What is DriverIndex?

Formula 1 hands out individual trophies for a team sport. The machinery decides most of what happens on a Sunday, so the official table is mostly ranking cars, with the driver's contribution buried somewhere inside it.

DriverIndex digs that contribution out and gives it a table of its own.

The question the standings can't answer

Put the best driver on the grid in the tenth-fastest car and the championship will call him the tenth-best driver. Everyone watching knows that's wrong. Nobody could ever prove how wrong, because "he's driving well" is an opinion, and opinions don't have a leaderboard.

So we built one. Every race, every driver is measured against what their own machinery was capable of that weekend. Beat it and you gain. Fall short and you lose. What the car gave you is not yours to keep.

Nine ways to measure a drive

A race isn't one skill, so we don't score it as one number. Nine independent metrics run against every driver in every round.

• Race pace. Speed with the car's baseline stripped out.
• Qualifying. The Saturday lap, adjusted for the machinery.
• Expected position. The result against the slot the car earns.
• Attack & defence. What happens wheel to wheel.
• Tyre management. Making the rubber last without giving up time.
• Consistency. Lap after lap after lap.
• The start. The metres nobody gets back.
• Pit execution. The driver's share of the stop, not the crew's.
• Cleanliness. Mistakes and sanctions, all of them counted.

Every one of them is reported the same way, on one common grade, each score calibrated against its own spread so that a strong tyre-management grade and a strong qualifying grade are equally hard to earn. The nine then combine into a single race grade. Drivers are ranked by it, the ranking pays points on the official F1 scale, and the season total becomes the DriverIndex Championship. Same currency as the real thing, handed out for a different reason.

Built on years of racing data

These algorithms weren't sketched over a weekend. Each of the nine was designed, tested and tested again against years of historical race data, calibrated on seasons that had already happened so that it earns its numbers before it is ever pointed at a live one.

Every score then faces one more filter. It has to survive the race that actually happened. A rating that contradicts the documented events of a Grand Prix goes back to the bench instead of going live. That checking is slow, and it is the reason we trust what comes out.

No opinions. Not one.

There is no panel here, no fan vote, no driver of the day. Nothing on this site was awarded because someone liked a move. Every number traces back to official timing data and the same mathematics applied identically to all twenty-two drivers. The leader of the championship and the driver who has never scored get measured by the exact same ruler.

It cuts both ways, and that is the point. The model has no favourites to protect.

Fair by design

A driver is never punished for machinery that broke underneath them. When a metric can't measure something fairly, say a stint wrecked by a safety car or a race with no usable reference, it says not classified instead of guessing. Documented car failures at the start are neutralised. We would rather show you a gap than a number we don't believe.

What you'll find here

• The championship. The season on merit, side by side with the official table.
• The Index. Every driver ranked on their season-average grade, and how far each one sits from their result.
• Driver pages. The nine-metric fingerprint of a season, race by race.
• Race pages. A 2D replay built from real lap-by-lap timing, plus the full analytics.
• Duels. Any two drivers, head to head, on all nine metrics.

See the championship → The Index →

Data and independence

All inputs derive from official F1 live-timing data via the open-source FastF1 toolkit. DriverIndex is an independent analytics project and is not associated with Formula 1, the FIA, Formula One Management, or any team. F1 and related marks are trademarks of their respective owners.

Who publishes this, and how to check it

DriverIndex is an independent project, not a publication with a newsroom behind it. That is worth saying plainly, because a site making evaluative claims about named people should be answerable for them.

• Source data. Official Formula 1 timing, read through FastF1. Nothing here is hand-entered, and nothing is adjusted after a result is published.
• The front end is open. Every page you are reading is generated from one CSV by code you can inspect at github.com/w-walber/f1driverindex. The scoring formulas themselves are not public — they are the project's own work — but the data they produce, and everything done with it afterwards, is.
• Update cadence. Every page is rebuilt after each round, once that Grand Prix's timing data is validated. The date of the last rebuild is in the footer of every page on the site, and in each page's structured data.
• Corrections. Scores do change: the model is still being refined, and a rating that turns out to contradict what happened in a race gets revisited rather than defended. If you think a number is wrong, open an issue with the round and the driver and it will be looked at.

Season 2026 data covers 13 rounds and 23 drivers, last rebuilt after Italian Grand Prix.