{
  "title": "Human services program caseload definitions and reporting data for AI",
  "source_page": "https://fiund.com/industries/benefits-program-caseload-grain-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Families and individuals are different caseload counting units",
    "context": "A dummy benefits dashboard contains invented monthly aggregates. The task makes no eligibility, payment, income or household-level decision.",
    "records": [
      [
        "BG1",
        "Month M family report revision 1",
        "40 participating families; unit explicitly families."
      ],
      [
        "BG2",
        "Authorized family revision 2",
        "Corrects M to 42 families. Individual report for M lists 100 participating people."
      ],
      [
        "BG3",
        "Month N family report",
        "45 families, same stated family definition as M. No N individual count supplied."
      ]
    ],
    "question": "Which month-to-month family comparison is supported, and can 100 individuals replace M's family count or establish N's person count?",
    "answer": "BG2 makes 42 the current Month M family figure, while BG3 reports 45 families under the same stated definition for N, a difference of three families. M's 100 participating individuals is a separate counting unit and cannot replace 42 families. No N person count is supplied, so a person-level trend is unresolved. Preserve metric unit, month and revision in both the reported values and comparison.",
    "failureModes": [
      "Subtracting a person count from a family count as a caseload trend.",
      "Using the superseded M value of 40 or assuming a fixed people-per-family conversion."
    ],
    "fields": [
      [
        "Counting unit and definition",
        "Separates families from individuals."
      ],
      [
        "Reporting month",
        "Defines compatible comparison periods."
      ],
      [
        "Revision authority",
        "Identifies the current published aggregate."
      ]
    ],
    "holdout": "Change N's family definition while leaving its value 45. Require a comparability warning rather than repeating the earlier three-family interpretation without checking metadata.",
    "boundary": "Use synthetic aggregates. Exclude applicants, benefit histories, incomes, actual household details and eligibility records."
  }
}