Data Driver
Singapore Grand Prix · Singapore

Antonelli

Live forecast for Singapore Grand Prix. The model is calibrated against its published race history.

Antonelli30.25%
Hamilton23.82%
Russell13.91%
Leclerc12.56%
Norris6.02%
01 / FORECAST

Singapore Grand Prix

The stage number, row by row

The same win probabilities that drive the forecast above, plotted against the full scale. A short bar means a genuinely open race, not a formatting choice.

Win probability

Absolute scale · 0–100%

Σ

Rest of field

Not shown above

13.44%
02 / SIMULATION

Outcome uncertainty

One probability is not one outcome

The row above is only the first column of a simulated race. Here is the rest of it — the joint finishing spread the model stored, not just a single winner number.

Model output · joint race simulations

Select a driver to inspect how uncertain their result is. Every position bar is taken directly from the model; DNF is reported separately.

Top five 86.6% · Rest of field 13.4%Full-field probabilities. Values are not reweighted.

Classified finish distribution

Kimi Antonelli

Bar height = share of simulated races

Finishing-position probabilities for Kimi Antonelli
PositionProbability
P130.5%
P221.9%
P315.7%
P410.8%
P57.2%
P64.3%
P72.1%
P81.4%
P90.7%
P100.2%
P11<0.1%
P12<0.1%
P130%
P140%
P150%
P160%
P170%
P180%
P190%
P200%
Model
Ensemble + Monte Carlo
Field
22 drivers
Resolution
P1–P20 + DNF
Reading
Probability, not certainty
03 / DRIVERS

Deep dive

Now hold one driver still

The same simulation, read one driver at a time: win, podium, points and DNF as the model published them, with the finish and score it expects.

Kimi Antonelli

Antonelli

mercedes · #12

Forecast rank01 of 05

Win
30.3%
Podium
68.0%
Points
94.8%
DNF
5.1%
Expected finish
P3.8
Expected points
16.5
Implied odds
3.3/1

Stored model output · not reweighted · an em dash means the model published no value

04 / DATA LABforecast source LIVE API

Explore the model

Every number above is queryable

The page you are reading is rendered from the same public API. These four surfaces let you check it against Formula 1 Singapore Airlines Singapore Grand Prix 2026.

Forecast rows
22
Brier
0.038
vs Grid
+20%

06 / COVERAGE

Verified public endpoints

Nothing appears live until the evidence is.

Where all of it comes from

Every series in this manifest is backed by a production pipeline and an inspectable public API. Planned coverage stays off the page.

01

Formula 1

Official race results, championship state and model forecasts — one verified public data surface.

Status
Live
Endpoints
88
Since
1950

Status and endpoint counts are read from the public API, not maintained as marketing copy.

Inspect API coverage ↗

Live forecast data. Brier: 0.038; vs Grid: +20%; Scored: 11; Model: Ensemble; Field: 22 drivers; Antonelli: 30.25%; Hamilton: 23.82%; Russell: 13.91%; Leclerc: 12.56%; Norris: 6.02%.

Follow the forecast from its inputs to the result. The model, its calibration and every scored race remain open to inspection.