Why a validation layer is necessary
Before an inference becomes action, the organization must test data quality, causal plausibility, uncertainty, transferability, possible harm and accountability.
Key questions
- Are the underlying data reliable?
- Is the relationship causal or merely correlational?
- How large is the uncertainty?
- Does the inference apply to this athlete, team or context?
- What is the cost of a wrong decision?
- Who owns the final decision?
Sixth-Generation decision path
Data → Inference → Human & Organizational Validation → Managerial Decision → Sport Action → Result → New Knowledge
Practical sport outcomes
Lower injury riskBetter training-load adjustmentImproved recoverySafer return to playBetter tactical choicesStronger talent development
Saeid Khorami, PhDFounder & President, SHITO-RYU EISHIKAI KARATE-DOSixth Generation of Digital Transformation