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
- 0.176
- brier
- 0.054
- ECE
- 0.077
- field avg
- 19%
- spread
- 84
Driver ranking
coloured by outcome · hit · miss
- 01
PIA
McLaren
85%grid 2 - 02
NOR
McLaren
80%grid 1 - 03
RUS
Mercedes
47%grid 3 - 04
HAM
Mercedes
47%grid 6 - 05
LEC
Ferrari
42%grid 4 - 06
VER
Red Bull Racing
37%grid 7 - 07
SAI
Ferrari
31%grid 5 - 08
PER
Red Bull Racing
7%grid 8 - 09
COL
Williams
1%grid 18 - 10
ALO
Aston Martin
1%grid 11 - 11
HUL
Haas F1 Team
1%grid 10 - 12
ZHO
Kick Sauber
1%grid 20 - 13
STR
Aston Martin
1%grid 17 - 14
GAS
Alpine
1%grid 14 - 15
TSU
RB
1%grid 16 - 16
OCO
Alpine
1%grid 15 - 17
ALB
Williams
1%grid 9 - 18
MAG
Haas F1 Team
1%grid 13 - 19
BOT
Kick Sauber
1%grid 19 - 20
RIC
RB
1%grid 12
Top driver · factor breakdown
PIA
McLaren
Probability
85%
- grid position+1.80
- team form+1.14
- driver form (last 5)+0.88
pushes probability downshappushes probability up
Summary
Strongest signal on PIA (McLaren) at 84.6%.
Strongest team average: McLaren 82.5%.
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)