{
  "platformId": "chatgpt-work",
  "taskSlug": "task-18876",
  "directAnswer": "Use ChatGPT Work to assemble a licensing eligibility review packet: pin the governing code and guideline version, inventory the submitted evidence, map each criterion to a cited record, calculate only rules that are explicit, and route ambiguities or exceptions to the designated licensing official. A checklist is not an eligibility determination. ChatGPT must not invent equivalencies, waive requirements, interpret unsettled code, issue a deficiency, change case status, or approve, deny, suspend, or communicate a licensing decision. The attached figures are projected role-task priors, not measured ChatGPT adoption by eligibility interviewers, so they support a supervised trial rather than a claim about current practice.",
  "topUseCases": [
    {
      "interventionId": "task-18876:task-18876-scaffold:assist",
      "taskId": "task-18876",
      "task": "Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.",
      "workflowId": "task-18876-scaffold",
      "authorityMode": "assist",
      "centralityScreen": {
        "value": 0.06916827377500001,
        "importance": {
          "value": 0.7775000000000001,
          "sourceField": "role-tasks-kv:role-13-1071-00.tasks[slug=task-18876].importance"
        },
        "occupationalRelevance": {
          "value": 0.6359,
          "sourceField": "role-tasks-kv:role-13-1071-00.tasks[slug=task-18876].relevance / 100"
        },
        "frequency": {
          "kind": "modal-response-share",
          "modalResponseSharePct": 13.99,
          "collectionDate": "2026-06-03",
          "sourceField": "role-tasks-kv:role-13-1071-00.tasks[slug=task-18876].frequency"
        }
      },
      "agentFit": {
        "value": 0.9025,
        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
      },
      "distribution": {
        "value": 0.9,
        "sourceField": "roles-kv:role-13-1071-00.aiPlaybook.release"
      },
      "evidenceConfidence": "weak",
      "withinGateScore": 0.056181930373743756,
      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
      },
      "capabilityIds": [
        "connected-apps-files",
        "deliverable-generation"
      ],
      "expectedArtifact": "Licensing eligibility review packet with authority register, criterion-by-criterion evidence matrix, calculation sheet, deficiency questions, exception log, and unissued disposition memo",
      "humanReviewPoint": "The designated licensing official verifies the controlling code, evidence authenticity, calculations, equivalencies, exceptions, due-process requirements, and makes and communicates every eligibility or licensing determination.",
      "riskLevel": "medium"
    }
  ],
  "workflows": [
    {
      "id": "task-18876-scaffold",
      "goal": "Turn authorized licensing applications and controlling rules into an auditable eligibility review packet without interpreting law or issuing a disposition.",
      "inputs": [
        "Complete authorized application, attestations, identity and credential evidence, examination or experience records, and correspondence",
        "Controlling licensing statutes, regulations, designated codes, official guidance, and effective dates for the relevant jurisdiction and license class",
        "Approved criterion rubric, calculation rules, equivalency and exception procedures, deficiency-notice requirements, appeal rights, and decision ownership"
      ],
      "connectedSystems": [
        "Read-only licensing case file, submitted evidence, verification records, and correspondence history",
        "Version-controlled official code, guidance, criterion tables, and approved calculation rules",
        "Draft surface with no deficiency notice, case-status write, credential update, approval, denial, suspension, or applicant-contact permission"
      ],
      "steps": [
        "Establish jurisdiction, license class, filing date, and the controlling rule version; stop if authority, effective date, or supersession is unresolved.",
        "Inventory every submitted and externally verified record with issuer, date, authenticity status, expiration, and permitted use; keep applicant statements distinct from verified evidence.",
        "Map each licensing criterion to the exact rule citation and supporting record, marking SATISFIED, NOT ESTABLISHED, CONFLICT, or OFFICIAL INTERPRETATION REQUIRED without inventing equivalencies.",
        "Run only explicit approved calculations, preserving units, rounding, prerequisites, and intermediate values; route waivers, substantial-equivalence questions, character judgments, and code ambiguity to the designated official.",
        "Return the evidence matrix, calculation sheet, deficiency questions, and exception log in an unissued disposition memo; stop before notice, status change, approval, denial, suspension, or applicant communication."
      ],
      "expectedArtifact": "Review-ready licensing eligibility packet containing the authority register, evidence inventory, criterion matrix, calculation sheet, deficiency questions, exception log, and unissued disposition memo",
      "starterPrompt": "Prepare a licensing eligibility review packet for this jurisdiction, license class, filing date, application, verified records, and versioned official rules. Cite the controlling provision and evidence for every criterion. Keep applicant assertions separate from verified records; use SATISFIED, NOT ESTABLISHED, CONFLICT, or OFFICIAL INTERPRETATION REQUIRED. Perform only explicit approved calculations and show the work. Do not invent equivalencies, waive requirements, judge character, interpret ambiguous code, issue a deficiency, change status, or approve, deny, suspend, or contact the applicant.",
      "humanReviewPoint": "The designated licensing official confirms authority and effective dates, authenticates evidence, interprets code, resolves equivalencies and exceptions, observes due process, and owns every determination, notice, status, and communication.",
      "commonFailure": "Treating a complete-looking checklist as legal eligibility—using the wrong rule version, accepting an unverified credential, inventing an equivalency, or collapsing an interpretive exception into a failed criterion."
