Match 20 Oct 2026 · 19:00 UTC
ITL · UEFA Champions League · 2026 League phase
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The models forecast for this fixture
Draw predictor · this site's own figures
Figure Liverpool Villarreal CF What it means
N — no-draw run 2 6 matches in a row without a draw
Max N 26 16 this team's longest run ever
E — draw debt 0.41 1.06 expected draws over the current run
p50 — last 50 24.0% 14.0% draw rate over its last 50 matches
p100 — last 100 18.0% 20.0% draw rate over its last 100 matches
Draw % — all time 23.7% 26.7% share of every match drawn
Draw score 0.124 0.283 the predictor ranking score
Rank 1,317 423 position in that ranking
Σ N 8 both sides' runs added
Σ E 1.46 both sides' draw debt added
Σ Score 0.407 what the Cross predictor orders by
Team strength · Elo
Liverpool 2,098
Villarreal CF 1,919
Rating gap +244 home advantage included
Draws at this gap 20.6% 200–299 · 49,382 matches
Goals model · Dixon-Coles
Expected goals 2.04 – 1.28 home – away
Home win 54.5%
Draw 22.3% every level score added up
Away win 23.2%
Both together · the blend
Blended draw chance 21.7% 70% goals model · 30% Elo gap
Goals model said 22.3% form only
This Elo gap said 20.6% strength only

The mix is the one that scored best over 544,576 matches — the two are averaged on the log-odds scale, not simply added.

The regression · the logistic model
Logistic draw chance 17.5% five signals, then recalibrated
95% band 17.5% – 18.3% how unsure the fit is, not the match
The blend says 21.7% the older published reading

A regression over five signals — the goals model, the draw rate at this Elo gap, the expected goals in the fixture and the competition's own base draw rate — with an isotonic map on top to put the level back where reality is. Held out on a decade it never saw it beat the blend above, which is why both are shown here while one is chosen. This is a real forecast: the fixture had not been played when the model was fitted.

A forecast from every match played so far. Measured over 160,869 priced matches the goals model is slightly worse than the bookmakers (how it is scored), so a high draw chance means an even, low-scoring match rather than value. Descriptive statistics, not betting advice.