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 "@id": "https://wulfkaal.github.io/entities/data-governance",
 "identifier": "kaal:entity:data-governance",
 "name": "Data governance",
 "termCode": "data-governance",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
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 "subjectOf": [
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5095633-012",
   "identifier": "kaal:claim:5095633-012",
   "text": "The governance protocols required for GDPR and AI Act compliance, including anonymization, data minimization, and explicit consent, themselves complicate the assembly of robust AI training datasets.",
   "abstract": "which may include anonymization, data minimization, and explicit consent where applicable. These measures can, however, complicate the collection and curation of robust datasets for AI training.",
   "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "jurisdictions with GDPR-style data protection mandates"
   ],
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   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5886442-034",
   "identifier": "kaal:claim:5886442-034",
   "text": "Realizing the post Coasean horizon without succumbing to algorithmic feudalism requires deliberate institutional design, including equitable data governance, symbiotic human and machine constitutions and robust anti enclosure mechanisms.",
   "abstract": "Realizing this horizon without succumbing to algorithmic feudalism will require deliberate institutional design. This may include equitable data governance, symbiotic human–machine constitutions, and robust anti-enclosure mechanisms.",
   "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
   "datePublished": "2025",
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 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'data-governance'. Derived node: a roster, not an adjudicated definition."
}