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Season 4

Standings

Title odds and race predictions — Tier 2, from thousands of simulated seasons.

Season All seasons
British GP favourite Stef 21% to win Title favourite Stef 37% chance Track record 0/1 winners2/3 podium spots
Who wins British Grand Prix? Round 4

The British Grand Prix heads to Tier 2, with Heartshapedtox leading the championship on 51 points, just 8 ahead of Stef. The title battle is heating up, with Stef holding a slight edge in title chances at 37%, while Heartshapedtox trails closely at 36%. For the upcoming race, Stef and Heartshapedtox are the favourites, with Stef slightly ahead at 21%, and Heartshapedtox close behind at 20%. Freddie, often overlooked, has a notable 22% chance of securing a podium finish, making him a dark horse to watch.

Written by AI from the prediction numbers ·

Rough estimate — could be very inaccurate. No tier has qualified this weekend yet, so this is based on the last time the league raced here with the current cars (Season 3, round 5). Weather, setups, track changes and a new season's drivers can easily move it by a second or more. This firms up once Tier 1 and Tier 3 have qualified this weekend.

Rough Tier 2 pole estimate 1:28.254 likely 1:27.504 – 1:29.004
From the poles at British Grand Prix in Season 3 (Tier 1 1:27.399, Tier 2 1:28.306), adjusted by each tier's usual gap. Assumes the same conditions; a wet session can't be predicted.
Why these chances?Hide the reasons
DriverFormQualiRaceRacesDNF riskGrid
Stef 82 77 87 3 21% —
Heartshapedtox 82 86 79 3 28% —
Pofi 69 72 66 3 11% —
Muffin 68 85 51 2 8% —
Findlay 67 74 60 2 8% —
Freddie 69 69 69 2 27% —

Form blends race pace with qualifying pace (lap-time gaps and grid spots), recent races counting most. Few races this season means last season and other tiers count for more. Once qualifying is in, the grid slot adds a boost, especially from the front row. Race-day luck and DNFs spread the chances out.

Fastest lapStef 17% · Heartshapedtox 16% · Pofi 10%
Predicted gridHide predicted grid
  1. HeartshapedtoxCadillac1:28.254 pole
  2. MuffinRed Bull1:28.297 +0.043s
  3. StefRacing Bulls1:28.547 +0.293s
  4. FindlayFerrari1:28.574 +0.321s
  5. PofiRacing Bulls1:28.650 +0.397s
  6. JkerMcLaren1:28.652 +0.398s
  7. OdhranMercedes1:28.726 +0.472s
  8. FreddieAudi1:28.859 +0.605s
  9. JakeAston Martin1:29.042 +0.788s
  10. BeanCadillac1:29.050 +0.796s
  11. NanoMercedes1:29.113 +0.859s
  12. MattHaas1:29.240 +0.986s
  13. RhysHaas1:29.306 +1.053s
  14. IcehAudi1:29.357 +1.104s
  15. WxrriorAlpine1:29.367 +1.114s
  16. HazzkWilliams1:29.402 +1.149s
  17. MidgetMcLaren1:29.505 +1.251s
  18. TrymedAston Martin1:29.614 +1.360s
  19. MV3 LoverRed Bull1:29.733 +1.480s

The order they qualify in on average across the simulations, with each driver's expected lap (from the rough pole estimate, so treat the times as rough too), based on their usual qualifying pace. Replaced by the real grid once qualifying is in.

Team of the weekend
Racing Bulls ~22 pts 42% Cadillac ~14 pts 18% Audi ~11 pts 8% Red Bull ~11 pts 7% McLaren ~10 pts 6% Ferrari ~8 pts 6%

Chance of scoring the most points of any team this weekend, and each team's expected haul.

Upset watch & streaks
Dark horse: Freddie (Audi) — not one of the top five favourites, but a 21% podium chance and 7% to win.
Heartshapedtox has scored in the last 3 races — 68% chance of another points finish next time.
Pofi has scored in the last 3 races — 81% chance of another points finish next time.
Midget has scored in the last 3 races — 66% chance of another points finish next time.
Rhys has scored in the last 3 races — 60% chance of another points finish next time.
What if? Set your own result for the British Grand Prix and see how the standings and title odds would change. Try it
Predicted final table 9 rounds left

Expected = average final points across every simulated season. Reserves and guest drivers keep the points they have so far (and aren't listed until they score).

