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
- 0.403
- brier
- 0.094
- ECE
- 0.152
- field avg
- 16%
- spread
- 75
Driver ranking
coloured by outcome · hit · miss
- 01
PIA
McLaren
75%grid 2 - 02
NOR
McLaren
68%grid 3 - 03
VER
Red Bull Racing
58%grid 1 - 04
RUS
Mercedes
43%grid 4 - 05
LEC
Ferrari
33%grid 6 - 06
HAM
Ferrari
29%grid 5 - 07
ANT
Mercedes
6%grid 10 - 08
ALO
Aston Martin
1%grid 7 - 09
BEA
Haas F1 Team
1%grid 18 - 10
GAS
Alpine
1%grid 8 - 11
ALB
Williams
1%grid 13 - 12
TSU
Red Bull Racing
1%grid 11 - 13
HUL
Kick Sauber
1%grid 19 - 14
OCO
Haas F1 Team
1%grid 14 - 15
STR
Aston Martin
1%grid 17 - 16
SAI
Williams
1%grid 9 - 17
HAD
Racing Bulls
1%grid 12 - 18
LAW
Racing Bulls
1%grid 15 - 19
BOR
Kick Sauber
0%grid 16 - 20
COL
Alpine
0%grid 20
Top driver · factor breakdown
PIA
McLaren
Probability
75%
- grid position+1.91
- team form+0.88
- driver form (last 5)+0.67
pushes probability downshappushes probability up
Summary
Strongest signal on PIA (McLaren) at 75.1%.
Strongest team average: McLaren 71.6%.
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)