What it shows
Each row is one driver-season rating:- Rating (gap to teammate): per race, the median of the driver’s lap-by-lap gap to his teammate on laps both ran clean; averaged over the season and shrunk toward the season mean with a 5-race prior. Negative = faster than his teammate(s), in seconds per lap. Most seasons sit within ±0.4s.
- 95% CI: the season rating’s posterior uncertainty. A wider interval means fewer races.
- ★: drivers with at least 8 races on each side of the 2022 regulation boundary. Shown for context; no rating depends on them.
A minimum of 5 races is required for a driver-season to appear, so part-season cameos are excluded.
How to use it
- Select a season to rank that year, or compare ratings across seasons on the shared scale.
- Check who the teammate was before comparing two rows: the rating is a margin over that teammate.
- Read the CI before ranking two adjacent rows; overlapping intervals are a statistical tie.
- Export the data to build your own cross-era comparisons.
Reading the signal correctly
The rating is teammate-relative: it answers “how far ahead of the driver in the same car was he?”, not “how far ahead of the field?” and not “what lap time would he set today?”. A −0.3s season next to a weak teammate and a −0.3s season next to a strong one are not the same achievement.Data source
The chart queriesint_era_normalized_driver_rating via DuckDB-Wasm in the browser.
The data window covers 2018–2025.
For the full model definition, see the
int_era_normalized_driver_rating reference.