{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-4035-00",
  "socCode": "51-4035.00",
  "title": "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",
  "summary": "Set up, operate, or tend milling or planing machines to mill, plane, shape, groove, or profile metal or plastic work pieces.",
  "aliases": [
    "CNC Licensed Mill Operator (Computer Numerical Control Licensed Mill Operator)",
    "CNC Mill Operator (Computerized Numerical Control Mill Operator)",
    "Machine Operator",
    "Mill Operator",
    "CNC Mill Operator (Computer Numerical Control Mill Operator)",
    "CNC Mill Set Up Operator (Computerized Numerical Control Mill Set Up Operator)",
    "Machine Set Up Operator",
    "Miller",
    "Milling Operator",
    "Setup Man",
    "Barrel Rib Matting Machine Operator",
    "Barrel Rifler"
  ],
  "tasks": [
    {
      "text": "Remove workpieces from machines, and check to ensure that they conform to specifications, using measuring instruments such as microscopes, gauges, calipers, and micrometers.",
      "type": "Core",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "text": "Verify alignment of workpieces on machines, using measuring instruments such as rules, gauges, or calipers.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "text": "Move controls to set cutting specifications, to position cutting tools and workpieces in relation to each other, and to start machines.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Observe milling or planing machine operation, and adjust controls to ensure conformance with specified tolerances.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Select and install cutting tools and other accessories according to specifications, using hand tools or power tools.",
      "type": "Core",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "text": "Position and secure workpieces on machines, using holding devices, measuring instruments, hand tools, and hoists.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Study blueprints, layouts, sketches, or work orders to assess workpiece specifications and to determine tooling instructions, tools and materials needed, and sequences of operations.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Replace worn tools, using hand tools, and sharpen dull tools, using bench grinders.",
      "type": "Core",
      "iwa": "4.A.3.a.3.l"
    },
    {
      "text": "Compute dimensions, tolerances, and angles of workpieces or machines according to specifications and knowledge of metal properties and shop mathematics.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Move cutters or material manually or by turning handwheels, or engage automatic feeding mechanisms to mill workpieces to specifications.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Mount attachments and tools, such as pantographs, engravers, or routers, to perform other operations, such as drilling or boring.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Select cutting speeds, feed rates, and depths of cuts, applying knowledge of metal properties and shop mathematics.",
      "type": "Core",
      "iwa": "4.A.2.b.1.d"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Remove products or workpieces from production equipment.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Monitor equipment operation to ensure that products are not flawed.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Mount materials or workpieces onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "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": "Set equipment controls to meet cutting specifications.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Calculate dimensions of workpieces, products, or equipment.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Align parts or workpieces to ensure proper assembly.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Determine production equipment settings.",
      "iwa": "4.A.2.b.1.d"
    },
    {
      "name": "Feed materials or products into or through equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "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": "Select production equipment according to product specifications.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Mount attachments or tools onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Adjust equipment controls to regulate coolant flow.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Construct patterns, templates, or other work aids.",
      "iwa": "4.A.3.a.2.aj"
    }
  ],
  "capabilities": [
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.72
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.57
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.18
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 2.98
    },
    {
      "name": "Design",
      "family": "knowledge",
      "value": 2.95
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 2.91
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.79
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Extensible markup language XML",
      "category": "Enterprise application integration software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "EditCNC",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "G-code",
      "category": "Object or component oriented development software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Kentech machine shop software",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "M-code",
      "category": "Object or component oriented development software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Mastercam computer-aided design and manufacturing software",
      "category": "Computer aided manufacturing CAM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Siemens Solid Edge",
      "category": "Computer aided design CAD software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "SmartCAMcnc SmartCAM",
      "category": "Computer aided design CAD software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "SWIVEL Software",
      "category": "Materials requirements planning logistics and supply chain software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Vero Software ALPHACAM",
      "category": "Computer aided design CAD software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Vero Software Edgecam",
      "category": "Computer aided design CAD and computer aided manufacturing CAM system",
      "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": 4.89
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.63
    },
    {
      "name": "Spend Time Standing",
      "value": 4.5
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.5
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.34
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.26
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.12
    },
    {
      "name": "Time Pressure",
      "value": 4.1
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.89
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.75
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.7
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.59
