{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/heterogeneity",
 "identifier": "kaal:entity:heterogeneity",
 "name": "Heterogeneity",
 "termCode": "heterogeneity",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
 "canonicalForm": "https://wulfkaal.github.io/entities/heterogeneity.md",
 "sha256": "ec427710a01d469bb799022b54ec6025e7d74b8d9eea7f1868f7e5599e19a58b",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "status",
   "value": "derived"
  },
  {
   "@type": "PropertyValue",
   "name": "claim_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "work_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2014",
    "2021"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "non_current_claims",
   "value": 0
  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2447306-043",
   "identifier": "kaal:claim:2447306-043",
   "text": "A single standardized reporting model will not suffice: because different types of private fund advisers have competing needs, policy makers should evaluate several different models for standardizing Form PF reporting.",
   "abstract": "To adequately address the competing needs of different types of private fund advisers, policy-makers should consider different models for standardization of Form PF reporting requirements.",
   "citation": "Wulf A. Kaal, Private Fund Disclosures Under the Dodd-Frank Act (2014). SSRN: https://ssrn.com/abstract=2447306",
   "datePublished": "2014",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "heterogeneous private fund adviser population"
   ],
   "source_pdf_sha256": "0c950d73240845e78faf1c3ca0ab820fcc50556faf7ff07f7f773d0876f0be8a",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3808859-037",
   "identifier": "kaal:claim:3808859-037",
   "text": "Future peer-to-peer networks will thrive on dissimilarity rather than redundancy: nodes contributing dissimilar resources and capabilities let the network perform tasks no individual peer could perform, and making those capabilities available to all nodes attracts further nodes.",
   "abstract": "future peer-to-peer computing networks will thrive by adding nodes to the network that contribute dissimilar resources and capabilities to the decentralized community of nodes.",
   "citation": "Wulf A. Kaal, Decentralization – Why We Need Technology Infrastructure Upgrades (2021). SSRN: https://ssrn.com/abstract=3808859",
   "datePublished": "2021",
   "claim_type": "predictive",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "contrasted with current nodes that share resources while doing rather similar tasks"
   ],
   "source_pdf_sha256": "304ad25d43b5ecea3158e3a2ca04e6e1e3bd2958e2134e2dcefbfedf3b6f3ab7",
   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'heterogeneity'. Derived node: a roster, not an adjudicated definition."
}