Qualifying pace vs race pace
Saturday pace is a noisy signal. A car can be fast over one lap and burn its tires in 5 laps on Sunday. We track per-team Q3-to-race-pace delta to find overpriced Saturday heroes.
Tire degradation by compound
Different cars wear different compounds differently. A team that kills the medium but protects the hard becomes the favorite on any 2-stop where strategy windows matter.
Track fit
Street circuit, high-downforce, high-speed, low-grip resurfacing. Each car has a profile. Monaco favors traction and mechanical grip; Monza favors top-end power. We weight by track.
Weather variance
Rain is the great equalizer. Mid-tier teams with strong wet-weather drivers become live outright contenders when the forecast slips. We shift model weights on 40% plus rain probability.
Upgrade package cycle
F1 teams develop through the season in discrete upgrade packages. A team that brings a floor upgrade 2 races before a rival is the pricing inefficiency most models lag on.
Reliability and DNF risk
Season-long DNF rates swing driver EV meaningfully. Power-unit grid penalties, engine mileage, and hydraulics history feed into podium and points finish pricing.