As a data science nerd, I’ve been closely following the professional cycling’s promotion/relegation scheme since it began in 2020, tracking the UCI Team Rankings that will determine which 18 teams might get a WorldTour licence. I’ve picked apart each team’s results, rosters and strategy while also taking a wider view on how the relatively new scheme has changed the sport.

For the purposes of this article, the Women’s WorldTour – equally as interesting in terms of racing – will have to take a back seat. Between teams going away and fewer applications for WorldTour licences, there hasn’t been the dramatic battle to avoid relegation that we’ve see on the men’s side.

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Paris-Roubaix, Paris-Nice and many other top events.

The UCI, in an attempt to create a cohesive calendar where the best teams and riders would regularly face each other, as well as more stability for teams, created the WorldTour (or ProTour as it was originally called). The concept was fairly simple: a set number of teams would be required to compete in a set number of top races so fans could enjoy the races with great competition.

From the inception, ASO objected to being forced to invite teams that they had no hand in choosing, citing a list of objections and demands over the years and complaining of a ‘closed system’. Doping scandals like Operación Puerto in 2006 and the 2007 Tour de France doping cases involving stage 13 winner Alexandre Vinokourov and race leader Michael Rasmussen only bolstered ASO’s case for stricter controls on who gets into the top tier.

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To cut out years of history far outside the scope of this article, the ASO vs. UCI conflict eventually led to the ethical, organisational and financial criteria that we see for WorldTour licences today. But the last demand for sporting criteria took much longer.

The reason was simple: pro cycling had a pesky doping problem, and adding pressure for results would only push riders toward illegal performance enhancement rather than away from it. Once the Athlete Biological Passport was in place and showing an effect on the doping problem, it paved the way for the UCI to add sporting criteria to WorldTour licences in 2020.

Is it a coincidence that a French UCI president, David Lappartient, was the one to make it happen? Is it a coincidence that it came on the heels of Israel Cycling Academy (as it was then known), owned by billionaire Sylvan Adams, joining the WorldTour by purchasing Katusha’s WorldTour licence in 2019? Possibly not.

the points structure came under heavy criticism for the weighting of one-day races compared to stage wins in the Tour de France. Third place at the ProSeries Faun-Ardèche Classic was worth 125 points while a Tour de France stage win was worth 120 points.

Cofidis and Arkéa-Samsic took advantage of this and focused much of their seasons on lower-level races in the ProSeries or Class 1 (.1) events, because of the points imbalance.

Additionally, the system only factored in the results of the top 10 riders of each team counted toward their team rankings, and Grand Tour stages only went five-deep for points, Arkéa-Samsic stacking the top 20 of the Tro-Bro Léon made a lot of sense for the team’s future, but perhaps did not make for thrilling racing. As a result, Arkéa were promoted with only 3,842 of their points coming from the WorldTour compared with Lotto’s 6,518 WorldTour points.

The UCI re-worked the points structure to give fewer points for one-day races relative to the more heavily weighted Tour de France before the start of the 2023-2025 cycle. WorldTour races victories now range from 1,300 for the Tour de France, 1,100 for the Giro d’Italia and Vuelta a España, 800 for any of the Monuments, down to just 300, based on historical importance.

You can see the relative differences in the available points in the chart below.

Chinese bike maker XDS as a new sponsor, and with the infusion of cash, were able to bring in a raft of talent to help execute their plan to remain in the WorldTour. Unfortunately, pro cycling is secretive about budgets, so it’s difficult to accurately analyse results based on it.

However, Astana’s new sponsor helped the team bring on a data scientist who helped the managers and directors come up with a calendar and select just the right kinds of riders, along with a stronger team of coaches and staff to support the riders throughout the season and ensure they were in fighting form.

It also supported a massive increase in the number of races in which the team were able to score points – they went from scoring in 74 and 88 races in 2023 and 2024, respectively, to 124 races this year. Their average points taken in those races went up from 96 and 76 to 135 – a massive increase that fuelled their ascent.

The changes were astonishing: XDS Astana ended the year in fourth for the 2025 season behind powerhouses UAE Team Emirates XRG, Visma-Lease a Bike, and Lidl-Trek.

Their tally of points for the season – 16,712 – was more than enough to lift them out of the relegation zone, climbing from 21st to 15th for the three-year period. I’ve highlighted the team in blue in this animated bar chart race so you can see their progress in the three-year rankings over time. (Note, the chart only looks at final rankings for 2023 and 2024 to keep the animation reasonably short.)

Alpecin-Deceuninck are the shining example: they don’t feature high on the wins per month column, when they do win, they make it count more than any other team.

This is mainly due to the fact that Mathieu van der Poel wins a lot of their races, and in major Classics. Paris-Roubaix and Milan-San Remo are worth 800 points to the winner. Additionally, Jasper Philipsen had a bunch of Grand Tour stage wins worth 180 points or 210 for the Tour. Their average win was worth just shy of 200 points, more than even UAE Team Emirates!

This is probably the only chart where UAE, Visma and Lidl-Trek aren’t at the top.

Compare that to the heat map below showing the number of wins per month by each team across three years.

UAE Team Emirates-XRG came to be over the three years. Grouped by month, the darker colors are fewer victories, and the lighter the color, the more wins. This data only looks at one-day and GC victories and ignores other points coming from leading or winning a minor classification in a stage race.

UAE Team Emirates XRG recorded the most wins in a month in June 2025, in part because five riders won national titles. But the team won three stages and the GC in the Dauphiné with Tadej Pogačar and the Tour de Suisse with João Almeida. Filippo Baroncini’s win in the Baloise Belgium Tour and Ivo Oliveira’s stage in Tour of Slovenia put them over the previous maximum of 13 held by the same team in July 2024 and July 2025 and by Visma-Lease a Bike in September 2023.

They’re all good dogs!

I tried to visualise each team’s qualities with a radar chart, and while it shows some interesting things like Ineos’ high number of unique winners and Alpecin-Deceuninck’s deep reliance on a couple riders, what is most stunning is UAE Team Emirates are amazing in every category. The two relegated teams? They barely register with the scale needed to accommodate UAE!

The possibilities of analysing the WorldTour data are endless so I’ll leave it here. Drop a comment if you want to see anything else.