{
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 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/data-access",
 "identifier": "kaal:entity:data-access",
 "name": "Data access",
 "termCode": "data-access",
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 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
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 "additionalProperty": [
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   "name": "status",
   "value": "derived"
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   "value": 2
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   "value": 2
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   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2019",
    "2024"
   ]
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  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3409548-004",
   "identifier": "kaal:claim:3409548-004",
   "text": "Easier access to trading data and to information about the hedge fund industry has been a significant factor in the growth of hedge fund assets, because analytic platforms let managers manipulate peer and style data and build targeted marketing materials.",
   "abstract": "Easier access to trading data and information about the hedge fund industry has been a significant factor in the growth of hedge fund assets.",
   "citation": "Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548",
   "datePublished": "2019",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "commercial hedge fund databases and analytic platforms available"
   ],
   "source_pdf_sha256": "74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40",
   "status": "current"
  },
  {
   "@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.",
   "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",
   "citation": "Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632",
   "datePublished": "2024",
   "claim_type": "condition",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to industries seeking to realize AI driven market potential"
   ],
   "source_pdf_sha256": "972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8",
   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'data-access'. Derived node: a roster, not an adjudicated definition."
}