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
- 0.152
- brier
- 0.050
- ECE
- 0.106
- field avg
- 15%
- spread
- 83
Driver ranking
coloured by outcome · hit · miss
- 01
PIA
McLaren
83%grid 2 - 02
NOR
McLaren
71%grid 3 - 03
LEC
Ferrari
67%grid 1 - 04
RUS
Mercedes
35%grid 4 - 05
HAM
Ferrari
10%grid 12 - 06
ALO
Aston Martin
6%grid 5 - 07
STR
Aston Martin
5%grid 6 - 08
VER
Red Bull Racing
3%grid 8 - 09
HUL
Kick Sauber
1%grid 18 - 10
BOR
Kick Sauber
1%grid 7 - 11
HAD
Racing Bulls
1%grid 10 - 12
TSU
Red Bull Racing
1%grid 20 - 13
GAS
Alpine
1%grid 16 - 14
ALB
Williams
1%grid 19 - 15
LAW
Racing Bulls
1%grid 9 - 16
ANT
Mercedes
1%grid 15 - 17
COL
Alpine
1%grid 14 - 18
SAI
Williams
1%grid 13 - 19
OCO
Haas F1 Team
1%grid 17 - 20
BEA
Haas F1 Team
1%grid 11
Top driver · factor breakdown
PIA
McLaren
Probability
83%
- grid position+1.83
- team form+1.14
- driver form (last 5)+0.83
pushes probability downshappushes probability up
Summary
Strongest signal on PIA (McLaren) at 83.1%.
Strongest team average: McLaren 76.8%.
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)