Sports Technology — all lessons
Module 1 – Introduction
Evolution and role of technology in sportImpact on training, recovery and competitionCase studies: technology in Olympic and elite sportModule 2 – Biomechanics & Motion Capture
Biomechanics basics for technology usersMotion analysis tools: cameras, sensors and appsForce plates (e.g. VALD ForceDecks)Reaction-light systems (e.g. BlazePod)DynamometryRunning gait analysis (e.g. GaitON)Timing and jump systems (e.g. Hyperlab)Module 3 – Wearables & Monitoring
Types of wearables: GPS and heart-rate monitorsInterpreting speed, load, fatigue and HRV dataIntegrating wearable data into trainingModule 4 – Performance Testing & Analytics
Performance testing and analytics workflowsTypes of wearables: GPS and heart-rate monitors
Wearable technologies — GPS/GNSS units, accelerometers, chest-strap and optical heart-rate monitors — what they measure, accuracy and appropriate use.
Learning objectives
- Describe types of wearables and what they measure
- Compare validity of GPS and HR devices
- Choose devices for different contexts
- Consider privacy and athlete buy-in
Before this lesson
Why this matters
Wearables are now common from elite to recreational levels. Knowing their accuracy prevents misinterpretation.
Types
| Device | Measures | Notes |
|---|---|---|
| GPS/GNSS | Distance, speed, accelerations | Lower accuracy for short, fast actions [scott2016] |
| Local positioning | Indoor tracking | Arenas |
| Accelerometers/IMUs | Impacts, load metrics | Device-specific algorithms |
| Chest-strap HR | Heart rate, HRV | Accurate in most conditions |
| Optical (wrist) HR | Heart rate | Less accurate at high intensity/movement |
HR measures provide internal load information [buchheit2014].
Choosing
Consider validity, sampling rate, battery, software, cost and athlete comfort [cardinale2017].
Ethics
Consent, who sees data, storage, use in contracts or selection.
Common mistakes and misconceptions
Case study
A college football team chooses 10 Hz GPS vests and chest straps over cheaper watches after reviewing validation studies. Data consistency improves across sessions.
Further learning: video lessons
Video links are only marked “verified” after a human has watched them. Unverified entries open a YouTube search for that channel and topic rather than a guessed link.
Types of wearables: GPS and heart-rate monitors
sport science practitioners and manufacturers’ education channels (search)
You will understand: types of wearables: gps and heart-rate monitors
Why: Practitioner content; verify the specific video and be aware of commercial bias.
Validity and reliability explained
sport science practitioners and manufacturers’ education channels (search)
You will understand: judging measurement quality
Why: Practitioner content; verify the specific video and be aware of commercial bias.
Knowledge check
Knowledge check · 0/5
1. Scott et al. (2016) found GPS validity…
2. A chest-strap HR monitor is typically…
3. GPS does not work well…
4. Accelerometers measure…
5. A key ethical issue with wearables is…
Short-answer & application questions
- Compare three wearables for a club.
- Set up a GPS session-report template.
- Write a data privacy statement for athletes.
Key takeaways
- GPS units measure distance, speed and accelerations; accuracy falls for short, fast changes of direction.
- Higher sampling rates improve validity for team-sport movements.
- Chest-strap HR monitors are generally more accurate than wrist optical sensors during intense exercise.
- Consumer devices vary widely; check independent validation.
Connected topics
Interpreting speed, load, fatigue and HRV data
sports technologyIntegrating wearable data into training
footballManaging training load and volume
References
- Scott MTU, Scott TJ, Kelly VG (2016). The validity and reliability of global positioning systems in team sport: a brief review. Journal of Strength and Conditioning Research, 30(5):1470–1490. Narrative review check pending
- Cardinale M, Varley MC (2017). Wearable training-monitoring technology: applications, challenges, and opportunities. International Journal of Sports Physiology and Performance, 12(Suppl 2):S255–S262. Narrative review check pending
- Buchheit M (2014). Monitoring training status with HR measures: do all roads lead to Rome?. Frontiers in Physiology, 5:73. Narrative review check pending
Educational content only — not medical advice. Consult a qualified clinician for diagnosis or treatment.