Upgrading the Championship Projection Model

If you followed this site last year you’ll remember the championship projections model that simulated the remaining races of the season 50,000 times and returned the probability of every driver finishing in every position in the championship. This model was rooted in each driver’s average finishing position, average track position, consistency, and influenced by how many races had already been completed. For this season I have completely overhauled the projection system and I am going to run through a few of the major changes in this article.Read More »

A New Way to View Stats on The Single Seater

For the past few years, the stats that I tracked on this website have been posted with the help of Google Sheets. This worked fairly well, but it didn’t support even simple sorting by columns or searching for drivers. For this upcoming season, I have completely changed the way my stats will be presented and available to people. I have been developing an R Shiny app that will be the new home for all of the stats that I track throughout the IndyCar season. It has a lot of nice features that I just want to briefly mention in this article so that you can get the most out of using it. It is still very much under active development, so there will likely be a few updates to it as I continue work and receive feedback.Read More »

A Statistic to Assess IndyCar Race Strategists

Photo: Chris Jones

In my opinion, there isn’t currently a good way to evaluate team strategy in IndyCar based off of the traditional statistics of starting and finishing position. If a car improves throughout a race, was it because of good strategy, great passes, or just being fast? It’s not particularly easy to tell and even if you watch the race, there’s too many cars and different things going on to get a good measure of what happened by the eye test.

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What is Expected Points and Why Does it Matter?

Photo: Chris Jones

New for 2019, I will be keeping track and updating Expected Points (xPts) for every race and for the season as a whole. xPts is the number of points we would expect to see a driver earn in a race given how he ran as judged by their average track position (ATP) and ATP25. The last 25% of the race is given extra weight as it is when the race is finally coming down to the wire and performance is more crucial. If two drivers both had an ATP of 5 but one had an ATP25 of 3 and then other an ATP25 of 18, while they both had good days from their general ATP, we would still expect the former to score more points than the latter.

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