{
  "title": "Economic development program milestones and outcome data for AI",
  "source_page": "https://fiund.com/industries/economic-program-milestone-definition-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Events held and organizations served are different program measures",
    "context": "An imaginary development grant uses fictional targets and aggregates. No applicant, business plan, actual award or funding decision is involved.",
    "records": [
      [
        "ED1",
        "Practice grant target",
        "Quarter Q goal: hold 4 workshops and serve 20 distinct organizations. Measures are separate."
      ],
      [
        "ED2",
        "Quarter Q report",
        "4 workshops held; 24 attendance instances. No distinct-organization list or count supplied."
      ],
      [
        "ED3",
        "Authorized reporting note",
        "Attendance instances may repeat organizations. Eligible-population denominator revised from 30 to 25; no change to the served-organization numerator."
      ]
    ],
    "question": "Which target can be directly assessed, and do 24 attendance instances or the revised denominator establish that 20 distinct organizations were served?",
    "answer": "ED2 directly supports four workshops held, matching that separate ED1 activity target. Its 24 attendance instances can include repeats under ED3, so they do not establish 20 distinct organizations served. The eligible-population denominator revision does not supply that missing numerator. Report the met workshop count and unresolved distinct-organization measure without converting activity or attendance into a verified outcome.",
    "failureModes": [
      "Treating attendance instances as unique organizations.",
      "Using a denominator correction to infer an unreported outcome numerator."
    ],
    "fields": [
      [
        "Measure definition and unit",
        "Separates events, attendances and distinct organizations."
      ],
      [
        "Quarter and target",
        "Defines the comparison period."
      ],
      [
        "Numerator and denominator provenance",
        "Makes a revised population distinct from measured reach."
      ]
    ],
    "holdout": "Supply an independently reviewed count of 18 distinct organizations. Require the model to report the workshop target met and organization target below its stated threshold without conflating them.",
    "boundary": "Use made-up participants and totals. Exclude applications, business plans, applicant details and nonpublic award deliberations."
  }
}