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
- 0.232
- brier
- 0.069
- ECE
- 0.130
- field avg
- 16%
- spread
- 82
Driver ranking
coloured by outcome · hit · miss
- 01
PIA
McLaren
82%grid 2 - 02
LEC
Ferrari
80%grid 1 - 03
SAI
Ferrari
52%grid 3 - 04
PER
Red Bull Racing
31%grid 4 - 05
VER
Red Bull Racing
27%grid 6 - 06
NOR
McLaren
18%grid 15 - 07
HAM
Mercedes
14%grid 19 - 08
RUS
Mercedes
9%grid 5 - 09
ALO
Aston Martin
2%grid 7 - 10
BEA
Haas F1 Team
1%grid 10 - 11
ZHO
Kick Sauber
1%grid 17 - 12
OCO
Alpine
1%grid 20 - 13
BOT
Kick Sauber
1%grid 16 - 14
TSU
RB
1%grid 11 - 15
STR
Aston Martin
1%grid 13 - 16
HUL
Haas F1 Team
1%grid 12 - 17
ALB
Williams
1%grid 9 - 18
COL
Williams
1%grid 8 - 19
GAS
Alpine
1%grid 18 - 20
RIC
RB
1%grid 14
Top driver · factor breakdown
PIA
McLaren
Probability
82%
- grid position+1.82
- team form+1.00
- driver form (last 5)+0.92
pushes probability downshappushes probability up
Summary
Strongest signal on PIA (McLaren) at 82.1%.
Strongest team average: Ferrari 65.9%.
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)