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Liverpool v Nottingham Forest

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Sat, Aug 29, 7:30 AM ET · Matchweek 2 · Premier League

7 chapters · about 39s · nothing to scroll

Not validated out of sample. 26 Premier League matches have been graded under this model — far too few to support any accuracy claim. No win rate or accuracy figure is quoted, and this model has not been validated out of sample. These are the model's own probability distributions, published so you can see what it says — not picks, not advice, and not compared against any price.

Match result

Full time, 90 minutes

The draw is a real outcome and is never folded away.

Liverpool win74.0%
Draw15.7%
Nottingham Forest win10.3%

Two of three outcomes

Liverpool or draw89.7%
Nottingham Forest or draw26%
Either side wins84.3%

Each is a sum of the three probabilities above, so it cannot disagree with them.

Exact score

The ten likeliest scorelines

These ten account for 71.2% of the distribution — the remaining 28.8% is spread across every other scoreline.

Score (LiverpoolNottingham Forest)Probability
2–010.9%
2–19.2%
3–09.2%
1–08.6%
3–17.8%
1–17.3%
4–05.9%
4–15%
2–23.9%
0–03.4%
Goals

Total goals in the match

Expected 3.38. The middle half of the distribution falls between 2 and 5 goals.

Expected goals3.38
Median (p50)3
p10 – p901 – 6

Probability of each total (goals)

3
0
11
1
19
2
22
3
19
4
13
5
7
6
3
7
1
8

Over / under ladder

LineOverUnder
0.596.6%3.4%
1.585.1%14.9%
2.565.7%34.3%
3.543.8%56.2%
4.525.3%74.7%

Half lines only — a match cannot land exactly on one, so over and under sum to 100% with no push.

By side

How many each side scores

The marginal of the same grid — not a separate fit, so these add back to the total above.

Liverpool2.54 expected
8
0
20
1
25
2
22
3
14
4
7
5
Nottingham Forest0.85 expected
43
0
36
1
15
2
4
3
4
5
Derived

Goalscoring shape and margin

Every figure is an exact sum over the same score grid.

Both teams score52.6%
Liverpool clean sheet42.9%
Nottingham Forest clean sheet7.9%
Expected margin+1.69

Winning margin (Liverpool goals − Nottingham Forest goals)

-4
-3
2
-2
7
-1
16
0
22
+1
21
+2
15
+3
9
+4

Positive means Liverpool win by that many, 0 is the draw, negative means Nottingham Forest. Margins beyond ±4 carry the remaining mass and are not drawn.

Method

Where these numbers come from

Per-club attack and defence rates are fitted to Premier League results only, then combined into an exact Poisson score matrix for this fixture. Every probability on this page is a closed-form sum over that one grid — there is no sampling here, so there is no run count to quote and the figures are identical for every visitor, every time.

The fit takes an explicit cutoff at the run clock, so it cannot see a result from a match it is forecasting. Team-level only: no lineup, injury or team-news input exists in this model, by design.

Model
epl-model-v1-split-poisson
Scoring rates (λ)
Liverpool 2.54 · Nottingham Forest 0.85
Generated
2026-09-06T22:51:07Z
Validation
NOT_VALIDATED_OUT_OF_SAMPLE

Paper-only and educational. Not betting advice. All Premier League fixtures