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Advanced Performance Analytics
& Elite Sports Science Education

Advanced Performance Analytics

& Elite Sports Science Education

course-athlete-monitoring-4k.jpg

Athlete Monitoring

12 total study hours

Study format: four 3-hour modules with practical activities and a final applied assessment.

Description

Collect and interpret wearable data, training records, perceived effort, and wellness information. Evaluate data quality and communicate an athlete’s weekly monitoring results in context.

Audience

Coaches, athletes, sport scientists, and performance staff.

Applied outcome

Produce a weekly athlete-monitoring report that identifies useful patterns, missing data, and measurement limitations.

Module 1: Monitoring questions and practical data collection

3 hours

Choose a clear monitoring question, select relevant measures, organize training records, and plan consent and appropriate access to athlete information.

Module activity: Build a monitoring checklist and a data-collection template for a sample athlete.

Module 2: Wearables, GPS/GNSS, and heart-rate data

3 hours

Examine the main outputs of wearable and GPS/GNSS devices, heart-rate records, device consistency, sampling, and common measurement errors.

Module activity: Review a sample wearable export and flag missing, inconsistent, or implausible records.

Module 3: Perceived effort, wellness, and trend interpretation

3 hours

Combine objective training records with session effort and wellness reports. Examine trends and context rather than relying on one readiness score.

Module activity: Create simple charts for a sample training week and explain what the patterns can and cannot show.

Module 4: Weekly monitoring report and final assessment

3 hours

Select a small set of relevant metrics, communicate uncertainty, and present a concise report for a coach or performance team.

Module activity: Submit a weekly athlete-monitoring report with charts, data-quality notes, and questions for professional review.

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