Predictions / Football / England. FA WSL / Chelsea W vs Aston Villa W

Prediction Audit: Chelsea W vs Aston Villa W Prediction, Odds & AI Betting Tips

Sep 05, 2026 - 11:35
1 1.50
1 1.10
xG Accuracy: 85%

The model missed the final outcome (Draw 1–1).

The model had projected Chelsea W at 44.8%, but the full-time result went the other way.

Tracked markets vs full-time result

Prediction grade C

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 Yes ✔ Correct
  • 1X2 Chelsea W Draw ✖ Incorrect
  • Correct Score Insights 1-1, 1-0, 2-1, 2-0, 0-1 1-1 ✔ Correct

Model vs Closing Market

Strong Disagreement

The closing market prices Chelsea W higher than the statistical model.

Largest probability gap: Chelsea W -26.3 pp

Outcome Model Closing Market Difference Signal
Chelsea W 44.8% 71.1% -26.3 pp Market Higher
Draw 28.9% 16.1% +12.8 pp Model Edge
Aston Villa W 26.2% 12.8% +13.4 pp Model Edge

The closing market estimates Chelsea W's win probability at 71.1%, compared with the model's estimate of 44.8%, a difference of 26.3 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 result was Draw 1–1.

Post Match Insights

What worked

  • Both Teams To Score (Yes) matched the full-time result
  • Under 2.5 goals aligned with the xG profile
  • Exact score 1–1 fell within the model's highlighted bins

What failed

  • 1X2: model leaned Chelsea W; match finished Draw

Market lesson

The closing market differed from the model on Chelsea W by 26.3 percentage points (71.1% vs model 44.8%) — 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. Sep 05, 2026 · 11:30 UTC Forecast generated
    • Model 1X2 · Chelsea W 44.8% · Draw 29.0% · Aston Villa W 26.2%
    • xG · Chelsea W 1.50 — Aston Villa W 1.10
  2. Sep 05, 2026 · 11:04 UTC Opening odds snapshot PRE30
    • 1X2 odds · Chelsea W 1.27 · Draw 5.60 · Aston Villa W 7.06
    • Implied 1X2 · Chelsea W 71.1% · Draw 16.1% · Aston Villa W 12.8%
    • Bookmaker · Pinnacle
  3. Sep 05, 2026 · 11:30 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Chelsea W 1.27 · Draw 5.60 · Aston Villa W 7.06
    • Implied 1X2 · Chelsea W 71.1% · Draw 16.1% · Aston Villa W 12.8%
    • Bookmaker · Pinnacle
  4. Sep 05, 2026 · 11:35 UTC Kickoff
  5. FT Full-time result Draw · 1–1
  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 50/100 · Moderate
  • Validation: Warning
  • Large market gap (26 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market strongly disagrees on price
  • Validation warning
Pricing proximity (inverse gap) 0/100
Betting Confidence 32/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 30, 2026 · 01:32 UTC Snapshot ID: dp-6130444

Closing Odds 1.27
AI Fair Odds —
CLV Pending
Final Result Draw · Chelsea W 1–1 Aston Villa W
Prediction ✖ Missed
Decision Grade C

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

Pre-match snapshot for this fixture.

  • League: FA WSL
  • Fixture: Chelsea W vs Aston Villa W
  • Kickoff: 2026-09-05 11:30:00
  • 1X2 (model): Home 44.8% · Draw 29.0% · Away 26.2%
  • xG (showing): Chelsea W 1.5 — Aston Villa W 1.1 (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 53.4% · No 46.6%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes
  • BTTS (model): Yes 53.4% · No 46.6%
  • Correct score (top bin): 1-1 (12.3%)

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.

If lines move materially, re-run generation or refresh — implied probabilities and any future EV readouts will change first.

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 29, 2026 (UTC)

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FA WSL FA WSL — Standings
# TEAM MP W D L PTS
1 Manchester City W 4 4 0 0 12
2 London City Lionesses 4 3 0 1 9
3 Tottenham Hotspur W 3 2 1 0 7
4 Chelsea W 3 2 1 0 7
5 Everton W 3 2 0 1 6
6 Arsenal W 3 1 2 0 5
7 Liverpool W 3 1 1 1 4
8 Crystal Palace W 3 1 1 1 4
9 West Ham W 3 1 0 2 3
10 Aston Villa W 3 0 2 1 2
11 Brighton W 4 0 2 2 2
12 Birmingham City W 3 0 1 2 1
13 Manchester United W 3 0 1 2 1
14 Charlton Athletic W 4 0 0 4 0
# TEAM MP GS GC +/- PTS
1 Manchester City W 4 12 4 +8 12
2 Tottenham Hotspur W 3 11 2 +9 7
3 London City Lionesses 4 9 4 +5 9
4 Chelsea W 3 8 1 +7 7
5 Liverpool W 3 7 5 +2 4
6 West Ham W 3 3 5 -2 3
7 Aston Villa W 3 3 6 -3 2
8 Brighton W 4 3 6 -3 2
9 Birmingham City W 3 3 7 -4 1
10 Everton W 3 2 1 +1 6
11 Arsenal W 3 2 1 +1 5
12 Manchester United W 3 2 8 -6 1
13 Crystal Palace W 3 1 7 -6 4
14 Charlton Athletic W 4 1 10 -9 0
# TEAM MP xG xGC +/- PTS
1 London City Lionesses 4 1.2 0.2 +1.0 9
2 Manchester United W 3 0.2 1.2 -1.0 1
3 Manchester City W 4 — — — 12
4 Tottenham Hotspur W 3 — — — 7
5 Chelsea W 3 — — — 7
6 Everton W 3 — — — 6
7 Arsenal W 3 — — — 5
8 Liverpool W 3 — — — 4
9 Crystal Palace W 3 — — — 4
10 West Ham W 3 — — — 3
11 Aston Villa W 3 — — — 2
12 Brighton W 4 — — — 2
13 Birmingham City W 3 — — — 1
14 Charlton Athletic W 4 — — — 0