Title odds over time
StefHeartshapedtoxPofiWxrriorFindlayFreddie
0% 25% 50% 75% 100% StartR1R2Now Stef 37% Heartshapedtox 36% Pofi 16% Wxrrior 4% Findlay 3% Freddie <1%

Each point is replayed with only the results up to that round, so it shows what the site would have said at the time. "Now" is today's prediction.

Form rankingsRating out of 100
Clinch watch

Heartshapedtox can't clinch at the British Grand Prix. The earliest it could happen is R8 Hungarian Grand Prix, and only if Heartshapedtox took maximum points every weekend while nobody else scored.

R10 Italian 13%
R11 Mexican 32%
R12 Brazilian (final round) 53%

Level on points after the final round in 1% of simulations (decided on countback).

The round the title is mathematically decided, across all the simulated seasons.

Points targets

The champion usually ends on about 189 points (160–225 in most simulated seasons).

Stef43 now+146
Heartshapedtox51 now+138
Pofi37 now+152
Wxrrior30 now+159
Findlay20 now+169
Muffin15 now+174

Magic number: Heartshapedtox needs 257 more points to be certain of the title, even if Stef won every remaining race with the fastest lap.

Final position chances
Show the chance of every finishing positionHide
DriverP1P2P3P4P5P6P7P8P9P10
Heartshapedtox 36281810521
Stef 3728179521
Pofi 16212417116321
Wxrrior 481318181510642
Findlay 361116171511853
Muffin 361014161511864
Rhys 12479111111
Midget 13479101110
Jake 135710111110
Nano 1246799
Bean 1123567
Iceh 1234678
Odhran 112346
Trymed 1223
Matt 11223
Freddie 124691010109

Percent chance of finishing the championship in each position. Darker = more likely.

Beating the model
SamZZZBest: P9 at Japanese (expected P20)+10.0 places
WxrriorBest: P2 at Japanese (expected P11)+8.0 places
StefBest: P2 at Australian (expected P9)+4.0 places
RhysBest: P7 at Australian (expected P12)+3.3 places
IcehBest: P9 at Australian (expected P13)+3.3 places
Below expectations
DrkyToughest: P11 at Australian (expected P3)−3.5 places
HeartshapedtoxToughest: P6 at Japanese (expected P1)−1.3 places
MuffinToughest: P9 at Saudi Arabian (expected P3)−1.0 place
PofiToughest: P4 at Australian (expected P1)−1.0 place

Average places gained or lost per race against the finishing order the model expected before each race (after qualifying). DNFs aren't counted.

Upsets of the season
Kurtis won R3 Saudi Arabian with a 2% chance (favourite: Stef, 36%).
Heartshapedtox won R1 Australian with a 16% chance (favourite: Pofi, 28%).
Stef won R2 Japanese with a 17% chance (favourite: Heartshapedtox, 37%).

The model's win chance for each race winner once the grid was known, lowest first.

Qualifiers and racers
Saturday specialists (quicker in qualifying)
Odhran8th qualifying · 21st race
Bean15th qualifying · 28th race
Muffin2nd qualifying · 12th race
Matt16th qualifying · 25th race
Iceh18th qualifying · 24th race
Sunday specialists (better in the race)
Wxrrior4th race · 19th qualifying
Cameron14th race · 24th qualifying
Mcfc17th race · 27th qualifying
Jucey19th race · 25th qualifying

Each driver's qualifying pace and race pace ranked within Tier 2. A big gap between the two makes them a specialist.

Most consistent
PofiUsually around P593
MidgetUsually around P1378
BeanUsually around P1876
HeartshapedtoxUsually around P459
IcehUsually around P1656
RhysUsually around P1244

Out of 100: how little a driver's finishing position changes from race to race (DNFs count as last). Needs three finishes.

Rivalries
Teammate battles
Racing Bulls Stef Pofi Season 67%–33% · next race 55%–45%
Cadillac Heartshapedtox Bean Season >99%–<1% · next race 68%–32%
McLaren Midget Jker Season 61%–39% · next race 25%–75%
Audi Freddie Iceh Season 71%–29% · next race 61%–39%
Mercedes Odhran Nano Season 31%–69% · next race 26%–74%
Haas Matt Rhys Season 12%–88% · next race 37%–63%
Red Bull MV3 Lover Muffin Season 1%–99% · next race 15%–85%
Aston Martin Jake Trymed Season 87%–13% · next race 67%–33%

Chance each teammate finishes ahead — in the final standings and at the next race (when both start). Compare any two drivers for more.

