LAPT
Insights · Race Predictor · Pre-Quali

Who Wins SINGAPORE?

Monte Carlo race outcome model · 5,000 simulated races · uses only data from prior rounds. Grid is predicted by a separate qualifying model.

PRE-QUALIGrid is predicted by a separate qualifying model — race-finish probabilities propagate that uncertainty.Race OCT 11, 2026· IN 2 DAYS
Predicted Podium
P1Pred. Grid P1
NorrisMcLaren
39.6%Win Prob
P1P2 medianP3
Podium73%
Points94%
DNF6%
σ1.6
P2Pred. Grid P2
VerstappenRed Bull
29.7%Win Prob
P1P2 medianP4
Podium70%
Points94%
DNF6%
σ1.6
P3Pred. Grid P3
HamiltonFerrari
9.2%Win Prob
P2P3 medianP4
Podium56%
Points95%
DNF5%
σ1.7
Full Field
#DriverWinPodiumPointsDNF
1
NorrisMcLaren · σ 1.6
39.6%
73%
94%
6%
2
VerstappenRed Bull · σ 1.6
29.7%
70%
94%
6%
3
HamiltonFerrari · σ 1.7
9.2%
56%
95%
5%
4
LeclercFerrari · σ 1.8
7.2%
39%
94%
6%
5
RussellMercedes · σ 2.0
5.5%
26%
94%
5%
6
HadjarRed Bull · σ 1.9
2.9%
14%
94%
6%
7
AntonelliMercedes · σ 2.2
4.7%
18%
95%
4%
8
PiastriMcLaren · σ 2.2
1.2%
4%
87%
6%
9
LawsonRB F1 Team · σ 1.9
0.0%
0%
77%
4%
10
GaslyAlpine F1 Team · σ 2.1
0.0%
0%
54%
4%
11
ColapintoAlpine F1 Team · σ 2.1
0.0%
0%
47%
3%
12
LindbladRB F1 Team · σ 2.3
0.0%
0%
40%
2%
13
HülkenbergAudi · σ 2.1
0.0%
0%
18%
7%
14
BortoletoAudi · σ 2.2
0.0%
0%
9%
6%
15
TsunodaRB F1 Team · σ 2.0
0.0%
0%
7%
3%
16
BearmanHaas F1 Team · σ 2.1
0.0%
0%
1%
8%
17
SainzWilliams · σ 2.0
0.0%
0%
0%
10%
18
AlbonWilliams · σ 1.9
0.0%
0%
0%
11%
19
OconHaas F1 Team · σ 2.0
0.0%
0%
0%
4%
20
AlonsoAston Martin · σ 2.1
0.0%
0%
0%
12%
21
BottasCadillac F1 Team · σ 1.7
0.0%
0%
0%
15%
22
PérezCadillac F1 Team · σ 1.7
0.0%
0%
0%
11%
23
StrollAston Martin · σ 1.7
0.0%
0%
0%
16%
Swing Factors
WET RACEHeavy rain throughout
NOR39.6% → 22.1%-17.5%
VER29.7% → 18.0%-11.7%
HAM9.2% → 8.8%-0.4%
HEAVY SCMultiple safety cars
NOR39.6% → 31.1%-8.5%
VER29.7% → 24.0%-5.7%
HAM9.2% → 9.9%+0.7%
CLEAN RACEDry, no SC, low chaos
NOR39.6% → 43.5%+3.9%
VER29.7% → 31.6%+1.9%
HAM9.2% → 7.6%-1.5%
Team Scenarios
1-2 Finish
ferrari3.3%
red bull1.7%
mclaren0.6%
Both on Podium
ferrari15.6%
red bull7.7%
mercedes2.4%
mclaren2.1%
Both in Points
mercedes89.6%
ferrari89.3%
red bull88.9%
mclaren82.1%
rb32.3%
Backtest · 2025
Podium Hits78%2.3 of 3 podium spots
Winner Hit63%Top-prob driver = actual winner
Pole Hit17%Pole margins are often <0.05s
Top-3 Quali Hit64%1.9 of 3 front-row slots
Mean Brier (Win)0.61Lower is better · uniform ≈ 0.95