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
- 0.234
- brier
- 0.077
- ECE
- 0.111
- field avg
- 16%
- spread
- 76
Driver ranking
coloured by outcome · hit · miss
- 01
NOR
McLaren
77%grid 1 - 02
PIA
McLaren
70%grid 3 - 03
VER
Red Bull Racing
70%grid 2 - 04
RUS
Mercedes
32%grid 4 - 05
HAM
Mercedes
22%grid 14 - 06
LEC
Ferrari
14%grid 6 - 07
PER
Red Bull Racing
11%grid 5 - 08
SAI
Ferrari
5%grid 10 - 09
ALO
Aston Martin
2%grid 7 - 10
STR
Aston Martin
1%grid 8 - 11
HUL
Haas F1 Team
1%grid 12 - 12
ZHO
Kick Sauber
1%grid 17 - 13
SAR
Williams
1%grid 18 - 14
TSU
RB
1%grid 11 - 15
RIC
RB
1%grid 13 - 16
MAG
Haas F1 Team
1%grid 20 - 17
ALB
Williams
1%grid 19 - 18
BOT
Kick Sauber
1%grid 16 - 19
GAS
Alpine
1%grid 9 - 20
OCO
Alpine
1%grid 15
Top driver · factor breakdown
NOR
McLaren
Probability
77%
- grid position+1.91
- team form+0.95
- quali gap to pole+0.62
pushes probability downshappushes probability up
Summary
Strongest signal on NOR (McLaren) at 76.9%.
Strongest team average: McLaren 73.5%.
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)