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.55
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.53
    },
    {
      "name": "Contact With Others",
      "value": 3.49
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.49
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.47
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.42
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.4
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.36
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.35
    },
    {
      "name": "Physical Proximity",
      "value": 3.28
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.28
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.26
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.14
    },
    {
      "name": "Consequence of Error",
      "value": 2.94
    },
    {
      "name": "Conflict Situations",
      "value": 2.83
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.76
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 2.72
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.63
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.61
    },
    {
      "name": "Level of Competition",
      "value": 2.5
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.44
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.43
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 2.39
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.25
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 2.24
    },
    {
      "name": "Degree of Automation",
      "value": 2.24
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 2.23
    },
    {
      "name": "Spend Time Climbing Ladders, Scaffolds, or Poles",
      "value": 1.97
    }
  ],
  "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": 47.3
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 18.83
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 15.03
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 9.7
      },
      {
        "label": "Some College Courses",
        "percentage": 9.13
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 4.73
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.38
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.76
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.6
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.67
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.41
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 2.22
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.19
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.07
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.96
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.65
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.54
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.28
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.19
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-4034.00",
      "slug": "role-51-4034-00",
      "title": "Lathe and Turning Machine Tool 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": "51-7042.00",
      "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": "51-4081.00",
      "slug": "role-51-4081-00",
      "title": "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9161.00",
      "slug": "role-51-9161-00",
      "title": "Computer Numerically Controlled Tool Operators",
      "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": "51-4031.00",
      "slug": "role-51-4031-00",
      "title": "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9032.00",
      "slug": "role-51-9032-00",
      "title": "Cutting and Slicing Machine Setters, Operators, and Tenders",
      "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": "51-4041.00",
      "slug": "role-51-4041-00",
      "title": "Machinists",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "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": 48310,
    "meanWage": 52940,
    "pct10Wage": 36810,
    "pct25Wage": 41650,
    "pct75Wage": 61290,
    "pct90Wage": 75000,
    "employment": 13810,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 11730,
        "medianWage": 48940,
        "lq": 10.26
      },
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 1890,
        "medianWage": 50220,
        "lq": 81.23
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 650,
        "medianWage": 47080,
        "lq": 1.2
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 600,
        "medianWage": 34470,
        "lq": 0.74
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 420,
        "medianWage": 47000,
        "lq": 0.58
      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 190,
        "medianWage": 59110,
        "lq": 3.7
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "medianWage": 58480
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "medianWage": 49030
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "medianWage": 33900
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "medianWage": 47180
      }
    ],
    "concentrated": [
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 1890,
        "lq": 81.23
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 11730,
        "lq": 10.26
      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 190,
        "lq": 3.7
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 650,
        "lq": 1.2
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 600,
        "lq": 0.74
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 420,
        "lq": 0.58
      }
    ],
    "count": 10
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.98,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.8703219,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.019678,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.8670107,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 31,
      "percentile": 29,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 23,
          "source": "felten_aioe"
        },
        {
          "percentile": 30,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 41,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.8703219,
        "percentile": 23,
        "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": 0.27586206896551724,
        "percentile": 30,
        "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": 0.1251284759656447,
        "percentile": 41,
        "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": 0.98,
      "percentile": 97,
      "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": 0.20689655172413793,
      "beta": 0.24137931034482757,
      "gamma": 0.27586206896551724
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -14.4,
      "growthPercentile": 3,
      "direction": "Declining",
      "annualOpeningsThousands": 1.1,
      "annualOpeningsPercentile": 17,
      "employment2024Thousands": 13.8,
      "employment2034Thousands": 11.8
    },
    "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": 15,
    "skills": 36,
    "capabilities": 120,
    "tools": 16,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "d7751bf577b69b0e"
  }
}
