{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/4755632-005",
 "identifier": "kaal:claim:4755632-005",
 "text": "Access to structured labeled data determines which industries can capitalize on AI first: finance and healthcare hold a head start, while transportation and customer service face hurdles from privacy concerns, data fragmentation, and extensive labeling requirements.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "citation": "Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning",
  "datePublished": "2024",
  "url": "https://ssrn.com/abstract=4755632",
  "sha256": "972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Learning%20-%20Decentralized%20Governance%20to%20Optimize%20Human%20Output%20Datasets%20for%20AI%20Learning.pdf"
 },
 "keywords": [
  "consensus-and-security"
 ],
 "about": [
  "data-access",
  "privacy-constraints",
  "data-fragmentation",
  "labeling-costs",
  "industry-asymmetry"
 ],
 "abstract": "Industries that can access large volumes of structured and labeled data, such as finance and healthcare, may have a head start in leveraging AI. On the other hand, industries like transportation and customer service may face hurdles in obtaining quality data",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "condition"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "applies to industries seeking to realize AI driven market potential"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/df072a94188c99df294323009ec40895e7c80d6d1749d63944965bf2f29d0d11.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": []
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "df072a94188c99df294323009ec40895e7c80d6d1749d63944965bf2f29d0d11",
 "canonicalForm": "https://wulfkaal.github.io/claims/4755632-005.md"
}