{
  "title": "Credit bureau dispute and correction history data for AI",
  "source_page": "https://fiund.com/industries/credit-bureau-dispute-correction-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A field-specific resolution does not close every dispute on a report",
    "context": "A synthetic report uses invented persons, companies and nonfinancial abstract field labels. It contains no consumer report, valid identifier or credit recommendation.",
    "records": [
      [
        "CRD1",
        "Report R1 and disputes",
        "Fictional subject A: field F1=X, F2=Y. Separate dispute D1 targets F1; D2 targets F2."
      ],
      [
        "CRD2",
        "Furnisher response",
        "Response S1 explicitly resolves D1/F1 by replacing X with Z. Corrected report R2 cites S1 for F1; F2 unchanged."
      ],
      [
        "CRD3",
        "Other acknowledgment",
        "D2 receipt acknowledged with no investigation outcome or correction. No statement closing D2 supplied."
      ]
    ],
    "question": "Which field has a documented correction, what remains disputed, and can R2's issuance be treated as resolution of both items?",
    "answer": "CRD2 links S1 to D1/F1 and replaces X with Z in R2, preserving CRD1's original value as history. CRD3 acknowledges D2 but supplies no resolution for F2, which remains disputed within the fixture. Issuing R2 with one corrected field does not close every dispute on the report. Cite each response's exact target and preserve unresolved status without evaluating creditworthiness, eligibility or the truth of any real report.",
    "failureModes": [
      "Applying one furnisher response to unrelated disputed fields.",
      "Treating acknowledgment or a new report version as completion of every investigation."
    ],
    "fields": [
      [
        "Report, subject and disputed field",
        "Defines the scope."
      ],
      [
        "Response target and replacement value",
        "Supports the correction."
      ],
      [
        "Original version and unresolved dispute",
        "Preserves evidence history."
      ]
    ],
    "holdout": "Add a D2 resolution for another subject key. Require the identity mismatch to remain instead of closing A's dispute.",
    "boundary": "Use wholly invented records and unassigned identifiers. Exclude production data and scoring, eligibility or credit decisions."
  }
}