Feb 24, 2026 - How to Analyze Age-Group Team Data
Swimming Performance Data Analysis
Aleks discussed the importance of analyzing swimming performance data, particularly focusing on "development per cycle" rather than just "distance per cycle." He explained how Zionsville's swim team collects extensive data through parent-filmed races and coach recordings, with approximately 160 out of 300 families having activated accounts to track their swimmers' performance. Aleks presented a chart showing the team's overall distance per cycle metrics across different grade levels and performance groups, with the goal of eventually reaching gold medal status in USA Swimming.
Swimming Performance Metrics Analysis
Aleks explained the differences between Senior 1, Senior 2, and High Performance swimming groups, noting that Senior 2 serves as an on-ramp for newer swimmers. He analyzed data on distance per cycle and tempo for different age groups, revealing that the High Performance group had a higher distance per cycle than the national team in the 100 freestyle. Aleks emphasized the importance of balancing distance per cycle and tempo in training, as they are closely related metrics that together provide a comprehensive view of a swimmer's performance.
Stroke Tempo and Youth Swimming
Aleks and Glenn discussed the relationship between stroke tempo and body growth in young swimmers, noting that as swimmers grow longer but may not yet be stronger, their tempo can naturally slow down. Aleks shared his experience coaching junior swimmers, explaining how he helps them balance tempo and stroke count to improve performance. They also touched on the importance of careful tempo management in training, particularly for younger athletes. The conversation concluded with a question about whether dividing distance per cycle by height or wingspan could provide valuable insights, though this was left unresolved.
Individualizing Swimmer Training Data
Glenn and Aleks discussed the importance of individualizing training data and tempo for swimmers, emphasizing that averages can provide insights into team performance but may not fit every athlete. Aleks highlighted the need to focus on distance per cycle for young swimmers, stating that in an ideal scenario, they would prioritize catch-up freestyle and sprint kicking. They also discussed the long-term nature of developing elite swimmers and the importance of maximizing distance per cycle to prepare them for future tempo-based training.
Optimizing Youth Athlete Development
Glenn and Aleks discussed the challenges of developing young athletes, emphasizing the need for patience from parents, athletes, coaches, and society. Glenn highlighted that focusing on short-distance training can negatively impact long-term success, as it does not align with the central nervous system's development for sustained performance. Aleks presented data on velocity, distance per cycle, and tempo, explaining how these metrics contribute to understanding an athlete's performance and technical application. They also discussed the importance of underwater performance, noting that elite swimmers, such as those on the U.S. national team, spend significantly more time underwater compared to their high-performance counterparts, which contributes to their overall speed advantage.
Swimming Performance Data Analysis
The meeting focused on analyzing swimming performance data using a specialized app that tracks underwater speed and distance per cycle. Aleks presented findings showing that national team swimmers maintain consistent breakout points, while Zionsville athletes' underwater performance varies, highlighting a need for improved training techniques. Glenn demonstrated how the app can be used to identify and improve swimming techniques, emphasizing the importance of early exposure to data analysis for swimmers. The group discussed the potential for broader adoption of this technology in swimming coaching and training.
Exploring UMAP for Data Insights
Monty and Glenn discussed the potential of using UMAP (Uniform Manifold Approximation and Projection) as an analytical tool for their extensive dataset, which includes biometric data like weight and age. Monty suggested exploring the data further to uncover insights, emphasizing the power of UMAP in visualizing high-dimensional data and tracking trajectories. Glenn highlighted the importance of empowering users to adjust their performance trajectories, particularly in athletics, by leveraging the geometric potential of small improvements. Monty offered to connect them with an expert if they decide to pursue this analysis, while Joshua, a co-engineering major, expressed admiration for the app's capabilities and the innovative work being done.
Monday
https://www.goswim.tv/lessons/2321-all-strokes-stroke-count
The secret to holding great technique when things get tough? Count your strokes. 💪 SwimTips SwimmingTraining SwimLife PoolWorkout SwimCoach AthleteTraining
Tuesday
https://www.goswim.tv/lessons/3423-ep-lesson-tempo-and-loping
Great technique isn't built overnight — it's built rep by rep. 💪 SwimTraining StrokeWork SwimCoach FreestyleTips SwimSmart AthleteTraining
Wednesday
https://www.goswim.tv/lessons/3012-increase-freestyle-stroke-rate
Stop swimming harder. Start swimming smarter — find the rate that lets you just flow. 💧 SwimTips FreestyleSwimming SwimCoach OpenWaterSwimming Triathlon SwimFast
Thursday
https://www.goswim.tv/lessons/1710-freestyle-building-a-longer-stroke
Want to build better strokes in your age group swimmers? This long-term tempo trainer approach is a game changer. ⏱️ SwimCoaching TempoTrainer AgeGroupSwimming SwimTech CoachTips SwimFast
Friday
https://www.goswim.tv/lessons/1009-freestyle-discovering-efficiency-step-3
Stroke count + speed + heart rate = the ultimate measure of swimming efficiency. 📊 SwimmingTips SwimEfficiency SwimCoach HeartRateTraining SwimFast TrainSmart
Saturday
https://www.goswim.tv/lessons/1007-freestyle-discovering-efficiency-step-1
Fewer strokes doesn't always mean more efficient. Here's what actually matters. 🏊♂️ SwimmingEfficiency FreestyleTips SwimSmart StrokeCount SwimCoach SwimLife
Sunday
https://www.goswim.tv/lessons/2986-drop-and-push-angled
Small adjustments off the wall can make a big difference in the water. 💧 SwimmingTips WallTechnique SwimCoach FreestyleSwimming SwimFast SwimLife