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Fixture 116scheduledGW 12

Ipswich Town v Aston Villa

model prices only
Expected goals1.10 — 1.91
Expected points0.86 — 1.90
Over 2.557.9%fair 1.73
Both score57.6%fair 1.74
Most likely1-111.0%
Markets priced27
Ch 01 · Outcome

Match result

No bookmaker prices are held for this fixture, so there is no caret to compare against. Fair price is 1 / probability with no margin, and is not a price anyone is offering.

OutcomeModel probabilityProbFairΔ
IPS20.9%4.78–
Draw23.7%4.22–
AVL55.4%1.80–
Ch 02 · Book

27 markets

dixon_coles xi001-20261102

Model fair prices, computed as 1 / probability from a Dixon-Coles score matrix. No bookmaker margin is included, and no bookmaker is quoting these. A real price will be shorter than every number here.

Match result
Ipswich Town20.9%4.78
Draw23.7%4.22
Aston Villa55.4%1.80
Double chance
Ipswich Town or draw44.6%2.24
Ipswich Town or Aston Villa76.3%1.31
Draw or Aston Villa79.1%1.26
Draw no bet
Ipswich Town27.4%3.65
Aston Villa72.6%1.38
A draw returns the stake, so these prices exclude it.
Win to nil
Ipswich Town9.2%10.92
Aston Villa27.5%3.63
Clean sheet
Ipswich Town14.9%6.73
Aston Villa33.2%3.01
Ch 03 · Reasoning

What is driving this

computed, not generated

Computed arithmetic, not generated text. Each driver is a stored quantity: the Elo difference replayed from results, points per game over the last five matches, rolling expected goals, and each absent player's share of team expected goals.

Team rating gap-200 Elo
Favours AVL. IPS 1411 against AVL 1611, computed from stored results; an Elo-driven model scores RPS around 0.2015 on this league against roughly 0.194 for de-vigged closing odds
Underlying expected goals-0.76 net xG per match
Favours AVL. IPS -1.09, AVL -0.33 across the form window — results are noisier than the chances behind them
Recent form1.40 against 2.00 points per game
Favours AVL. last 5 and 5 completed matches: DLWLW against WWDWL
Home advantage+60 Elo equivalent
Favours IPS. the football default is around 100 Elo points, but Premier League home advantage fell during the crowdless 2020/21 season and settled lower afterwards, so the ratings carry a smaller term
Unavailable players9% home against 10% away xG missing
Favours IPS. 2 out and 5 doubtful for IPS, 4 out and 10 doubtful for AVL; measured as the share of recent expected goals those players contributed
Ch 04 · Comparison

Both sides

IPS
DLWLW
12 Sept – 23 Oct
AVL
LWDWW
12 Sept – 24 Oct
1.40Points per game2.00
8Goals for9
8Goals against7
6.62Expected goals7.36
1,411Elo1,611

Head to head over 2 meetings in the seasons held (Premier League from 2021-22, Championship from 2024-25): IPS 0, drawn 2, AVL 0. Cup ties and earlier seasons are not included, so a full-history site will show more.

Ch 05 · Market

Bookmaker prices

No bookmaker prices held for this fixture. Every price shown is the model's own fair price, meaning 1 / probability with no margin. Nobody is offering these.

Nothing held. football-data.co.uk publishes weekend Premier League prices on Friday afternoon, and The Odds API needs a key. Historical fixtures already carry closing odds, so the comparison works there.

Ch 06 · Availability

Ipswich Town

9.3% xG out

Share of attacking output is what moves the number, so it is shown rather than implied.

FatawuMIDsuspended0%2.9% xG
Suspended until 17 Oct
TaylorMIDinjured0%
Knee injury - Unknown return date
EmersonnFWDdoubtful75%21.8% xG
Knee injury - 75% chance of playing
FlorentinoMIDdoubtful75%1.8% xG
Calf injury - 75% chance of playing
PhilogeneMIDdoubtful75%1.7% xG
Ankle injury - 75% chance of playing
LukićMIDdoubtful75%0.2% xG
Groin injury - 75% chance of playing
MatusiwaMIDdoubtful75%
Muscular injury - 75% chance of playing
Ch 06 · Availability

Aston Villa

9.6% xG out

Share of attacking output is what moves the number, so it is shown rather than implied.

CashDEFsuspended0%1.9% xG
Suspended until 21 Nov
RuggeriDEFinjured0%0.3% xG
Hamstring injury - Expected back 2 Jan
Wan-BissakaDEFinjured0%
Hamstring injury - Expected back 21 Nov
OnanaMIDinjured0%
Knee injury - Unknown return date
ManzambiMIDdoubtful75%14.7% xG
Calf injury - 75% chance of playing
BarkleyMIDdoubtful75%4.8% xG
Unspecified injury - 75% chance of playing
MaatsenDEFdoubtful75%3.7% xG
Ankle injury - 75% chance of playing
PauDEFdoubtful75%2.4% xG
Hamstring injury - 75% chance of playing
AlyssonMIDdoubtful75%1.8% xG
Unspecified injury - 75% chance of playing
GoretzkaMIDdoubtful75%1.7% xG
Knee injury - 75% chance of playing
and 4 more
Ch 07 · Simulation

Re-price without a player

Removing a player scales that side's expected goals by their share of recent attacking output, then rebuilds the score matrix. Every market moves together.

Ch 08 · Briefing

Written summary

Nothing written for this fixture yet. Briefings are generated twice a day for fixtures inside the next eight days, and rewritten only when a probability or a team-news item actually moves. The numbers above do not wait on it.

Ch 10 · Calibration

How this model actually scores

Dixon-Coles bivariate Poisson fitted to Premier League results with exponential time decay. Statistical model, no language model involved.

loses to closing market2,281 out-of-sample fixtures
MetricModelMarketΔ
Ranked probability score0.20470.1965+0.0082
Log loss0.98820.9623+0.0259
Brier0.58830.5711+0.0172
Accuracy52.5%54.8%−2.3 pp

Lower is better for the first three. These probabilities are for reading a fixture, not for expecting profit against closing prices. What these numbers mean