Swansea City v Birmingham City
Swansea City v Birmingham City
EFL Cup · Sat 8 Aug, 15:00 UK
Model probabilities
47% / 28% / 25%
home / draw / away — uncertainty included by design
Expected goals (λ)
1.566 — 1.1
Dixon-Coles attack/defence
Engine score — process gate
ranks independent agreement, never certainty
Most likely score
1-1
modal scoreline — single most likely, still unlikely in absolute terms
Model view
Swansea City
47%
Draw
28%
Birmingham City
25%
Market view (fair, devigged · sharp)
Swansea City
30%
Draw
29%
Birmingham City
40%
Two-goal-lead probability (Monte-Carlo): Swansea City 31% · Birmingham City 15% — relevant to 2-Up markets.
OutcomeModel probFair odds (sharp, devigged)Best priceEdge vs fair
Swansea City 46.5% 3.29 3.00 -8.8%
Draw 28.3% 3.41 3.40 -0.4%
Birmingham City 25.2% 2.48 2.30 -7.3%
Totals (2.5 goals line)
Over: 1.95 · Under: 1.81 — best captured prices.
Sharp reference (raw): 3.09 / 3.21 / 2.33 — the line our fair odds devig from.

Odds movement

1X2 · Swansea City — best price vs devigged fair line
2.99 3.14 3.30Best price — Swansea City 3.00 · 02:13Fair line (devig) — Swansea City 3.29 · 02:1302:1302:1302:1302:14
Best price — Swansea CityFair line (devig) — Swansea City
Step chart of real recorded observations — the engine refreshes its odds snapshot several times a day and we log every change it sees. Nothing is interpolated or invented.
Swansea City
No archive history yet for this team — form fills in as results are ingested.
Birmingham City
No archive history yet for this team — form fills in as results are ingested.
No prior meetings between these sides in the archive.
All from the engine's own results archive — the same data the model trains on. Form chips run newest first.
No signals recorded on this fixture yet — the critic passes run on near-flag fixtures each morning and afternoon.
No grounded brief for this fixture yet. Briefs are budgeted — the engine spends them where they can change a decision.
Data from the engine snapshot · updated just now · all prices are real captured bookmaker odds, timestamped.