Season awardsEnd of season
Most wins
Stef · 1 so far39%
Heartshapedtox · 1 so far36%
Pofi · 0 so far7%
Most poles
Heartshapedtox · 1 so far41%
Muffin · 1 so far29%
Stef · 0 so far9%
Most podiums
Stef · 2 so far42%
Heartshapedtox · 2 so far35%
Pofi · 1 so far11%
Most fastest laps
Stef · 0 so far24%
Muffin · 1 so far23%
Heartshapedtox · 0 so far21%
Most DNFs
Odhran · 3 so far80%
Trymed · 2 so far15%
Matt · 2 so far4%
Best newcomer
Stef · 43 pts46%
Heartshapedtox · 51 pts45%
Findlay · 20 pts4%

Who ends the season top of each list in the simulations (ties share it). A newcomer is anyone in their first VRL season.

Calendar forecast9 races left
Show every driver's expected finish at every raceHide
DriverR4R5R6R7R8R9R10R11R12Pts
Stef P4 P4 P4 P4 P4 P4 P4 P4 P4 119
Heartshapedtox P4 P4 P4 P4 P4 P4 P4 P4 P4 110
Pofi P5 P5 P5 P5 P5 P5 P6 P6 P6 102
Wxrrior P7 P7 P7 P7 P7 P7 P7 P7 P7 77
Findlay P6 P6 P6 P6 P6 P6 P6 P6 P6 82
Muffin P5 P6 P6 P6 P6 P6 P6 P6 P6 84
Freddie P5 P6 P6 P6 P6 P6 P6 P6 P6 67
Jake P8 P8 P8 P8 P8 P8 P8 P8 P8 51
Rhys P9 P9 P9 P9 P9 P9 P9 P9 P9 46
Midget P9 P9 P9 P9 P9 P9 P9 P9 P9 48
Jker P6 P6 P6 P6 P6 P6 P6 P6 P6 48
Nano P8 P8 P8 P8 P8 P8 P8 P8 P8 43
Iceh P10 P10 P10 P10 P10 P10 P10 P10 P10 41
Bean P11 P10 P10 P10 P10 P10 P10 P10 P10 34

Each driver's average finish when they finish, race by race (hover for expected points). The further away the race, the rougher the guess.

Long-range predictions

Every remaining race in Tier 2, worked out from today's results only. The further away a race is, the more a driver's form can change before then, so the chances even out round by round. These can be very inaccurate: drivers change teams, join, leave or miss races, and form changes a lot over a season. Treat them as a bit of fun.

Show predictions for all 8 remaining racesHide long-range predictions
Fan prediction leagueAll tiers · this season

Pick the podium and pole before each race (log in with Discord). 3 points for an exact podium spot, 1 for a podium driver in the wrong spot, 2 for pole. The VRL Predictor plays too — can you beat the model?

#PlayerPointsRacesExact spotsBest
1 VRL Predictor model 6 1 2 6
2 [KE] Hazzk 3 1 1 3
2 Odhran 3 1 0 3
4 Fortdude21 2 1 0 2
5 [VRL] MstE_SpurS 1 1 0 1
5 Always Gaming65 1 1 0 1
7 RJ 0 1 0 0
Season champion picksClosed

Picks are closed. They're checked when each tier's season ends.

Tier 10 picks

The model picked Brambull.

Tier 20 picks

The model picked Stef.

Tier 30 picks

The model picked unLuckyNoob44.

Track recordTier 2 · this season
0/1winners picked
0/1poles picked
2/3podium spots right
R3 Saudi Arabian Grand Prix Picked Stef, won by Kurtis ✗
Training replayTier 2 · Season 3 + Season 4

Every Tier 2 race of Season 3 and Season 4 replayed as if it hadn't happened yet: settings learned only from earlier races, a prediction before qualifying, another once the grid was known, then checked against the real result.

