Feature update: wARP

Feature update: wARP


wARP: weighted average running position. It's live now. You can see it where you'd expect to see it: the main stats page, the driver page, and race page.


Average running position gives equal credit to every lap in a race. That's good, because it gives a driver credit for their whole race, but it dismisses the relative predictability of the individual laps.

We've seen with PFAE that starting position – the earliest lap – heavily discounts average finish toward mid-pack. These are the average finishes of each of the top ten starting positions in the Cup series. Starting first doesn't even average a top ten finish!

StartRacesWinsAFPAvg Gain

We can see a similar phenomenon when we look at the average finish of individual running positions over the course of the race. Here's a few selected running position charts:

You can see that early early laps don't correlate very strongly with the finish. At the end of the first stage – usually about a quarter of the way into the race – the driver in first place averages a tenth place finish. Even at the halfway point, they'll still only average a ninth place finish. But as the race gets later and later, that average finish converges with the running position. That makes sense, of course, as there's less time to gain and lose position as the race goes on. Once you cross the halfway point, there are no more guaranteed pitstops, so it's critical for drivers to get into forward positions when it matters.

Weighted average running position asks how good a driver is at getting into those forward positions. It weighs laps according to the graphs above: how far away the point on the graph is from the selected running position..

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