driver scores points (top 10)Qualifying — driver reaches Q3 (top 10)S: driver scores points (top 8)Sprint Qualifying — driver starts top 5driver finishes on the podium (top 3)driver WINS (1st place)Head-to-head — driver beats their teammate in the race
- log-loss
- 0.159
- brier
- 0.048
- ECE
- 0.122
- field avg
- 16%
- spread
- 70
Driver ranking
coloured by outcome · hit · miss
- 01
NOR
McLaren
70%grid 3 - 02
VER
Red Bull Racing
63%grid 2 - 03
SAI
Ferrari
59%grid 1 - 04
LEC
Ferrari
54%grid 4 - 05
RUS
Mercedes
20%grid 5 - 06
PIA
McLaren
18%grid 17 - 07
HAM
Mercedes
13%grid 6 - 08
PER
Red Bull Racing
2%grid 18 - 09
MAG
Haas F1 Team
2%grid 7 - 10
ALB
Williams
1%grid 9 - 11
ALO
Aston Martin
1%grid 13 - 12
HUL
Haas F1 Team
1%grid 10 - 13
GAS
Alpine
1%grid 8 - 14
STR
Aston Martin
1%grid 14 - 15
ZHO
Kick Sauber
1%grid 19 - 16
BOT
Kick Sauber
1%grid 15 - 17
TSU
RB
1%grid 11 - 18
LAW
RB
1%grid 12 - 19
COL
Williams
1%grid 16 - 20
OCO
Alpine
1%grid 20
Top driver · factor breakdown
NOR
McLaren
Probability
70%
- grid position+1.30
- team form+0.95
- driver form (last 5)+0.95
pushes probability downshappushes probability up
Summary
Strongest signal on NOR (McLaren) at 70.2%.
Strongest team average: Ferrari 56.6%.
Export a9872a5 · generated 2026-04-23T10:31:09+00:00. Republished automatically after every F1 session.
Back to F1 projectRace — driver finishes on the podium (top 3)