What EchoDepth
Detects
Emotional Baseline Profiling
Each player's unique emotional baseline is calibrated over time, so deviations from their norm are flagged — not outliers from a population average. One player's resting state is another's elevated arousal.
Check-In Fatigue Detection
VAD modelling identifies arousal suppression and dominance collapse — early markers of both physical and psychological fatigue — before they become visible to coaching staff or medical teams.
Distress & Disengagement Signals
Micro-expression patterns, blink rate changes, and AU activation deviations flag players who may be struggling emotionally — without requiring them to disclose anything.
Overtraining Detection
Sustained suppression of positive arousal markers indicates psychological overtraining response. Catch it early. Adjust training load before performance or welfare deteriorates.
Longitudinal Trend Analysis
Track emotional state patterns across the season. Identify cyclical vulnerability windows, pre-match anxiety trends, and sustained low-state periods that require welfare intervention.
Player-First Governance
All biometric data is processed under GDPR-compliant consent frameworks. Players see their own scores. Aggregate reports are anonymised to role level. No individual data shared without consent.
Why Self-Reporting
Isn't Enough
Survey-based tools
✗ Intermittent — only captures a snapshot in time
✗ Players report what they choose to disclose
✗ Subject to social desirability bias
✗ Survey fatigue reduces compliance over time
✗ High-performing players often mask distress best
EchoDepth Sport
✓ Regular — a short check-in the player chooses to complete
✓ Detects what players actually feel, not what they say
✓ No social pressure, no bias, no fatigue
✓ Voluntary — the player starts every check-in
✓ Flags the players who would never self-report
Wellbeing FAQs
Does EchoDepth Sport replace welfare staff?
No — it empowers them. Welfare officers receive objective, regular data that supplements their existing practice. EchoDepth surfaces the signals; your staff makes the decisions.
What happens when a player is flagged?
Welfare officers receive an alert via the dashboard. No individual biometric data is exposed to coaching staff without consent. The system surfaces that a player may need support — not why, unless the player chooses to share.
Can players opt out?
Yes. Participation is fully consent-based. Players who opt out are noted, and welfare staff can use other methods for those individuals. EchoDepth's governance framework is designed to protect player trust.
How long does it take to build an individual baseline?
Meaningful individual baselines are typically established after 3–4 weeks of sessions. Pre-season is the ideal starting point, though mid-season onboarding is also supported.