{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-4034-00",
  "socCode": "51-4034.00",
  "title": "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
  "summary": "Set up, operate, or tend lathe and turning machines to turn, bore, thread, form, or face metal or plastic materials, such as wire, rod, or bar stock.",
  "aliases": [
    "CNC Lathe Operator (Computer Numerical Control Lathe Operator)",
    "Lathe Operator",
    "Machine Operator",
    "Setup Operator",
    "CNC Setup Operator (Computer Numerical Control Setup Operator)",
    "Numerical Control Operator (NC Operator)",
    "Screw Machine Operator",
    "Screw Machine Tool Setter",
    "Turn Operator",
    "Automatic Screwmaker",
    "Automatic Spinning Lathe Operator",
    "Automatic Spinning Lathe Setter"
  ],
  "tasks": [
    {
      "text": "Adjust machine controls and change tool settings to keep dimensions within specified tolerances.",
      "type": "Core",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "text": "Move controls to set cutting speeds and depths and feed rates, and to position tools in relation to workpieces.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Study blueprints, layouts or charts, and job orders for information on specifications and tooling instructions, and to determine material requirements and operational sequences.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Inspect sample workpieces to verify conformance with specifications, using instruments such as gauges, micrometers, and dial indicators.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Replace worn tools, and sharpen dull cutting tools and dies, using bench grinders or cutter-grinding machines.",
      "type": "Core",
      "iwa": "4.A.3.a.3.l"
    },
    {
      "text": "Move toolholders manually or by turning handwheels, or engage automatic feeding mechanisms to feed tools to and along workpieces.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Compute unspecified dimensions and machine settings, using knowledge of metal properties and shop mathematics.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Crank machines through cycles, stopping to adjust tool positions and machine controls to ensure specified timing, clearances, and tolerances.",
      "type": "Core",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "text": "Position, secure, and align cutting tools in toolholders on machines, using hand tools, and verify their positions with measuring instruments.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Start lathe or turning machines and observe operations to ensure that specifications are met.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Program computer numerical control machines.",
      "type": "Core",
      "iwa": "4.A.3.b.1.a"
    },
    {
      "text": "Refill, change, and monitor the level of fluids, such as oil and coolant, in machines.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Measure dimensions of completed products or workpieces to verify conformance to specifications.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Read work orders or other instructions to determine product specifications or materials requirements.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Review blueprints or other instructions to determine operational methods or sequences.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Operate metal or plastic forming equipment.",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "name": "Set equipment controls to meet cutting specifications.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Monitor equipment operation to ensure that products are not flawed.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Operate cutting equipment.",
      "iwa": "4.A.3.a.3.l"
    },
    {
      "name": "Select production equipment according to product specifications.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Conduct test runs of production equipment.",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "name": "Mount materials or workpieces onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Lift materials or workpieces using cranes or other lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "name": "Operate grinding equipment.",
      "iwa": "4.A.3.a.3.l"
    },
    {
      "name": "Replace worn equipment components.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Sharpen cutting or grinding tools.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Mount attachments or tools onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Calculate dimensions of workpieces, products, or equipment.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Install mechanical components in production equipment.",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "name": "Feed materials or products into or through equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Adjust equipment controls to regulate coolant flow.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Perform basic equipment maintenance.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "name": "Program equipment to perform production tasks.",
      "iwa": "4.A.3.b.1.a"
    },
    {
      "name": "Program robotic equipment.",
      "iwa": "4.A.3.b.1.a"
    },
    {
      "name": "Clean work areas.",
      "iwa": "4.A.3.a.1.c"
    }
  ],
  "capabilities": [
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.98
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.63
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.6
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 3.32
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.26
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.17
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.15
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.95
    },
    {
      "name": "Personnel and Human Resources",
      "family": "knowledge",
      "value": 2.95
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Autodesk HSMWorks",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Computer numerical control CNC editor software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "G-code",
      "category": "Object or component oriented development software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "M-code",
      "category": "Object or component oriented development software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 5
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.37
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.2
    },
    {
      "name": "Spend Time Standing",
      "value": 4.09
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.72
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.71
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.63
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.6
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.45
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.4
    },
    {
      "name": "Contact With Others",
      "value": 3.39
    },
    {
      "name": "Level of Competition",
      "value": 3.29
    },
    {
      "name": "Time Pressure",
      "value": 3.26
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.17
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.13
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.12
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.08
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 2.9
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.88
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.82
