Predicted finishing order for the top 3
RUS is a strong contender at Miami International Autodrome.
LEC is a strong contender at Miami International Autodrome.
ANT is a strong contender at Miami International Autodrome.
Drivers likely to finish in the points — no specific order
Model Methodology
Recency-weighted finishing positions across the last 5 races. Most recent race counts most.
Points standing after the last completed round — reflects consistent season pace.
Podium finishes at this circuit over the last 10 seasons. Capped to avoid retired-era bias.
Recency-weighted qualifying positions — pole converts to a win ~40% of the time in modern F1.
Predictions are generated from historical and current-season data via the Jolpica F1 API. All scores are min-max normalised per factor and then weighted. Podium probabilities are derived from a softmax over the top-10 scores. This is a statistical model — actual race outcomes depend on many unpredictable factors.