{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-4072-00",
  "socCode": "51-4072.00",
  "title": "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",
  "summary": "Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.",
  "aliases": [
    "Machine Operator",
    "Molder",
    "Process Technician",
    "Production Technician",
    "Core Machine Operator",
    "Die Cast Technician",
    "Diecast Machine Operator",
    "Mold Setter",
    "Mold Technician",
    "Aluminum Molder",
    "Aluminum Molding Machine Operator",
    "Automatic Casting Machine Operator"
  ],
  "tasks": [
    {
      "text": "Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.",
      "type": "Core",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "text": "Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.",
      "type": "Core",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "text": "Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Connect water hoses to cooling systems of dies, using hand tools.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Cool products after processing to prevent distortion.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "text": "Remove parts, such as dies, from machines after production runs are finished.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "text": "Operate hoists to position dies or patterns on foundry floors.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Install dies onto machines or presses and coat dies with parting agents, according to work order specifications.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Unload finished products from conveyor belts, pack them in containers, and place containers in warehouses.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.an"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Monitor equipment operation to ensure that products are not flawed.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Inspect metal, plastic, or composite products.",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "name": "Measure dimensions of completed products or workpieces to verify conformance to specifications.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Operate metal or plastic forming equipment.",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "name": "Mount materials or workpieces onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Adjust temperature controls of ovens or other heating equipment.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Mark products, workpieces, or equipment with identifying information.",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "name": "Remove workpieces from molds.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Skim impurities from molten metal.",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "name": "Trim excess material from workpieces.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Operate grinding equipment.",
      "iwa": "4.A.3.a.3.l"
    },
    {
      "name": "Apply lubricants or coolants to workpieces.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Mount attachments or tools onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Apply protective or decorative finishes to workpieces or products.",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "name": "Mix substances to create chemical solutions.",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "name": "Load materials into production equipment.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Monitor instruments to ensure proper production conditions.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Apply parting agents or other solutions to molds.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Study blueprints or other instructions to determine equipment setup 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 guides, stops, spacers, or other fixtures.",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "name": "Remove accessories, tools, or other parts from equipment.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Maintain inventories of materials, equipment, or products.",
      "iwa": "4.A.4.c.3.a"
    },
    {
      "name": "Place materials into molds.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Load items into ovens or furnaces.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Remove products or workpieces from production equipment.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Package products for storage or shipment.",
      "iwa": "4.A.3.a.2.ap"
    },
    {
      "name": "Connect supply lines to production equipment or tools.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Heat material or workpieces to prepare for or complete production.",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "name": "Operate cranes, hoists, or other moving or lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "name": "Clean production equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Smooth metal surfaces or edges.",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "name": "Fill cracks, imperfections, or holes in products or workpieces.",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "name": "Move products, materials, or equipment between work areas.",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "name": "Maintain production or processing equipment.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Lubricate production equipment.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Repair templates, patterns, or molds.",
      "iwa": "4.A.3.b.4.b"
    },
    {
      "name": "Replace worn equipment components.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Select production input materials.",
      "iwa": "4.A.2.b.1.j"
    }
  ],
  "capabilities": [
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.54
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.09
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Auditory Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 2.88
    }
  ],
  "skills": [
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "FANUC Robotics iRVision",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "HotFlo! Die-Shot Monitor",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Intera Systems Hawk-i",
      "category": "Computer aided manufacturing CAM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "RobotWare DieCast",
      "category": "Computer aided manufacturing CAM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Visi-Trak True-Trak 20/20",
      "category": "Computer aided manufacturing CAM 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": 4.98
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.63
    },
    {
      "name": "Spend Time Standing",
      "value": 4.55
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.51
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.33
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.24
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.22
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.14
    },
    {
      "name": "Time Pressure",
      "value": 3.96
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.94
    },
    {
      "name": "Contact With Others",
      "value": 3.93
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.93
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.91
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.85
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.82
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.73
    },
    {
      "name": "Physical Proximity",
      "value": 3.73
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.65
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.47
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.47
