{
  "meta": {
    "name": "metamodel.systems AI capability model",
    "version": "0.3.0",
    "updated": "2026-10-15",
    "maintainer": "Skill Pilot Advisory Sdn Bhd",
    "license": "CC BY-NC 4.0",
    "license_url": "https://creativecommons.org/licenses/by-nc/4.0/",
    "commercial_use": "Requires a written licence from Skill Pilot Advisory Sdn Bhd. Contact info@skillpilotadvisory.ai",
    "status": "draft",
    "attribution": "https://www.metamodel.systems/terms.html#sources",
    "notes": [
      "Roles, tiers, scope levels and descriptions are authored by metamodel.systems.",
      "Occupation codes (ILO ISCO-08) are first-pass mappings for reference only.",
      "Expected domain levels are draft defaults derived from target tier and track.",
      "observed_usage describes the job category, from the Anthropic Economic Index (CC BY 4.0). It measures use of one AI assistant and says nothing about jobs."
    ]
  },
  "literacy_domains": [
    {
      "id": "engage",
      "name": "Engage"
    },
    {
      "id": "create",
      "name": "Create"
    },
    {
      "id": "manage",
      "name": "Manage"
    },
    {
      "id": "shape",
      "name": "Shape"
    },
    {
      "id": "verify",
      "name": "Verify"
    }
  ],
  "fluency_tiers": [
    {
      "id": "F0",
      "name": "Unaware",
      "score_range": [
        0,
        19
      ],
      "signal": "Has not used AI for work. Relies on others to judge AI output."
    },
    {
      "id": "F1",
      "name": "Explorer",
      "score_range": [
        20,
        39
      ],
      "signal": "Uses AI for one-off or guided tasks. Checks the outputs that matter."
    },
    {
      "id": "F2",
      "name": "Practitioner",
      "score_range": [
        40,
        59
      ],
      "signal": "Uses AI every week on defined tasks. Checks facts before sharing."
    },
    {
      "id": "F3",
      "name": "Integrator",
      "score_range": [
        60,
        79
      ],
      "signal": "Builds AI into a repeatable workflow. Measures the time or quality gained."
    },
    {
      "id": "F4",
      "name": "Driver",
      "score_range": [
        80,
        100
      ],
      "signal": "Redesigns how work gets done with AI. Sets guardrails and teaches others."
    }
  ],
  "scope_levels": [
    {
      "id": "S1",
      "name": "Task",
      "description": "Uses AI on own tasks with guidance."
    },
    {
      "id": "S2",
      "name": "Workflow",
      "description": "Owns how AI is used across their own work, end to end."
    },
    {
      "id": "S3",
      "name": "Team",
      "description": "Sets how a team uses AI. Reviews others' AI-assisted work."
    },
    {
      "id": "S4",
      "name": "Function",
      "description": "Accountable for AI outcomes across a function or programme."
    },
    {
      "id": "S5",
      "name": "Enterprise",
      "description": "Sets AI direction, risk appetite and accountability for the organisation."
