Ramalan adalah untuk tujuan maklumat sahaja. Sentiasa berjudi dengan penuh tanggungjawab dan dalam had anda. Prestasi masa lalu tidak menjamin hasil masa depan.
Terokai Kandungan Ramalan Lain
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Langgan Sekarang
Veikkausliiga — Kedudukan
| # | PASUKAN | P | M | S | K | Mata |
|---|---|---|---|---|---|---|
| 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 |
| # | PASUKAN | P | J | B | +/- | Mata |
|---|---|---|---|---|---|---|
| 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 |
| # | PASUKAN | P | xG | xGC | +/- | Mata |
|---|---|---|---|---|---|---|
| 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 |