./round-14
Italian Grand Prix
TOSS-UPMonza, Italy · 12 September 2021
Model: weighted-v3 · Computed: 8/28/2026, 8:41:34 PM
predicted
Lewis Hamilton
→
actual winner
Daniel Ricciardo
✗ INCORRECT
./why HAM share of weighted score
Car Performance 26%
Long Run Pace 20%
Adj. Grid Position 9%
Reliability 8%
Sector Strength 8%
Driver Rating 7%
Luck Factor 7%
Quali vs Teammate 6%
Win Rate 4%
Tyre Degradation 2%
Adj. Position Gain 2%
Weather Impact 1%
./all drivers
Pos
Driver
Win %
./compare drivers
Driver Alpha
Driver Beta
./what-if lab
Drag the weights to see how the predicted order shifts. Recomputed live in your browser — the model itself is unchanged.
total weight 100
./model weights
Car Performance 20%
Long Run Pace 15%
Tyre Degradation 8%
Reliability 8%
Quali vs Teammate 8%
Driver Rating 8%
Win Rate 8%
Luck Factor 7%
Sector Strength 6%
Adj. Grid Position 7%
Adj. Position Gain 3%
Weather Impact 2%