2023 Bike Packing Wrap Up

Data Wrangling
Author

Edu Gonzalo-Almorox

Published

December 4, 2023

Is this time of the year where we receive the wrap ups with the highlights of our activities. 2023 has lived a great rise bike packing events all over the world. According to DotWatcher, a UK based company building up a great community around this sport, bike-packing racing is living its own golden age and there has been a rise on the events hosted. No matter what discipline, either road, off-road or gravel, there have been events all over the world.

Using information about riders that posted on both DotWatcher and Bikepacking.com information about their experiences, in this blog I am going to show some insights of what has been 2023 in terms of bike packing races.

The set up & the Data

Prior to visualise the insights, a quick note on the data. Data are extracted from sections associated with Rigs of and Bikes of from Bikepacking.com and Dotwatcher.cc. These are dedicated sections where riders post information about their bikes, the gear they intend to use in the race, where they come from, etc…

I have built a scraper that I have combined with a Large Language Model1 to extract information about different elements referred to the bikes and components used by the riders. A snapshot fo th information availables

country age_group race bike_brand bike_models type_race
Austria 30 - 40 years old Hellenic Mountain Race 2023 Specialized Epic Off Road
United States 50 - 60 years old Stagecoach 400 2023 Marin Rift Zone 2 Off Road
United States 50 - 60 years old Stagecoach 400 2023 Canyon Lux Trail Off Road
Canada 50 - 60 years old Stagecoach 400 2023 Habanero Custom 4XL Titanium Hardtail Off Road
Italy 40 - 50 years old Hellenic Mountain Race 2023 Canyon Lux Trail CF7 Columbia Blue 2022 Off Road

What type of event got more attention from the riders?

Riders were more engaged with gravel events. Out of the almost 2200 riders that reported information about their gear, a 42% did it for an event the info provided by riders is associated with Gravel events (42%) followed by Off-Road (35%) and Road (23%). Within gravel, Badlands led the events with 122 riders reporting their gear. Considering off-road, the Tour Divide obtained most of th was Atlas Mountain Race with 104

What type of riders

Age groups

Gravel seems to be a popular among riders in their 40s and 30s. Off road events look like the event to go as riders get older. This is specially true when riders are in their sixties.

Countries of the riders

Riders from the UK are the most numerous followed by German and American riders. There is a distinction in the type of races. Whereas European riders tend to favour gravel races, American, Canadian and Kiwi riders seem to sign up for off-road events more frequently (in 80% - 90% of the total sign-ups of the riders in the country). Road racing was more determining for French and Polish riders who signed up for Transpyrenees and the Race Across Poland respectively

Bikes

Footnotes

  1. The model used is gpt-3.5-turbo-1106↩︎