2026 Formula 1 World Championship

F1 Predictions

Machine learning race outcome predictions using qualifying data and XGBoost regression.

Upcoming Races

Round 17

Azerbaijan Grand Prix

26 Sept 2026

Round 18

🇸🇬Singapore Grand Prix

11 Oct 2026

Round 19

🇺🇸United States Grand Prix

25 Oct 2026

Latest Prediction

Last Race

British Grand Prix

5 Jul 2026

Driver

Qualifying

Lewis Hamilton

Ferrari

Kimi Antonelli

Mercedes

George Russell

Mercedes

Model Accuracy

44.4%

Podium Presence

11.1%

Exact Podium

Races Analyzed

4.9 pos

Avg Position Error

Accuracy Trend

Past Predictions

ExactWithin ±2Missed

British Grand Prix

5 Jul 2026

Podium

Presence 67%·Exact 0%

View Report →

1Lewis Hamilton→ 3

2Kimi Antonelli→ 15

3George Russell→ 2

4Isack Hadjar→ 5

5Charles Leclerc→ 1

Austrian Grand Prix

28 Jun 2026

Podium

Presence 67%·Exact 0%

View Report →

1Max Verstappen→ 2

2Kimi Antonelli→ 3

3Lewis Hamilton→ 5

4Isack Hadjar→ 6

5Fernando Alonso→ 18

Barcelona Grand Prix

14 Jun 2026

Podium

Presence 33%·Exact 0%

View Report →

1Kimi Antonelli→ 16

2Lando Norris→ 3

3Max Verstappen→ 4

4George Russell→ 2

5Lewis Hamilton→ 1

Monaco Grand Prix

7 Jun 2026

Podium

Presence 67%·Exact 0%

View Report →

1Lewis Hamilton→ 2

2Charles Leclerc→ 17

3Kimi Antonelli→ 1

4Lando Norris→ 19

5Max Verstappen→ 22

Canadian Grand Prix

24 May 2026

Podium

Presence 0%·Exact 0%

View Report →

1Lando Norris→ 18

2Oscar Piastri→ 11

3George Russell→ 19

4Lewis Hamilton→ 2

5Kimi Antonelli→ 1

Miami Grand Prix

3 May 2026

Podium

Presence 33%·Exact 0%

View Report →

1Charles Leclerc→ 8

2Kimi Antonelli→ 1

3Max Verstappen→ 5

4Lando Norris→ 2

5George Russell→ 4

Japanese Grand Prix

29 Mar 2026

Podium

Presence 67%·Exact 67%

View Report →

1Kimi Antonelli→ 1

2George Russell→ 4

3Charles Leclerc→ 3

4Lando Norris→ 5

5Oscar Piastri→ 2

Chinese Grand Prix

15 Mar 2026

Podium

Presence 33%·Exact 0%

View Report →

1Hamilton→ 3

2Piastri→ 19

3Leclerc→ 4

4Russell→ 2

5Antonelli→ 1

Australian Grand Prix

8 Mar 2026

Podium

Presence 33%·Exact 33%

View Report →

1George Russell→ 1

2Isack Hadjar→ 20

3Oscar Piastri→ 21

4Charles Leclerc→ 3

5Kimi Antonelli→ 2

Model Features

Top features by importance (gain) from the XGBoost model.

Qualifying Position48.4%

Starting grid position from qualifying

Last3 Avg Finish9.3%

Q3 Lap Time9.2%

Best Q3 lap time in seconds

Season Points To Date6.5%

Gap To Pole5.3%

LinkedIn Archive

Chinese Grand Prix 2026 — Race Predictions

Pre-race ML model predictions for the 2026 Chinese GP.

15 Mar 2026

Australian Grand Prix 2026 — Race Predictions

Pre-race ML model predictions for the 2026 Australian GP.

16 Mar 2026