Lab

Where was Vesta right, and where wrong?

Over 304 league matches of Wolverhampton Wanderers since 2017-18, each forecast by a model that had not seen that season, Vesta's likeliest result happened 49 times in 100; it said 52. Draws: said 25, 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
Matches304each forecast before its season
Likeliest result happened49 in 100Vesta said 52
Draws23 in 100Vesta said 25
Goals a match2.55Vesta expected 2.73
Likeliest score happened16 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
0–10 in 100317.16.5−0.6
10–20 in 10012015.715.8+0.1
20–30 in 10035726.027.2+1.2
30–40 in 10016534.535.8+1.3
40–50 in 1009445.038.3−6.7
50–60 in 1006854.657.4+2.8
60–70 in 1004364.753.5−11.2
70–80 in 1002574.284.0+9.8

The biggest surprises

results Vesta gave the least chance that happened
  1. Manchester City 0-2 Wolverhampton WanderersSun 6 Oct 2019 · Premier League4 in 100
  2. Wolverhampton Wanderers 2-1 Manchester CitySat 30 Sep 2023 · Premier League7 in 100
  3. Wolverhampton Wanderers 0-2 HuddersfieldSun 25 Nov 2018 · Premier League10 in 100
  4. Wolverhampton Wanderers 3-2 Manchester CityFri 27 Dec 2019 · Premier League11 in 100
  5. Wolverhampton Wanderers 2-3 West Bromwich AlbionSat 16 Jan 2021 · Premier League12 in 100
  6. Wolverhampton Wanderers 2-1 LiverpoolTue 3 Mar 2026 · Premier League12 in 100
  7. Fulham 1-4 Wolverhampton WanderersSat 23 Nov 2024 · Premier League12 in 100
  8. Chelsea 2-4 Wolverhampton WanderersSun 4 Feb 2024 · Premier League14 in 100
  9. Bournemouth 0-1 Wolverhampton WanderersSat 22 Feb 2025 · Premier League14 in 100
  10. Brentford 1-4 Wolverhampton WanderersWed 27 Dec 2023 · Premier League16 in 100
  11. Wolverhampton Wanderers 3-0 LiverpoolSat 4 Feb 2023 · Premier League16 in 100
  12. Tottenham 1-2 Wolverhampton WanderersSat 17 Feb 2024 · Premier League17 in 100

The surest calls that missed

the strongest favourites that did not win
  1. Manchester City 0-2 Wolverhampton WanderersSun 6 Oct 2019 · home win said86 in 100
  2. Wolverhampton Wanderers 2-1 Manchester CitySat 30 Sep 2023 · away win said78 in 100
  3. Chelsea 2-2 Wolverhampton WanderersSat 7 May 2022 · home win said76 in 100
  4. Wolverhampton Wanderers 3-2 Manchester CityFri 27 Dec 2019 · away win said71 in 100
  5. Wolverhampton Wanderers 2-2 ArsenalWed 18 Feb 2026 · away win said70 in 100
  6. Wolverhampton Wanderers 1-1 Manchester CitySat 25 Aug 2018 · away win said69 in 100
  7. Wolverhampton Wanderers 0-2 HuddersfieldSun 25 Nov 2018 · home win said68 in 100
  8. Fulham 1-4 Wolverhampton WanderersSat 23 Nov 2024 · home win said67 in 100
  9. Wolverhampton Wanderers 2-3 West Bromwich AlbionSat 16 Jan 2021 · home win said67 in 100
  10. Tottenham 2-2 Wolverhampton WanderersSun 29 Dec 2024 · home win said66 in 100
  11. Wolverhampton Wanderers 2-1 LiverpoolTue 3 Mar 2026 · away win said66 in 100
  12. Brighton 0-0 Wolverhampton WanderersMon 22 Jan 2024 · home win said66 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
Wolverhampton Wanderers304361349.0+12.0
Crystal Palace163223.7+8.3
Burnley122012.9+7.1
Liverpool164236.2+5.8
Huddersfield261.3+4.7
Leeds81611.4+4.6
West Bromwich Albion241.7+2.3
Brighton162825.8+2.2
Newcastle United162623.9+2.1
Cardiff231.7+1.3
Arsenal163332.0+1.0
West Ham162423.0+1.0
Overrated: fewer points than expected
ClubMatchesPointsExpectedGap
Southampton12514.6−9.6
Aston Villa141522.9−7.9
Tottenham162127.7−6.7
Chelsea162531.6−6.6
Everton161924.1−5.1
Fulham121316.9−3.9
Manchester City163739.1−2.1
Brentford101516.8−1.8
Luton212.6−1.6
Norwich423.5−1.5
Nottingham Forest81112.0−1.0
Manchester United162828.9−0.9

League by league, season by seasonLeague by league

Wolverhampton Wanderers's matches; the current season so far
CSV
SeasonLeagueMatchesLikeliest saidHappenedDraws saidDrawsGoals expectedGoalsRPS
2025-26Premier League38546325292.712.500.168
2024-25Premier League38556323163.083.240.194
2023-24Premier League38564523183.043.030.229
2022-23Premier League38525026212.652.340.193
2021-22Premier League38484527162.512.130.233
2020-21Premier League38474728242.492.320.226
2019-20Premier League38514225372.712.390.204
2018-19Premier League38523925242.662.450.238

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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