    }
  ],
  "tracks": [
    {
      "id": "work",
      "name": "Work with AI"
    },
    {
      "id": "lead",
      "name": "Lead AI"
    },
    {
      "id": "build",
      "name": "Build AI"
    }
  ],
  "roles": [
    {
      "id": "marketer",
      "name": "Marketer",
      "track": "work",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2431"
      },
      "observed_usage": {
        "category": "Arts, Design, Entertainment, Sports, and Media",
        "share_pct": 13.55,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "writer-and-content-creator",
      "name": "Writer and content creator",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2641"
      },
      "observed_usage": {
        "category": "Arts, Design, Entertainment, Sports, and Media",
        "share_pct": 13.55,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "sales-professional",
      "name": "Sales professional",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "3322"
      },
      "observed_usage": {
        "category": "Sales and Related",
        "share_pct": 9.14,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "customer-service-agent",
      "name": "Customer service agent",
      "track": "work",
      "scope": [
        "S1",
        "S2"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "4222"
      },
      "observed_usage": {
        "category": "Office and Administrative Support",
        "share_pct": 7.89,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "office-administrator",
      "name": "Office administrator",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "4110"
      },
      "observed_usage": {
        "category": "Office and Administrative Support",
        "share_pct": 7.89,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "accountant",
      "name": "Accountant",
      "track": "work",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 0,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2411"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "hr-professional",
      "name": "HR professional",
      "track": "work",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2423"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "teacher",
      "name": "Teacher",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2330"
      },
      "observed_usage": {
        "category": "Educational Instruction and Library",
        "share_pct": 12.79,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "nurse",
      "name": "Nurse",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 1,
        "shape": 1,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2221"
      },
      "observed_usage": {
        "category": "Healthcare Practitioners and Technical",
        "share_pct": 3.31,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "doctor",
      "name": "Doctor",
      "track": "work",
      "scope": [
        "S2",
        "S4"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 1,
        "shape": 1,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2211"
      },
      "observed_usage": {
        "category": "Healthcare Practitioners and Technical",
        "share_pct": 3.31,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "lawyer",
      "name": "Lawyer",
      "track": "work",
      "scope": [
        "S2",
        "S4"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 0,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2611"
      },
      "observed_usage": {
        "category": "Legal",
        "share_pct": 1.02,
        "band": "low",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "researcher",
      "name": "Researcher",
      "track": "work",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2632"
      },
      "observed_usage": {
        "category": "Life, Physical, and Social Science",
        "share_pct": 4.51,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "designer",
      "name": "Designer",
      "track": "work",
      "scope": [
        "S1",
        "S3"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2166"
      },
      "observed_usage": {
        "category": "Arts, Design, Entertainment, Sports, and Media",
        "share_pct": 13.55,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "engineer",
      "name": "Engineer",
      "track": "work",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F2",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 2,
        "shape": 0,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2144"
      },
      "observed_usage": {
        "category": "Architecture and Engineering",
        "share_pct": 3.56,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "small-business-owner",
      "name": "Small business owner",
      "track": "work",
      "scope": [
        "S3",
        "S5"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 3,
        "manage": 2,
        "shape": 1,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "1420"
      },
      "observed_usage": {
        "category": "Management",
        "share_pct": 5.9,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "hospitality-worker",
      "name": "Hospitality worker",
      "track": "work",
      "scope": [
        "S1",
        "S2"
      ],
      "target_tier": "F1",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 1,
        "shape": 0,
        "verify": 1
      },
      "occupation_codes": {
        "isco08": "5131"
      },
      "observed_usage": {
        "category": "Food Preparation and Serving Related",
        "share_pct": 0.48,
        "band": "low",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "logistics-worker",
      "name": "Logistics worker",
      "track": "work",
      "scope": [
        "S1",
        "S2"
      ],
      "target_tier": "F1",
      "expected": {
        "engage": 1,
        "create": 2,
        "manage": 1,
        "shape": 0,
        "verify": 1
      },
      "occupation_codes": {
        "isco08": "8322"
      },
      "observed_usage": {
        "category": "Transportation and Material Moving",
        "share_pct": 0.34,
        "band": "low",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "team-manager",
      "name": "Team manager",
      "track": "lead",
      "scope": [
        "S3",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 1,
        "manage": 3,
        "shape": 3,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "1219"
      },
      "observed_usage": {
        "category": "Management",
        "share_pct": 5.9,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "operations-manager",
      "name": "Operations manager",
      "track": "lead",
      "scope": [
        "S3",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 1,
        "manage": 3,
        "shape": 3,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "1324"
      },
      "observed_usage": {
        "category": "Management",
        "share_pct": 5.9,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-transformation-lead",
