1. Rider lifecycle
How long do riders stay active?i
Distribution of unique active months per rider since January 2023. A rider active in 12 months isn't necessarily consecutive — seasonality means many riders skip summer.
2. New vs returning
Where do riders come from each month?i
First-time riders versus those returning from a previous month. January is the acquisition engine — but the majority of any given month's riders are returning.
New ridersReturning riders
3. Engagement intensity
How hard do riders race — and does tenure matter?i
Average events per rider per month, split by how long the rider has been racing. Veterans consistently race more than newcomers.
4. Fitness distribution
Watts per kilogram by gender, 2024i
Population-level power-to-weight distribution. The curves reveal where the peloton clusters.
Male ridersFemale riders
5. Fitness trends
Population-level FTP over timei
Quarterly average FTP and W/kg across all riders with power data.
Average FTP (watts)Average W/kg
6. Category migration
Where did Q1 2024 riders end up by Q4?i
For riders active in both Q1 and Q4 of 2024, how did their dominant racing category change? Read rows as starting category, columns as ending category.
7. DNF patterns
Did-not-finish rate over timei
Monthly DNF percentage across all participations.