Lab

Where was Vesta right, and where wrong?

Over 348 league matches of Liverpool since 2017-18, each forecast by a model that had not seen that season, Vesta's likeliest result happened 64 times in 100; it said 65. Draws: said 20, happened 23 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
Matches348each forecast before its season
Likeliest result happened64 in 100Vesta said 65
Draws23 in 100Vesta said 20
Goals a match3.12Vesta expected 3.25
Likeliest score happened11 in 100Vesta said 12

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
0–10 in 1001416.67.1+0.4
10–20 in 10026915.413.8−1.7
20–30 in 10025224.127.4+3.3
30–40 in 1005034.926.0−8.9
40–50 in 1005045.440.0−5.4
50–60 in 1006955.655.1−0.5
60–70 in 1007465.168.9+3.8
70–80 in 1008974.973.0−1.8
80–90 in 1004284.788.1+3.4

The biggest surprises

results Vesta gave the least chance that happened
  1. Liverpool 0-1 Crystal PalaceSun 14 Apr 2024 · Premier League6 in 100
  2. Liverpool 0-1 Nottingham ForestSat 14 Sep 2024 · Premier League7 in 100
  3. Liverpool 1-2 LeedsSat 29 Oct 2022 · Premier League7 in 100
  4. Watford 3-0 LiverpoolSat 29 Feb 2020 · Premier League7 in 100
  5. Liverpool 0-1 BurnleyThu 21 Jan 2021 · Premier League7 in 100
  6. Swansea 1-0 LiverpoolMon 22 Jan 2018 · Premier League7 in 100
  7. Liverpool 1-1 West Bromwich AlbionSun 27 Dec 2020 · Premier League8 in 100
  8. Liverpool 0-0 StokeSat 28 Apr 2018 · Premier League9 in 100
  9. Aston Villa 7-2 LiverpoolSun 4 Oct 2020 · Premier League9 in 100
  10. Nottingham Forest 1-0 LiverpoolSat 22 Oct 2022 · Premier League9 in 100
  11. Liverpool 0-3 Nottingham ForestSat 22 Nov 2025 · Premier League10 in 100
  12. Bournemouth 1-0 LiverpoolSat 11 Mar 2023 · Premier League11 in 100

The surest calls that missed

the strongest favourites that did not win
  1. Liverpool 1-1 West Bromwich AlbionSun 27 Dec 2020 · home win said89 in 100
  2. Liverpool 0-0 StokeSat 28 Apr 2018 · home win said88 in 100
  3. Liverpool 1-1 LeicesterWed 30 Jan 2019 · home win said82 in 100
  4. Liverpool 1-1 BurnleySat 17 Jan 2026 · home win said82 in 100
  5. Liverpool 0-1 Crystal PalaceSun 14 Apr 2024 · home win said80 in 100
  6. Liverpool 1-2 LeedsSat 29 Oct 2022 · home win said80 in 100
  7. Liverpool 1-1 BurnleySat 16 Sep 2017 · home win said79 in 100
  8. Liverpool 0-1 Nottingham ForestSat 14 Sep 2024 · home win said79 in 100
  9. Watford 3-0 LiverpoolSat 29 Feb 2020 · away win said78 in 100
  10. Newcastle United 0-0 LiverpoolWed 30 Dec 2020 · away win said78 in 100
  11. Liverpool 2-2 Manchester UnitedSun 5 Jan 2025 · home win said78 in 100
  12. Liverpool 1-1 BurnleySat 11 Jul 2020 · home win said77 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 Forest9115.0+6.0
Brighton181612.0+4.0
Liverpool348734730.1+3.9
Manchester United181915.5+3.5
Fulham13117.6+3.4
Everton181310.4+2.6
Swansea230.6+2.4
Leeds864.5+1.5
West Bromwich Albion431.6+1.4
Watford843.2+0.8
Brentford1087.4+0.6
Chelsea182019.6+0.4
Overrated: fewer points than expected
ClubMatchesPointsExpectedGap
Newcastle United19512.9−7.9
Tottenham181015.4−5.4
West Ham1859.8−4.8
Arsenal181620.6−4.6
Bournemouth1569.0−3.0
Southampton1446.9−2.9
Wolverhampton Wanderers1668.7−2.7
Sheffield United602.6−2.6
Crystal Palace18911.0−2.0
Leicester1478.8−1.8
Huddersfield401.4−1.4
Ipswich301.3−1.3

League by league, season by seasonLeague by league

Liverpool's matches; the current season so far
CSV
SeasonLeagueMatchesLikeliest saidHappenedDraws saidDrawsGoals expectedGoalsRPS
2026-27Premier League6475026502.992.330.184
2025-26Premier League38574723243.063.050.232
2024-25Premier League38666619243.463.340.147
2023-24Premier League38636320263.423.340.142
2022-23Premier League38635021263.213.210.219
2021-22Premier League38697418213.283.160.098
2020-21Premier League38625521243.052.890.222
2019-20Premier League3870841883.253.110.103
2018-19Premier League38718217183.322.920.080
2017-18Premier League38646120323.233.210.154

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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