{
  "platformId": "chatgpt-work",
  "taskSlug": "task-21589",
  "directAnswer": "Use ChatGPT Work to turn approved financial data and technical-report definitions into a chart-review packet: test units, periods, populations, calculations, scaling, labels, and caveats before a graph is used to support a conclusion. It can render alternative views and reveal inconsistencies; it cannot certify a dataset, choose the material comparison, validate a model, approve an interpretation, publish a report, or make an investment or business decision. The task-rating evidence for this role is unavailable, so this is a controlled preparation workflow—not a claim about current use or importance.",
  "topUseCases": [
    {
      "interventionId": "task-21589:task-21589-scaffold:assist",
      "taskId": "task-21589",
      "task": "Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.",
      "workflowId": "task-21589-scaffold",
      "authorityMode": "assist",
      "centralityScreen": {
        "value": null,
        "importance": null,
        "occupationalRelevance": null,
        "frequency": {
          "kind": "unavailable",
          "reason": "O*NET 30.3 publishes the task statement for 13-2051.00 while task-rating collection remains in progress; no importance, relevance, or frequency rows are available.",
          "sourceField": "onet-30.3:Task Ratings[13-2051.00]=no-rows"
        }
      },
      "agentFit": {
        "value": 0.9025,
        "sourceField": "rule:digital-feasibility-and-capability-fit-single-count.v2"
      },
      "distribution": {
        "value": 0.9,
        "sourceField": "roles-kv:role-13-2051-00.aiPlaybook.release"
      },
      "evidenceConfidence": "unavailable",
      "withinGateScore": null,
      "gate": {
        "status": "limited",
        "reason": "Authority remains below an approval-required intervention."
      },
      "capabilityIds": [
        "connected-apps-files",
        "deliverable-generation"
      ],
      "expectedArtifact": "Technical-report chart review packet with data register, calculation and chart-spec ledger, alternative-view checks, caveats, and publication gates",
      "humanReviewPoint": "The accountable analyst and report owner verify data quality, calculation logic, chart choice, materiality, interpretation, disclosures, and publication before relying on or sharing a graphic.",
      "riskLevel": "medium"
    }
  ],
  "workflows": [
    {
      "id": "task-21589-scaffold",
      "goal": "Turn human-supplied financial data and technical-report definitions into a reviewable chart packet without certifying data, selecting the decision framing, approving interpretation, or publishing a report.",
      "inputs": [
        "Approved report question, audience, decision context, reporting cut-off, metrics, units, population, comparison basis, and chart requirements",
        "Human-supplied source data, extracts, calculations, spreadsheet logic, prior charts, methodology, and caveats with source and date",
        "Authorized review, disclosure, accessibility, and publication requirements"
      ],
      "connectedSystems": [
        "Read-only approved data and technical-report repository",
        "Read-only methodology and publication requirements supplied by the accountable owner"
      ],
      "steps": [
        "Register each source table, extract date, population, metric, unit, denominator, transformation, calculation, and evidence state.",
        "Check totals, joins, period alignment, missingness, duplicates, outliers, denominators, axis scale, ordering, labels, rounding, and whether the selected chart preserves the approved comparison question.",
        "Produce chart candidates and a chart-spec ledger that separates rendered views from data certification, analytical interpretation, causal explanation, and decision use.",
        "Stop before changing source data, certifying a calculation, selecting a materiality threshold, approving an interpretation, publishing a report, or using the graphic to make or communicate a decision."
      ],
      "expectedArtifact": "Technical-report chart review packet with data register, reconciliation checks, chart specification, alternative views, caveats, and publication gates",
      "starterPrompt": "Using only the approved report question, reporting cut-off, metric definitions, source data, calculations, and chart requirements I provide, prepare a chart-review packet. Register each source, extract date, population, unit, denominator, transformation, and evidence state; check totals, periods, missingness, duplicates, joins, axis scales, labels, ordering, rounding, and comparison basis; and label CONFIRMED, CONFLICT, MISSING, ASSUMPTION, or HUMAN TO VERIFY. Keep chart candidates separate from data certification and interpretation. Do not alter source data, certify calculations, select materiality, approve conclusions, publish, or make a decision.",
      "humanReviewPoint": "The accountable analyst and report owner verify data, methods, chart encoding, interpretation, disclosures, accessibility, and release before a chart supports a report or decision.",
      "commonFailure": "Letting a visually persuasive chart hide a denominator change, mixed period, truncated axis, excluded population, duplicate record, unsourced calculation, or causal implication the evidence cannot support."
    }
  ],
  "setupRecommendations": [
    {
      "item": "Use a report- and cut-off-scoped, read-only workspace with approved metric definitions, source extracts, calculation logic, methodology, and chart requirements; keep source-data writes, report publication, decision systems, and external communication disconnected.",
      "rationale": "Chart review requires a preserved evidence trail and reproducible specification, not authority to alter the record or make a claim. Certification, interpretation, publication, and decisions remain human-controlled.",
      "capabilityIds": [
        "connected-apps-files",
        "approval-enterprise-controls"
      ]
    }
  ],
  "prompts": [
    {
      "id": "task-21589-starter",
      "title": "Review a technical-report chart without certifying the story",
      "prompt": "Here are the approved report question, cut-off, metric definitions, source data, calculations, and chart rules. Build a chart-review packet that records source, extract date, population, unit, denominator, transformation, evidence state, and chart specification; checks totals, periods, missingness, duplicates, joins, scales, labels, ordering, rounding, and comparison basis; and flags CONFIRMED, CONFLICT, MISSING, ASSUMPTION, or HUMAN TO VERIFY. Do not alter data, certify calculations, select materiality, approve conclusions, publish, or make decisions.",
      "expectedArtifact": "Source-bound technical-report chart packet with specification, checks, caveats, and publication gates",
      "humanReviewPoint": "Authorized analysts and report owners decide data validity, interpretation, disclosure, publication, and use."
    }
  ],
  "humanOwnedResponsibilities": [
    "Metric-and-population law: the accountable owner fixes the question, reporting cut-off, population, inclusion rules, units, denominator, and comparison basis",
    "Data-and-calculation law: source extract, transformation, formula, reconciliation, and certified result are different states",
    "Encoding law: axis range, scale, ordering, aggregation, color, label, and annotation can change meaning and require accountable review",
    "Inference law: a trend, comparison, correlation, outlier, and causal explanation are not interchangeable claims",
    "Publication-and-use law: accessibility, caveats, report context, release, and any decision or external claim remain human-controlled"
  ],
  "risks": [
    {
      "id": "task-21589-scaffold-risk",
      "level": "medium",
      "description": "A chart can make mismatched periods, missing populations, changed denominators, truncated axes, unsourced formulas, or a correlation look like a verified conclusion.",
      "mitigation": "Record data identity and chart specification together; test reconciliation and alternative views; retain caveats and unresolved evidence; and require accountable analyst and report-owner review before interpretation, publication, or decision use."
    }
  ],
  "sources": [
    {
      "id": "occupation-financial-and-investment-analysts",
      "title": "Financial and Investment Analysts occupational render model",
      "url": "https://singulariki.com/roles/financial-and-investment-analysts",
      "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": true,
    "clearOutputArtifact": true,
    "realCapabilityMatch": true,
    "meaningfulHumanReviewSection": true,
    "sourcesAndFreshness": false,
    "distinctInternalRelationships": true,
    "noUnresolvedFactualOrProductVersionFailure": false,
    "indexable": false
  }
}