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.46
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.28
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.27
    },
    {
      "name": "Consequence of Error",
      "value": 3.24
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.2
    },
    {
      "name": "Level of Competition",
      "value": 3.16
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.15
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.11
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.94
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.88
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.82
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 2.81
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.8
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 2.76
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 2.6
    },
    {
      "name": "Conflict Situations",
      "value": 2.57
    },
    {
      "name": "Degree of Automation",
      "value": 2.42
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.35
    },
    {
      "name": "E-Mail",
      "value": 2.17
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 2.1
    }
  ],
  "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": 56.98
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 30.31
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 11.15
      },
      {
        "label": "Some College Courses",
        "percentage": 1.56
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.97
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.28
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.08
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 3.47
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.99
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.37
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.28
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.19
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.01
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.86
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.76
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.63
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.58
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.35
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.24
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.24
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-4021.00",
      "slug": "role-51-4021-00",
      "title": "Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9195.00",
      "slug": "role-51-9195-00",
      "title": "Molders, Shapers, and Casters, Except Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-6091.00",
      "slug": "role-51-6091-00",
      "title": "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9041.00",
      "slug": "role-51-9041-00",
      "title": "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",
      "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": "51-4022.00",
      "slug": "role-51-4022-00",
      "title": "Forging Machine 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": "51-4023.00",
      "slug": "role-51-4023-00",
      "title": "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4111.00",
      "slug": "role-51-4111-00",
      "title": "Tool and Die Makers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4191.00",
      "slug": "role-51-4191-00",
      "title": "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "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": "Supplemental"
    },
    {
      "socCode": "51-9191.00",
      "slug": "role-51-9191-00",
      "title": "Adhesive Bonding Machine Operators and Tenders",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 41230,
    "meanWage": 44130,
    "pct10Wage": 31990,
    "pct25Wage": 36290,
    "pct75Wage": 49100,
    "pct90Wage": 60110,
    "employment": 154820,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 139410,
        "medianWage": 42790,
        "lq": 10.88
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 1550,
        "medianWage": 41020,
        "lq": 0.26
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 470,
        "medianWage": 45300,
        "lq": 0.04
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 440,
        "medianWage": 45290,
        "lq": 0.38
      },
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 360,
        "medianWage": 37540,
        "lq": 1.38
      },
      {
        "naics": "339910",
        "slug": "339910",
        "title": "Jewelry and Silverware Manufacturing",
        "level": "National industry",
        "employment": 230,
        "medianWage": 39720,
        "lq": 11.5
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 100,
        "medianWage": 53000,
        "lq": 0.04
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 80,
        "medianWage": 46090
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 80,
        "medianWage": 35120
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 60,
        "medianWage": 35610
      },
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "employment": 50,
        "medianWage": 64930
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 40,
        "medianWage": 50620
      }
    ],
    "concentrated": [
      {
        "naics": "339910",
        "slug": "339910",
        "title": "Jewelry and Silverware Manufacturing",
        "level": "National industry",
        "employment": 230,
        "lq": 11.5
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 139410,
        "lq": 10.88
      },
      {
        "naics": "332710",
        "slug": "332710",
        "title": "Machine Shops",
        "level": "National industry",
        "employment": 360,
        "lq": 1.38
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 440,
        "lq": 0.38
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 1550,
        "lq": 0.26
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 470,
        "lq": 0.04
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 100,
        "lq": 0.04
      }
    ],
    "count": 15
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.95,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.146139,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.173385,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.108139,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 17,
      "percentile": 14,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 13,
          "source": "felten_aioe"
        },
        {
          "percentile": 19,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 18,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.146139,
        "percentile": 13,
        "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": 0.13953488372093023,
        "percentile": 19,
        "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": 0.07050282527977364,
        "percentile": 18,
        "band": "Low",
        "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": 0.95,
      "percentile": 89,
      "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": 0.023255813953488372,
      "beta": 0.08139534883720931,
      "gamma": 0.13953488372093023
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -3.8,
      "growthPercentile": 14,
      "direction": "Declining",
      "annualOpeningsThousands": 15.9,
      "annualOpeningsPercentile": 74,
      "employment2024Thousands": 154.6,
      "employment2034Thousands": 148.8
    },
    "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": 29,
    "skills": 35,
    "capabilities": 120,
    "tools": 10,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "f6b1e866f375bce3"
  }
}
