ATHLYRAXKeep training exposure, test results and race outcomes distinguishable before interpreting how they relate.
ATHLYRAX / RESEARCH & COLLABORATIONAsk better questions.
Ask better questions.
Understand more.
Swimming research offers important insight into training, technique and development. AthlyraX brings these questions into a common capability framework—without confusing published evidence with claims about the platform itself.
ONE CONNECTED FRAMEWORK · THREE EVIDENCE SOURCES
01 / STIMULUSTrainingRecorded work
02 / CAPACITYTestingMeasured ability
03 / EXPRESSIONCompetitionRace evidence
Integrated ProfileShared eight-axis reference · Confidence-aware
Conceptual framework illustration; not a chart of measured swimmer data or a claim of validated research outcomes.
01 / QUESTIONS WORTH EXPLORING
Research that informs better coaching questions.
AthlyraX focuses on connections between the work swimmers complete, the capabilities they demonstrate and what they express in competition. Select a topic to explore the question behind it.
02 / HOW EVIDENCE IS USED
Scientific literature meets practical judgement.
Research is a foundation for asking better questions—not a guarantee that one formula, testing protocol or training prescription explains every swimmer.
Evidence sufficiency and confidence matter; missing data should not be turned into invented scores.
Repeated observations and consistent testing can reveal patterns that a single performance cannot.
Look for the pattern.
This is an illustrative trend diagram, not measured AthlyraX performance data. The purpose is to show why longitudinal context can matter.
03 / READING & REFERENCES
Published sources worth exploring.
These independent studies and reviews provide useful research context for swimming development. They do not validate the AthlyraX software, scoring engine or its results.
01Training distribution & periodisationGonzález-Ravé et al., 2021Systematic review of elite swimming training-intensity distribution, training volume and periodisation.↗02Monitoring training loadFeijen et al., 2020Narrative review of internal and external training-load monitoring methods in competitive swimming.↗03Coordination & stroke mechanicsCoordination and stroking parameters, 2021Review of coordination and stroke-related measurements across the four swimming strokes.↗04400 m freestyle and measurementFront-crawl test meta-analysis, 2023Review of kinematics, coordination, stroke efficiency and energetic indicators in the 400 m front crawl.↗05Youth swimming performanceYoung swimmers' performance factors, 2021Systematic narrative review of biomechanical, energetic, efficiency and anthropometric factors.↗06Youth athletic developmentIOC consensus statement, 2015Cross-sport guidance on athlete development, appropriate assessment and monitoring.↗
Research links open the original publisher or PubMed page. Citations and publications are independent of AthlyraX; inclusion here does not imply an endorsement or collaboration.
04 / RESEARCH & COLLABORATION
Connect coaching questions with research opportunities.
AthlyraX is interested in conversations with coaches, academics, clubs and organisations investigating performance development, evidence quality and the relationship between training, testing and racing.
Areas for potential collaboration
Possible work could involve suitable testing protocols, technical measurements, longitudinal interpretation or how capability evidence can be communicated more clearly to coaches and athletes.
This is an invitation to discuss potential work, not a claim that research partnerships or validation studies are already in place.
ATHLYRAX / CONNECTED THINKING
From published evidence to practical questions.
Explore the framework and the Capability Series to understand the model behind AthlyraX.