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
- 0.093
- brier
- 0.032
- ECE
- 0.068
- field avg
- 6%
- spread
- 53
Driver ranking
coloured by outcome · hit · miss
- 01
PIA
McLaren
53%grid 2 - 02
NOR
McLaren
45%grid 3 - 03
LEC
Ferrari
24%grid 1 - 04
RUS
Mercedes
2%grid 4 - 05
HAM
Ferrari
1%grid 12 - 06
ALO
Aston Martin
0%grid 5 - 07
STR
Aston Martin
0%grid 6 - 08
TSU
Red Bull Racing
0%grid 20 - 09
OCO
Haas F1 Team
0%grid 17 - 10
SAI
Williams
0%grid 13 - 11
GAS
Alpine
0%grid 16 - 12
BOR
Kick Sauber
0%grid 7 - 13
COL
Alpine
0%grid 14 - 14
VER
Red Bull Racing
0%grid 8 - 15
ALB
Williams
0%grid 19 - 16
HUL
Kick Sauber
0%grid 18 - 17
BEA
Haas F1 Team
0%grid 11 - 18
HAD
Racing Bulls
0%grid 10 - 19
ANT
Mercedes
0%grid 15 - 20
LAW
Racing Bulls
0%grid 9
Top driver · factor breakdown
PIA
McLaren
Probability
53%
- grid position+1.63
- driver form (last 5)+1.41
- team form+0.95
pushes probability downshappushes probability up
Summary
Strongest signal on PIA (McLaren) at 53.1%.
Strongest team average: McLaren 49.1%.
Export a9872a5 · generated 2026-04-23T10:31:09+00:00. Republished automatically after every F1 session.
Back to F1 projectRace — driver WINS (1st place)