      "name": "AI transformation lead",
      "track": "lead",
      "scope": [
        "S4",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 2,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2421"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "chief-ai-officer",
      "name": "Chief AI officer",
      "track": "lead",
      "scope": [
        "S5",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 2,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "1120"
      },
      "observed_usage": {
        "category": "Management",
        "share_pct": 5.9,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-product-manager",
      "name": "AI product manager",
      "track": "lead",
      "scope": [
        "S2",
        "S4"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 2,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "1223"
      },
      "observed_usage": {
        "category": "Management",
        "share_pct": 5.9,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-programme-manager",
      "name": "AI programme manager",
      "track": "lead",
      "scope": [
        "S3",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 1,
        "manage": 3,
        "shape": 3,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2421"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-governance-and-risk-lead",
      "name": "AI governance and risk lead",
      "track": "lead",
      "scope": [
        "S3",
        "S5"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 1,
        "manage": 3,
        "shape": 3,
        "verify": 2
      },
      "occupation_codes": {
        "isco08": "2422"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "learning-and-capability-lead",
      "name": "Learning and capability lead",
      "track": "lead",
      "scope": [
        "S3",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 2,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2424"
      },
      "observed_usage": {
        "category": "Educational Instruction and Library",
        "share_pct": 12.79,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-advisor",
      "name": "AI advisor",
      "track": "lead",
      "scope": [
        "S3",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 2,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2421"
      },
      "observed_usage": {
        "category": "Business and Financial Operations",
        "share_pct": 5.77,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "software-developer",
      "name": "Software developer and engineer",
      "aliases": [
        "software engineer",
        "programmer",
        "coder"
      ],
      "track": "build",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 3,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2512"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-engineer",
      "name": "AI engineer",
      "track": "build",
      "scope": [
        "S1",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 3,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2512"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "data-scientist",
      "name": "Data scientist",
      "track": "build",
      "scope": [
        "S2",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 3,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2120"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "data-analyst",
      "name": "Data analyst",
      "track": "build",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 2,
        "manage": 2,
        "shape": 2,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2120"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "data-engineer",
      "name": "Data engineer",
      "track": "build",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 2,
        "manage": 2,
        "shape": 2,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2521"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "mlops-and-platform-engineer",
      "name": "MLOps and platform engineer",
      "track": "build",
      "scope": [
        "S2",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 2,
        "manage": 2,
        "shape": 2,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2522"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-architect",
      "name": "AI architect",
      "track": "build",
      "scope": [
        "S3",
        "S5"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 3,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2511"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-quality-and-evaluation-specialist",
      "name": "AI quality and evaluation specialist",
      "track": "build",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F4",
      "expected": {
        "engage": 3,
        "create": 3,
        "manage": 3,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2519"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-security-specialist",
      "name": "AI security specialist",
      "track": "build",
      "scope": [
        "S2",
        "S5"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 1,
        "manage": 2,
        "shape": 3,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2529"
      },
      "observed_usage": {
        "category": "Computer and Mathematical",
        "share_pct": 23.8,
        "band": "very high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-product-designer",
      "name": "AI product designer",
      "track": "build",
      "scope": [
        "S1",
        "S4"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 2,
        "manage": 2,
        "shape": 2,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "2166"
      },
      "observed_usage": {
        "category": "Arts, Design, Entertainment, Sports, and Media",
        "share_pct": 13.55,
        "band": "high",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    },
    {
      "id": "ai-data-trainer",
      "name": "AI data trainer",
      "track": "build",
      "scope": [
        "S1",
        "S2"
      ],
      "target_tier": "F3",
      "expected": {
        "engage": 2,
        "create": 2,
        "manage": 2,
        "shape": 2,
        "verify": 3
      },
      "occupation_codes": {
        "isco08": "4132"
      },
      "observed_usage": {
        "category": "Office and Administrative Support",
        "share_pct": 7.89,
        "band": "medium",
        "source": "Anthropic Economic Index",
        "period": "2026-05",
        "license": "CC BY 4.0"
      }
    }
  ],
  "observed_usage_by_country": {
    "metric": "Anthropic Usage Index",
    "baseline": 1.0,
    "period": "2026-05",
    "values": {
      "Australia": 6.4,
      "Singapore": 5.81,
      "Malaysia": 0.87,
      "Thailand": 0.73,
      "Vietnam": 0.53,
      "Indonesia": 0.46,
      "Philippines": 0.44,
      "India": 0.3
    },
    "source": "https://www.anthropic.com/economic-index"
  }
}