Emotion-AI framework examines consent and readiness-score authority

The customer problem is uncertainty about whether a readiness dashboard supports athletes or creates an unapproved evaluation process. Engage athlete representatives, performance staff, sports psychology, IT and institutional governance. Ask who sees scores, what decisions depend on them and whether less intrusive alternatives address the same need. A bounded engagement could review one data flow and decision charter. The value hypothesis is clearer suitability and accountability. Do not promise mental-health benefits, better selection or legal compliance; the paper supplies an ethical argument and hypothetical example, not demonstrated customer outcomes.

Scope a control assessment rather than a new emotion detector. Prerequisites include documented intended use, data lineage and appropriate domain expertise. Use synthetic records to test staff access, exports, deletion and permission changes; inspect downstream dashboards for prohibited inference reuse. A proof of value should demonstrate the approved boundary and identify unsupported model claims. Statistical validation would need a separate, suitably designed study. Cloud placement alone cannot resolve inappropriate access or score interpretation. Avoid linking inferred mental states to automated recruiting or selection actions.

Assign a governance owner outside routine lineup decisions, with an athlete-feedback lead and qualified support professionals. Map collection and recipients, document permissible actions and rehearse complaint handling. Dependencies include vendor cooperation, confidential participation and staff training. Governance checkpoints should precede any live scoring and follow feedback. Proposed acceptance criteria include no disallowed individual-data exposure in scenario tests, a functioning contest route and documented resolution of material concerns before expansion. Monitor indirect pressure to participate. Local collegiate requirements, especially for younger athletes, need separate assessment; these criteria are recommendations.