Season
2025
Model
ridge_mixed_effects
Created
2026-01-08 12:08:05
Source
driver_style_metrics_2025.json
Params: {"lambdas":{"driver":0.4,"team":1,"event":0.8}}
| Driver | Effect % | Effect Z | Coverage | Obs |
|---|---|---|---|---|
Max Verstappen VER | 100% | 2.14 | 100% | 24 |
George Russell RUS | 95% | 1.15 | 96% | 23 |
Lando Norris NOR | 90% | 1.05 | 100% | 24 |
Oscar Piastri PIA | 85% | 0.82 | 100% | 24 |
Charles Leclerc LEC | 80% | 0.72 | 100% | 24 |
Fernando Alonso ALO | 75% | 0.55 | 100% | 24 |
Jack Doohan DOO | 70% | 0.46 | 25% | 6 |
Esteban Ocon OCO | 65% | 0.18 | 100% | 24 |
Carlos Sainz SAI | 60% | 0.10 | 100% | 24 |
Pierre Gasly GAS | 55% | 0.05 | 100% | 24 |
Alexander Albon ALB | 50% | -0.02 | 100% | 24 |
Gabriel Bortoleto BOR | 45% | -0.23 | 96% | 23 |
Nico Hülkenberg HUL | 40% | -0.26 | 100% | 24 |
Lewis Hamilton HAM | 35% | -0.33 | 100% | 24 |
Lance Stroll STR | 30% | -0.34 | 100% | 24 |
Andrea Kimi Antonelli ANT | 25% | -0.44 | 100% | 24 |
Liam Lawson LAW | 20% | -0.58 | 100% | 24 |
Franco Colapinto COL | 15% | -0.78 | 75% | 18 |
Yuki Tsunoda TSU | 10% | -0.99 | 100% | 24 |
Isack Hadjar HAD | 5% | -1.54 | 100% | 24 |
Oliver Bearman BEA | 0% | -1.71 | 100% | 24 |