Stats are updated after each race, typically within a few hours of the chequered flag.
What seasons are available?
Full season stats are available from 2023 to present. Historical driver and constructor standings go back to 1950.
What is Expected Points (xP)?
Expected Points is what a start position is worth across 1,000 simulated races, adjusted for the car and the circuit. Delta compares the points a driver actually scored with that, in races they finished, so retirements do not count against them. DNF cost shows separately what retirements and non-starts took away. A driver consistently above their xP is converting grid slots into more points than expected.
What is PAR (Performance Above Replacement)?
PAR measures how much better a driver performs versus the median driver who could theoretically take their seat, accounting for the car's underlying pace. It isolates driver contribution from machinery.