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 "identifier": "kaal:entity:standardization",
 "name": "Standardization",
 "termCode": "standardization",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2348463-007",
   "identifier": "kaal:claim:2348463-007",
   "text": "The SEC has not standardized the disclosures required in Form PF, and there is evidence that Form PF requirements rest on an inconsistent use of industry terms, which can in turn produce inconsistent and contradictory data reporting.",
   "abstract": "The SEC has not yet standardized the required disclosures in Form PF and there is some evidence that the disclosure requirements in Form PF are based on an inconsistent use of industry terms which may in turn result in inconsistent and perhaps contradictory data reporting.",
   "citation": "Wulf A. Kaal, Hedge Funds’ Systemic Risk Disclosures in Bankruptcy (2013). SSRN: https://ssrn.com/abstract=2348463",
   "datePublished": "2013",
   "claim_type": "failure",
   "confidence": "evidenced",
   "is_failure_mode": true,
   "scope_conditions": [
    "Form PF as promulgated and in effect at the time of writing"
   ],
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2348463-028",
   "identifier": "kaal:claim:2348463-028",
   "text": "Form PF disclosures in their existing format are too generic to be appropriately applied in bankruptcy, but accumulated experience with the form and standardization of its items could yield less generic disclosures that become increasingly relevant to bankruptcy over time.",
   "abstract": "While Form PF disclosures in their existing format are too generic for appropriate application in the bankruptcy context, experience with and standardization of Form PF disclosures could result in less generic disclosures that could, over time, be increasingly relevant in the bankruptcy context.",
   "citation": "Wulf A. Kaal, Hedge Funds’ Systemic Risk Disclosures in Bankruptcy (2013). SSRN: https://ssrn.com/abstract=2348463",
   "datePublished": "2013",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "Form PF as designed at the time of writing",
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2447306-042",
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   "text": "Standardizing private fund adviser reporting obligations is the author's proposed remedy for the shortcomings advisers identified, because standardization attacks the ambiguity and inefficiency in the reporting requirements at their source and simplifies the disclosure regime.",
   "abstract": "Standardization may help address the ambiguities and inefficiencies that currently exist in the reporting requirements and help simplify and streamline the disclosure requirements for the private fund industry.",
   "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": [
    "private fund adviser reporting obligations under Form PF"
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  },
  {
   "@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,
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    "heterogeneous private fund adviser population"
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2811718-038",
   "identifier": "kaal:claim:2811718-038",
   "text": "Private fund investor due diligence may follow the evolutionary path of bank risk evaluation, which fifteen years ago operated without uniformity or applicable standards and is today heavily regulated and has evolved into a science.",
   "abstract": "In analogy to banks' risk evaluation, fifteen years ago banks operated with general risk evaluation strategies but no uniformity and no applicable standards, whereas today banks' risk evaluation is heavily regulated and has evolved into a science. Private fund IDD may follow the same evolution.",
   "citation": "Wulf A. Kaal, Private Fund Investor Due Diligence – Evidence from 1995 to 2015 (2016). SSRN: https://ssrn.com/abstract=2811718",
   "datePublished": "2016",
   "claim_type": "predictive",
   "confidence": "speculative",
   "is_failure_mode": false,
   "scope_conditions": [
    "by analogy to bank risk evaluation",
    "if standardization pressure continues"
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2998097-032",
   "identifier": "kaal:claim:2998097-032",
   "text": "Private investment fund due diligence may follow the same trajectory as banks' risk evaluation, which moved from unstandardized general strategies in the early 2000s to a heavily regulated and scientific practice today.",
   "abstract": "investment fund due diligence may follow the same evolution as banks' risk evaluation. Whereas in the early 2000s banks operated with general risk evaluation strategies but no uniformity and no applicable standards, today banks' risk evaluation is heavily regulated and turned into a science.",
   "citation": "Wulf A. Kaal, Private Investment Fund Regulation - Theory and Empirical Evidence from 1998 to 2016 (2017). SSRN: https://ssrn.com/abstract=2998097",
   "datePublished": "2017",
   "claim_type": "predictive",
   "confidence": "speculative",
   "is_failure_mode": false,
   "scope_conditions": [
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3227967-009",
   "identifier": "kaal:claim:3227967-009",
   "text": "The major cause of lawyers obstructing transactions is the tendency to standardize or proceduralize legal solutions and to use standard form templates, because fixed standardized solutions imposed on complex, dynamic transactions produce frustration and difficulties.",
   "abstract": "This can happen for many reasons but the tendency to standardize – or \"proceduralize\" - legal solutions and to employ standard form \"templates\" is one major factor. Fixed and standardized solutions are imposed on complex, dynamic transactions resulting in frustration and difficulties.",
   "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
   "datePublished": "2018",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4685567-016",
   "identifier": "kaal:claim:4685567-016",
   "text": "Impact measurement in Impact 2.0 has no settled standard: consensus on measurement methodologies and metrics remains elusive, which produces divergent approaches and hinders comparability across programs and sectors.",
   "abstract": "Standardization and consensus on measurement methodologies and metrics remain elusive, leading to variations in approaches and sometimes hindering comparability 67 across different programs or sectors.",
   "citation": "Wulf A. Kaal, Impact Investing Innovation - From Impact 1.0 to 3.0 (2024). SSRN: https://ssrn.com/abstract=4685567",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "evidenced",
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   "scope_conditions": [
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   "text": "Impact 3.0 can replace the political compromise and years of lobbying that Impact 2.0 standardization required with WEB3 precedent setting in weighted directed acyclical graphs, in which a smart contract itself becomes the standard.",
   "abstract": "Where standardization in Impact 2.0 required political compromise and years of lobbying, Impact 3.0 can use new WEB3 forms of standardization via precedent-setting in weighted 107 directed acyclical graphs. In this system, a smart contract can become the standard.",
   "citation": "Wulf A. Kaal, Impact Investing Innovation - From Impact 1.0 to 3.0 (2024). SSRN: https://ssrn.com/abstract=4685567",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4796714-029",
   "identifier": "kaal:claim:4796714-029",
   "text": "A unified governance framework is hard to establish in the federated model because each participating entity maintains its own AI systems and datasets, producing variation in standards, protocols, and formats.",
   "abstract": "In a federated AI model, different entities or organizations maintain their own AI systems and datasets. This can lead to variations in standards, protocols, and formats used, making it difficult to establish a unified governance framework.",
   "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to federated AI architectures with independent participants",
    "standardization is presupposed by interoperability and ethical practice"
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   "status": "current"
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-021",
   "identifier": "kaal:claim:4941807-021",
   "text": "In the federated model of AI governance many challenges cannot easily be decentralized, because distinct entities maintain their own AI systems and datasets, producing variation in standards, protocols, and formats that obstructs a unified governance framework.",
   "abstract": "In the federated model of AI governance, many challenges cannot be easily decentralized. For example, different entities or organizations maintain their own AI systems and datasets. This can lead to variations in standards, protocols, and formats used",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "where separate organizations maintain independent AI systems and datasets"
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 ],
 "description": "11 claims in the published works of Wulf A. Kaal carry the concept tag 'standardization'. Derived node: a roster, not an adjudicated definition."
}