1/15winners picked before qualifying
2/15winners picked after qualifying
1/15poles picked
Show all 15 replayed racesHide replayed races
RacePole pickBefore qualiAfter qualiWinner
S4 R3 Saudi Arabian Grand Prix Heartshapedtox ✗ Heartshapedtox ✗ Stef ✗ Kurtis
S4 R2 Japanese Grand Prix Heartshapedtox ✗ Heartshapedtox ✗ Heartshapedtox ✗ Stef
S4 R1 Australian Grand Prix Mste ✗ Mste ✗ Pofi ✗ Heartshapedtox
S3 R12 Sao Paulo Grand Prix Jake ✗ Mste ✗ Thunderofwar ✗ Wxrrior
S3 R11 Las Vegas Grand Prix Thunderofwar ✗ Mste ✗ Jake ✗ Drky
S3 R10 Abu Dhabi Grand Prix Mste ✗ Mste ✗ Thunderofwar ✗ Wxrrior
S3 R9 Belgian Grand Prix Thunderofwar ✗ Freddie ✗ Mste ✗ Wxrrior
S3 R8 Hungarian Grand Prix — ✗ Mste ✗ Thunderofwar ✗ Always
S3 R7 United States Grand Prix Oak ✗ Oak ✗ Jker ✗ Midget
S3 R6 Canadian Grand Prix Oak ✗ Oak ✗ Drky ✗ Mste
S3 R5 British Grand Prix Oak ✗ Oak ✗ Freddie ✗ Mste
S3 R4 Miami Grand Prix Oak ✓ Oak ✓ Oak ✓ Oak
S3 R3 Australian Grand Prix Brambull ✗ Brambull ✗ Oak ✓ Oak
S3 R2 Monaco Grand Prix Brambull ✗ Brambull ✗ Oak ✗ Mste
S3 R1 Bahrain Grand Prix Brambull ✗ Brambull ✗ Oak ✗ Freddie
Are its percentages honest?All tiers · 33 replayed races
Now Before the adjustment
0% 0% 25% 25% 50% 50% 75% 75% 100% 100% What it said How often it happened perfectly honest Before: said 1%, happened 2% (1431 chances) Before: said 9%, happened 9% (482 chances) Before: said 21%, happened 19% (307 chances) Before: said 40%, happened 44% (160 chances) Before: said 60%, happened 55% (108 chances) Before: said 80%, happened 50% (12 chances) Said 1%, happened 2% (1385 chances) Said 9%, happened 9% (516 chances) Said 21%, happened 18% (333 chances) Said 40%, happened 48% (164 chances) Said 59%, happened 53% (95 chances) Said 81%, happened 57% (7 chances)
Chances ofIt saidHappenedCount
0–5%1%2%1,385
5–15%9%9%516
15–30%21%18%333
30–50%40%48%164
50–75%59%53%95
75–100%81%57%7

Every win and podium chance it gave in the training replay (before and after qualifying), grouped by size. If it's honest, its 20% chances come off about 20% of the time, so the dots sit on the line. It was a bit too sure of itself, so race-day luck is now turned up by 10%. Small groups (a low count) bounce around a lot.

How the predictions work

Nobody's guessing here: the site races the rest of the season 100,000 times and counts what happens. Each driver's pace comes from where they've been finishing and qualifying (grid spot and lap-time gap to pole), with recent races counting most, last season helping early on, and results from other tiers counted too, adjusted for the tier's level. DNFs, missed races and a bit of race-day luck are all built in, and points use the league's own rules, sprints and fastest lap included.

It trains itself, without peeking. Every time it updates, it replays Season 3 and Season 4 race by race. Before each race it re-learns its settings from the races before it only, predicts pole and the winner as if qualifying hadn't happened, predicts the winner again once the grid is known, then checks both against what really happened. Over 33 replayed races it picked the winner 18% of the time before qualifying (a random pick: about 3%) and 30% after it, with 52% of podium spots right. The live predictions then use settings learned from every race so far.

It also tests two extra ideas each time, how drivers go at particular tracks and a rating based on who they beat, and only uses them if they make the replay more accurate. So far neither has, so both are switched off. Cars are equal in the league, so only drivers are rated. Finally it checks its own percentages are honest (above) and adjusts how sure of itself it is to match, and measures how much form wanders from race to race, so races further ahead are treated as less certain.

It updates after every result. It's a bit of fun, not a guarantee.