{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6961",
 "identifier": "kaal:position:2026-07-31-6961",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Examining The Role Of Information Technology Governance In Enhancing Ris 7E4Ceba879",
 "text": "Examining the Role of Information Technology Governance in Enhancing Risk Management Performance and Regulatory Compliance in Multinational Digital Enterprises presents the following source proposition: As digital transformation continues to reshape the global business landscape, organizations face increasing challenges in managing technological risks and complying with complex regulatory requirements across various jurisdictions. This proposition is pertinent to Kaal's source-bound claim that Managing machine learning assets and complying with laws such as GDPR and CCPA becomes significantly harder under decentralized governance, because distributed data and operations complicate tracking data flows, enforcing privacy controls, and demonstrating compliance during audits. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "decentralization",
  "governance-design",
  "compliance",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.356.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Examining the Role of Information Technology Governance in Enhancing Risk Management Performance and Regulatory Compliance in Multinational Digital Enterprises",
  "url": "https://www.semanticscholar.org/paper/24b4e4e029a3a1da06e7c4f69587125953ae9b40"
 },
 "extends": {
  "identifier": "kaal:claim:4796714-032",
  "url": "https://wulfkaal.github.io/claims/4796714-032",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "Wulf A. Kaal, AI Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4796714",
  "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4796714-032"
  },
  {
   "@type": "CreativeWork",
   "name": "Examining the Role of Information Technology Governance in Enhancing Risk Management Performance and Regulatory Compliance in Multinational Digital Enterprises",
   "url": "https://www.semanticscholar.org/paper/24b4e4e029a3a1da06e7c4f69587125953ae9b40"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6961",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6961.md",
 "candidateId": "kaal:response-draft:2026-07-31:f014be6463aa7c3a401b",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.356,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: governance, management, compliance, managing, complying. Scope: applies to decentralized ML governance spanning multiple stakeholders and locations; concerns stringent privacy regimes such as GDPR and CCPA.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "24b4e4e029a3a1da06e7c4f69587125953ae9b40",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/24b4e4e029a3a1da06e7c4f69587125953ae9b40",
  "doi": "10.66472/ismat.v1i1.7",
  "externalIds": {
   "DOI": "10.66472/ismat.v1i1.7",
   "CorpusId": 287054052,
   "SemanticScholar": "24b4e4e029a3a1da06e7c4f69587125953ae9b40"
  },
  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "providerPage": 1,
  "rawObservationSha256": "cae3a1b44bebd52221cf3f77223f7a40ed65ec95d59b9066ae4baeee3bfac782",
  "inputSnapshotSha256": "96a846999aefd65306457ebd7971f1abef182a04b39a927618f8460274d795ab",
  "inputLine": 10975,
  "chunkId": "semantic-scholar-00044",
  "workId": "work:doi:10.66472/ismat.v1i1.7",
  "workAuthors": [
   "Gunawan Prayitno",
   "Ronaldo Aprili"
  ],
  "workPublishedAt": "2026-01-19",
  "identityKeys": [
   "doi:10.66472/ismat.v1i1.7",
   "semantic-scholar:24b4e4e029a3a1da06e7c4f69587125953ae9b40",
   "url:https://www.semanticscholar.org/paper/24b4e4e029a3a1da06e7c4f69587125953ae9b40",
   "title:dd587510f065ad182370ccb1",
   "proposition:8a54811600d8b9b0f4fc00b31d740d825741695336e49a5b51e06a88ecfb1e9b"
  ],
  "sourceProposition": "As digital transformation continues to reshape the global business landscape, organizations face increasing challenges in managing technological risks and complying with complex regulatory requirements across various jurisdictions.",
  "sourcePropositionSha256": "6e7dcd5b34af578a73301b0d7c8730478b18925aaba22087cb1887d3caec40a5",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4796714-032",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-032",
    "rank": 1,
    "confidence": 0.356,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, management, compliance, managing, complying. Scope: applies to decentralized ML governance spanning multiple stakeholders and locations; concerns stringent privacy regimes such as GDPR and CCPA.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998033-005",
    "claimUrl": "https://wulfkaal.github.io/claims/2998033-005",
    "rank": 2,
    "confidence": 0.3289,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: technology, compliance, global, across, jurisdictions. Scope: applies where consumer protection or data protection rules impose jurisdiction specific storage requirements.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-028",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-028",
    "rank": 3,
    "confidence": 0.3289,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: technology, compliance, global, across, jurisdictions. Scope: global node distribution of blockchain data; jurisdiction specific consumer protection and data rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2816408-006",
    "claimUrl": "https://wulfkaal.github.io/claims/2816408-006",
    "rank": 4,
    "confidence": 0.3165,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: management, performance, compliance, managing. Scope: advisers with multiple reporting funds; per fund cost estimate from Kaal 2013a.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3652481-040",
    "claimUrl": "https://wulfkaal.github.io/claims/3652481-040",
    "rank": 5,
    "confidence": 0.309,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, regulatory, compliance, organizations, face. Scope: no off chain legal entity has been formed.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "a303c38368059cb4f25ff796ea5d06525a136cc9d97fbf04c21696981e72afb8"
}