{
  "title": "Community college transfer mapping records for AI",
  "source_page": "https://fiund.com/industries/community-college-transfer-map-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "An equivalency is bounded by the agreement and entering group",
    "context": "A fabricated transfer map uses invented courses, programs and entry years. The exercise awards no credit and gives no advice about a real student's eligibility.",
    "records": [
      [
        "CC1",
        "Practice agreement A",
        "For program River and entering group 2026, sending course X101 maps to receiving R110."
      ],
      [
        "CC2",
        "Practice agreement B",
        "For River entering group 2027, X101 maps to elective E100. B does not revise the 2026 group."
      ],
      [
        "CC3",
        "Course title list",
        "X102 is titled like R110 but has no equivalency entry in either agreement."
      ]
    ],
    "question": "What mapping is documented for X101 in each entering group, and does the similar X102 title establish an equivalency?",
    "answer": "CC1 documents X101→R110 for River's 2026 entering group. CC2 documents X101→E100 for the 2027 group and explicitly leaves 2026 unchanged. CC3 supplies title similarity for X102 without a confirmed equivalency. The model should report the two scoped mappings and flag X102 for an authorized registrar review rather than inventing a mapping or applying the later group rule retroactively.",
    "failureModes": [
      "Applying the newest agreement to every entering group.",
      "Inferring course equivalence from a similar title alone."
    ],
    "fields": [
      [
        "Sending course and receiving program",
        "Identifies both ends of the mapping."
      ],
      [
        "Agreement and entering-group scope",
        "Limits the rule to its stated population."
      ],
      [
        "Explicit equivalency evidence",
        "Distinguishes a mapped course from a lookalike title."
      ]
    ],
    "holdout": "Add an amendment to agreement A covering X102 for 2026 only. Ask the model to resolve that group while retaining the unresolved 2027 mapping.",
    "boundary": "Use fictional policies and codes. Exclude transcripts, student identities, protected institutional agreements and individual credit decisions."
  }
}