Graph hygiene
Duplicate player nodes from transliteration wreak havoc—canonical IDs matter.
Ethical recruitment
Models trained on wealthy academy feeds undervalue raw late bloomers.
Governance
FIFA-style data rules need technical enforcement, not press releases alone.