    }
  ],
  "setupRecommendations": [
    {
      "item": "Connect only read-only licensing case files, verification records, and version-controlled official rules; keep notices, case status, credential issuance, enforcement, and applicant communication systems disconnected.",
      "rationale": "Eligibility review depends on traceable rule versions and authenticated evidence, while interpretation, disposition, due process, and official action must remain with designated licensing authority.",
      "capabilityIds": [
        "connected-apps-files",
        "approval-enterprise-controls"
      ]
    }
  ],
  "prompts": [
    {
      "id": "task-18876-starter",
      "title": "Assemble a cited licensing eligibility packet",
      "prompt": "Prepare a licensing eligibility review packet for this jurisdiction, license class, filing date, application, verified records, and versioned official rules. Cite the controlling provision and evidence for every criterion. Keep applicant assertions separate from verified records; use SATISFIED, NOT ESTABLISHED, CONFLICT, or OFFICIAL INTERPRETATION REQUIRED. Perform only explicit approved calculations and show the work. Do not invent equivalencies, waive requirements, judge character, interpret ambiguous code, issue a deficiency, change status, or approve, deny, suspend, or contact the applicant.",
      "expectedArtifact": "Licensing eligibility packet with authority register, evidence inventory, criterion matrix, calculation sheet, deficiency questions, exception log, and unissued disposition memo",
      "humanReviewPoint": "The designated licensing official verifies rules and records, resolves interpretation and due process, and makes and communicates the official disposition."
    }
  ],
  "humanOwnedResponsibilities": [
    "Authority-version law: eligibility is tested only against the controlling jurisdiction, license class, effective date, and officially designated code",
    "Evidence-status law: applicant assertion, submitted record, third-party verification, and official finding remain distinct",
    "No-equivalence law: education, experience, credentials, and out-of-jurisdiction licenses are not treated as equivalent without authorized rules or determination",
    "Due-process law: deficiencies, adverse facts, exceptions, notice, response rights, and appeals follow the governing procedure",
    "Disposition law: interpretation, waiver, character judgment, approval, denial, suspension, issuance, status changes, and applicant communication remain official human actions"
  ],
  "risks": [
    {
      "id": "task-18876-scaffold-risk",
      "level": "medium",
      "description": "A tidy eligibility matrix can apply a superseded rule, mistake submitted material for authenticated evidence, invent an equivalency, or appear to constitute an official licensing decision.",
      "mitigation": "Pin jurisdiction and effective rule version, preserve evidence status, route every ambiguity and exception, require calculation receipts, and bar notices or disposition until designated-official review."
    }
  ],
  "sources": [
    {
      "id": "occupation-human-resources-specialists",
      "title": "Human Resources Specialists occupational render model",
      "url": "https://singulariki.com/roles/human-resources-specialists",
      "publisher": "gold.onet_role_starter_surface",
      "lastReviewedAt": "2026-06-03"
    },
    {
      "id": "openai-chatgpt-work",
      "title": "ChatGPT Work and Codex",
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-deliverables",
      "title": "Creating and editing documents, spreadsheets, and presentations with ChatGPT Work",
      "url": "https://help.openai.com/en/articles/20001278-creating-and-editing-documents-spreadsheets-and-presentations-with-chatgpt-work",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-cloud-browser",
      "title": "Using cloud browser in ChatGPT",
      "url": "https://help.openai.com/en/articles/20001280-using-cloud-browser-in-chatgpt",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-work-desktop-browser",
      "title": "Using the built-in browser in the ChatGPT desktop app",
      "url": "https://help.openai.com/en/articles/20001277-using-the-built-in-browser-in-the-chatgpt-desktop-app",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-chatgpt-skills",
      "title": "Skills in ChatGPT",
      "url": "https://help.openai.com/en/articles/20001066",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-chatgpt-scheduled-tasks",
      "title": "Scheduled Tasks in ChatGPT",
      "url": "https://help.openai.com/en/articles/10291617-tasks-in-chatgpt",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    },
    {
      "id": "openai-workspace-agents",
      "title": "ChatGPT Workspace Agents for Enterprise and Business",
      "url": "https://help.openai.com/en/articles/20001143",
      "publisher": "OpenAI",
      "lastReviewedAt": "2026-07-11"
    }
  ],
  "freshness": {
    "platformVersion": "2026-07-09-launch",
    "platformReviewedAt": "2026-07-11",
    "occupationalDataVersion": "O*NET 30.3",
    "occupationalDataGeneratedAt": "2026-06-03T05:05:52.989984+00:00"
  },
  "quality": {
    "uniqueOccupationalOrTaskEvidence": false,
    "validPlatformSpecificWorkflow": false,
    "clearOutputArtifact": false,
    "realCapabilityMatch": true,
    "meaningfulHumanReviewSection": false,
    "sourcesAndFreshness": false,
    "distinctInternalRelationships": false,
    "noUnresolvedFactualOrProductVersionFailure": false,
    "indexable": false
  }
}