Lab

Where was Vesta right, and where wrong?

Over 158 league matches of Nottingham Forest since 2017-18, each forecast by a model that had not seen that season, Vesta's likeliest result happened 48 times in 100; it said 51. Draws: said 25, happened 26 in 100.

Since its public record began on 30 Sep 2026: 51 league matches settled, the likeliest result happened 61 times in 100 (Vesta said 50). Every published forecast

League data to · Vesta · out of sample, 2017-18 on

Free
Matches158each forecast before its season
Likeliest result happened48 in 100Vesta said 51
Draws26 in 100Vesta said 25
Goals a match2.77Vesta expected 2.86
Likeliest score happened15 in 100Vesta said 13

When Vesta says N in 100, does it happen N times?Said v happened

every home win, draw and away win chance, grouped in bands of 10; on the line = exactly right
00252550507575100100 Vesta said (in 100)
Chance bandChancesSaidHappenedGap
10–20 in 1005315.813.2−2.6
20–30 in 10019826.027.3+1.3
30–40 in 1008034.431.2−3.1
40–50 in 1006344.747.6+2.9
50–60 in 1003154.858.1+3.3
60–70 in 1002165.361.9−3.4

The biggest surprises

results Vesta gave the least chance that happened
  1. Liverpool 0-1 Nottingham ForestSat 14 Sep 2024 · Premier League7 in 100
  2. Newcastle United 1-3 Nottingham ForestTue 26 Dec 2023 · Premier League8 in 100
  3. Nottingham Forest 1-0 LiverpoolSat 22 Oct 2022 · Premier League9 in 100
  4. Liverpool 0-3 Nottingham ForestSat 22 Nov 2025 · Premier League10 in 100
  5. Nottingham Forest 3-1 BrightonWed 26 Apr 2023 · Premier League13 in 100
  6. Chelsea 0-1 Nottingham ForestSat 2 Sep 2023 · Premier League14 in 100
  7. Nottingham Forest 1-0 ArsenalSat 20 May 2023 · Premier League15 in 100
  8. Nottingham Forest 1-1 Manchester CitySat 18 Feb 2023 · Premier League15 in 100
  9. Nottingham Forest 0-1 CoventrySat 19 Sep 2026 · Premier League19 in 100
  10. Brighton 0-0 Nottingham ForestTue 18 Oct 2022 · Premier League19 in 100
  11. Brentford 0-2 Nottingham ForestSun 25 Jan 2026 · Premier League20 in 100
  12. Chelsea 1-3 Nottingham ForestMon 4 May 2026 · Premier League20 in 100

The surest calls that missed

the strongest favourites that did not win
  1. Liverpool 0-1 Nottingham ForestSat 14 Sep 2024 · home win said79 in 100
  2. Nottingham Forest 1-1 Manchester CitySat 18 Feb 2023 · away win said78 in 100
  3. Newcastle United 1-3 Nottingham ForestTue 26 Dec 2023 · home win said76 in 100
  4. Nottingham Forest 1-0 LiverpoolSat 22 Oct 2022 · away win said75 in 100
  5. Liverpool 0-3 Nottingham ForestSat 22 Nov 2025 · home win said71 in 100
  6. Brighton 0-0 Nottingham ForestTue 18 Oct 2022 · home win said70 in 100
  7. Nottingham Forest 2-2 LeicesterSun 11 May 2025 · home win said68 in 100
  8. Manchester City 2-2 Nottingham ForestWed 4 Mar 2026 · home win said68 in 100
  9. Nottingham Forest 3-1 BrightonWed 26 Apr 2023 · away win said68 in 100
  10. Chelsea 1-1 Nottingham ForestSun 6 Oct 2024 · home win said66 in 100
  11. Chelsea 2-2 Nottingham ForestSat 13 May 2023 · home win said65 in 100
  12. Nottingham Forest 1-0 ArsenalSat 20 May 2023 · away win said65 in 100

Which clubs beat Vesta's expectationsClubs v Vesta

points won against the points Vesta's forecasts gave (3 × win + draw), these matches
Underrated: more points than expected
ClubMatchesPointsExpectedGap
Nottingham Forest158188176.1+11.9
Fulham81912.0+7.0
Everton81711.0+6.0
Newcastle United81914.4+4.6
Bournemouth81611.6+4.4
Coventry130.8+2.2
Leeds597.2+1.8
Sunderland232.7+0.3
Brighton81414.5−0.5
Luton222.6−0.6
Arsenal81717.7−0.7
Manchester United81313.8−0.8
Overrated: fewer points than expected
ClubMatchesPointsExpectedGap
Liverpool91420.3−6.3
Southampton404.9−4.9
Crystal Palace9913.6−4.6
Chelsea81215.2−3.2
Brentford81113.5−2.5
Sheffield United202.2−2.2
Burnley424.2−2.2
West Ham8910.8−1.8
Tottenham91314.8−1.8
Wolverhampton Wanderers889.7−1.7
Ipswich201.6−1.6
Manchester City81718.4−1.4

League by league, season by seasonLeague by league

Nottingham Forest's matches; the current season so far
CSV
SeasonLeagueMatchesLikeliest saidHappenedDraws saidDrawsGoals expectedGoalsRPS
2026-27Premier League647027332.732.170.290
2025-26Premier League38484527292.742.610.218
2024-25Premier League38494526212.832.740.233
2023-24Premier League38536124242.963.050.185
2022-23Premier League38555024292.922.790.201

Each season from 2017-18 was hidden from Vesta and forecast with a model fitted only on the seasons before it, the same model that publishes today's forecasts (checked Tue 13 Oct 2026). These are the forecasts of past seasons, not the published ones: the public record of forecasts made before kick-off starts on 30 Sep 2026 and lives in Vesta's track record.

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