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.73
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 2.65
    },
    {
      "name": "Degree of Automation",
      "value": 2.62
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.61
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.56
    },
    {
      "name": "Public Speaking",
      "value": 2.42
    },
    {
      "name": "Telephone Conversations",
      "value": 2.42
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.42
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.36
    },
    {
      "name": "Physical Proximity",
      "value": 2.35
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.28
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 2.26
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.25
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.2
    },
    {
      "name": "E-Mail",
      "value": 2.17
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 2.13
    },
    {
      "name": "Consequence of Error",
      "value": 2.06
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 2.02
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 1.83
    },
    {
      "name": "Conflict Situations",
      "value": 1.78
    }
  ],
  "preparation": {
    "jobZone": "2",
    "jobZoneName": "Job Zone 1-2: Very Little to Some Preparation Needed",
    "education": "Usually requires a high school diploma or GED, though some occupations may not.",
    "experience": "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training.",
    "svpRange": "(Below 6.0)",
    "educationDistribution": [
      {
        "label": "High School Diploma",
        "percentage": 31.64
      },
      {
        "label": "Some College Courses",
        "percentage": 28.86
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 18.19
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 11.58
      },
      {
        "label": "First Professional Degree",
        "percentage": 9.62
      },
      {
        "label": "Post-Doctoral Training",
        "percentage": 0.1
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.34
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 4.3
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.16
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.71
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.53
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.33
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.12
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 2.03
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.99
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.94
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.71
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.63
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.29
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.28
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.24
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-4035.00",
      "slug": "role-51-4035-00",
      "title": "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4033.00",
      "slug": "role-51-4033-00",
      "title": "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4081.00",
      "slug": "role-51-4081-00",
      "title": "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-7042.00",
      "slug": "role-51-7042-00",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4194.00",
      "slug": "role-51-4194-00",
      "title": "Tool Grinders, Filers, and Sharpeners",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4031.00",
      "slug": "role-51-4031-00",
      "title": "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4032.00",
      "slug": "role-51-4032-00",
      "title": "Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9032.00",
      "slug": "role-51-9032-00",
      "title": "Cutting and Slicing Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4022.00",
      "slug": "role-51-4022-00",
      "title": "Forging Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4023.00",
      "slug": "role-51-4023-00",
      "title": "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-9161.00",
      "slug": "role-51-9161-00",
      "title": "Computer Numerically Controlled Tool Operators",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [
    {
      "title": "Precision Production",
      "slug": "precision-production"
    }
  ],
  "market": {
    "medianWage": 48620,
    "meanWage": 50190,
    "pct10Wage": 36200,
    "pct25Wage": 41180,
    "pct75Wage": 58100,
    "pct90Wage": 65450,
    "employment": 18970,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 18000,
        "medianWage": 48610,
        "lq": 11.46
      },
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 3000,
        "medianWage": 47820,
        "lq": 93.87
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 520,
        "medianWage": 47830,
        "lq": 0.47
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 390,
        "medianWage": 45610,
        "lq": 1.2
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 180,
        "medianWage": 48090,
        "lq": 0.18
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 150,
        "medianWage": 47460,
        "lq": 0.2
      }
    ],
    "concentrated": [
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 3000,
        "lq": 93.87
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 18000,
        "lq": 11.46
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 390,
        "lq": 1.2
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 520,
        "lq": 0.47
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 150,
        "lq": 0.2
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 180,
        "lq": 0.18
      }
    ],
    "count": 6
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.84,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.06734,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.9061331,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.126104,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 29,
      "percentile": 28,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 15,
          "source": "felten_aioe"
        },
        {
          "percentile": 24,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 49,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.06734,
        "percentile": 15,
        "band": "Low",
        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
      },
      {
        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
        "value": 0.1935483870967742,
        "percentile": 24,
        "band": "Low",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
        "value": 0.14555167009896658,
        "percentile": 49,
        "band": "Moderate",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.84,
      "percentile": 69,
      "band": "High",
      "note": "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."
    },
    "teleworkable": false,
    "eloundou": {
      "alpha": 0.12903225806451613,
      "beta": 0.16129032258064516,
      "gamma": 0.1935483870967742
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -13.6,
      "growthPercentile": 3,
      "direction": "Declining",
      "annualOpeningsThousands": 1.5,
      "annualOpeningsPercentile": 22,
      "employment2024Thousands": 18.9,
      "employment2034Thousands": 16.4
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 18,
    "skills": 32,
    "capabilities": 120,
    "tools": 5,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "c361905497d068ce"
  }
}