{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-47-4041-00",
  "socCode": "47-4041.00",
  "title": "Hazardous Materials Removal Workers",
  "summary": "Identify, remove, pack, transport, or dispose of hazardous materials, including asbestos, lead-based paint, waste oil, fuel, transmission fluid, radioactive materials, or contaminated soil. Specialized training and certification in hazardous materials handling or a confined entry permit are generally required. May operate earth-moving equipment or trucks.",
  "aliases": [
    "Asbestos Abatement Worker",
    "Asbestos Remover",
    "Asbestos Worker",
    "Waste Handling Technician",
    "Abatement Worker",
    "Asbestos Hazard Abatement Worker",
    "Decontamination and Decommissioning Operator (D and D Operator)",
    "Hazmat Technician (Hazardous Materials Technician)",
    "Asbestos Coverer",
    "Asbestos Handler",
    "Asbestos Technician",
    "Decontamination Worker"
  ],
  "tasks": [
    {
      "text": "Build containment areas prior to beginning abatement or decontamination work.",
      "type": "Core",
      "iwa": "4.A.3.a.2.a"
    },
    {
      "text": "Remove asbestos or lead from surfaces, using hand or power tools such as scrapers, vacuums, or high-pressure sprayers.",
      "type": "Core",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "text": "Identify asbestos, lead, or other hazardous materials to be removed, using monitoring devices.",
      "type": "Core",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "text": "Prepare hazardous material for removal or storage.",
      "type": "Core",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "text": "Comply with prescribed safety procedures or federal laws regulating waste disposal methods.",
      "type": "Core",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "text": "Record numbers of containers stored at disposal sites, specifying amounts or types of equipment or waste disposed.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Sort specialized hazardous waste at landfills or disposal centers, following proper disposal procedures.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "text": "Operate cranes to move or load baskets, casks, or canisters.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Drive trucks or other heavy equipment to convey contaminated waste to designated sea or ground locations.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "text": "Load or unload materials into containers or onto trucks, using hoists or forklifts.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Identify or separate waste products or materials for recycling or reuse.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "text": "Clean contaminated equipment or areas for reuse, using detergents or solvents, sandblasters, filter pumps, or steam cleaners.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Prepare hazardous waste for processing or disposal.",
      "iwa": "4.A.3.a.2.m"
    },
    {
      "name": "Record operational or environmental data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Drive trucks or truck-mounted equipment.",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "name": "Load or unload materials used in construction or extraction.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Operate cranes, hoists, or other moving or lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "name": "Decontaminate equipment or sites to remove hazardous or toxic substances.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Inspect work sites to identify potential environmental or safety hazards.",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "name": "Mix substances or compounds needed for work activities.",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "name": "Pour materials into or on designated areas.",
      "iwa": "4.A.3.a.1.g"
    },
    {
      "name": "Apply new technologies to improve work processes.",
      "iwa": "4.A.2.b.1.i"
    },
    {
      "name": "Assemble temporary equipment or structures.",
      "iwa": "4.A.3.a.2.a"
    }
  ],
  "capabilities": [
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 3.6
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.46
    },
    {
      "name": "Transportation",
      "family": "knowledge",
      "value": 3.41
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.4
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 3.24
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.1
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.09
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3
    }
  ],
  "skills": [
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Database Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Jenkins CI",
      "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 Outlook",
      "category": "Electronic mail 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": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Computerized maintenance management system software CMMS",
      "category": "Facilities management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Database software",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory management systems",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Xactware Xactimate",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.78
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.58
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 4.52
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 4.35
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.14
    },
    {
      "name": "Telephone Conversations",
      "value": 4.12
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.09
    },
    {
      "name": "Contact With Others",
      "value": 3.97
    },
    {
      "name": "Time Pressure",
      "value": 3.88
    },
    {
      "name": "Spend Time Standing",
      "value": 3.87
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.85
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.75
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.7
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.69
    },
    {
      "name": "Physical Proximity",
      "value": 3.68
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.62
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.58
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.56
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.49
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.45
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.44
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 3.43
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.37
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.35
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 3.32
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.32
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.28
    },
    {
      "name": "Consequence of Error",
      "value": 3.25
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.24
    },
    {
      "name": "Conflict Situations",
      "value": 3.18
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.16
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.16
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.16
    },
    {
      "name": "Exposed to High Places",
      "value": 3.14
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 3.13
    },
    {
      "name": "Spend Time Climbing Ladders, Scaffolds, or Poles",
      "value": 3.11
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.1
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.08
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.99
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 2.96
    }
  ],
  "preparation": {
    "jobZone": "3",
    "jobZoneName": "Job Zone Three: Medium Preparation Needed",
    "education": "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.",
    "experience": "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.",
    "svpRange": "(6.0 to < 7.0)",
    "educationDistribution": [
      {
        "label": "Less than a High School Diploma",
        "percentage": 26.03
      },
      {
        "label": "High School Diploma",
        "percentage": 24.89
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 19.71
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 13.76
      },
      {
        "label": "Some College Courses",
        "percentage": 13.66
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 1.94
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 6.32
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 5
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.36
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 4.27
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 4
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.74
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.57
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 2.29
    },
    {
      "name": "Protective Service",
      "family": "specific_interest_area",
      "value": 2.29
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 2.25
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 2.24
    },
    {
      "name": "Perseverance",
      "family": "work_style",
      "value": 1.97
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 1.88
    },
    {
      "name": "Self-Control",
      "family": "work_style",
      "value": 1.8
    }
  ],
  "relatedRoles": [
    {
      "socCode": "53-7062.04",
      "slug": "role-53-7062-04",
      "title": "Recycling and Reclamation Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-8031.00",
      "slug": "role-51-8031-00",
      "title": "Water and Wastewater Treatment Plant and System Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-4051.00",
      "slug": "role-47-4051-00",
      "title": "Highway Maintenance Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-4071.00",
      "slug": "role-47-4071-00",
      "title": "Septic Tank Servicers and Sewer Pipe Cleaners",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7081.00",
      "slug": "role-53-7081-00",
      "title": "Refuse and Recyclable Material Collectors",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2131.00",
      "slug": "role-47-2131-00",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2061.00",
      "slug": "role-47-2061-00",
      "title": "Construction Laborers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-5032.00",
      "slug": "role-47-5032-00",
      "title": "Explosives Workers, Ordnance Handling Experts, and Blasters",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-1042.01",
      "slug": "role-53-1042-01",
      "title": "Recycling Coordinators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7061.00",
      "slug": "role-53-7061-00",
      "title": "Cleaners of Vehicles and Equipment",
      "tier": "Primary-Long"
    },
    {
      "socCode": "19-4042.00",
      "slug": "role-19-4042-00",
      "title": "Environmental Science and Protection Technicians, Including Health",
      "tier": "Supplemental"
    },
    {
      "socCode": "17-3025.00",
      "slug": "role-17-3025-00",
      "title": "Environmental Engineering Technologists and Technicians",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    },
    {
      "cluster": "Energy & Natural Resources",
      "slug": "energy-natural-resources"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [
    {
      "title": "Engineering/Engineering-Related Technologies/Technicians",
      "slug": "engineering-engineering-related-technologies-technicians"
    }
  ],
  "market": {
    "medianWage": 48490,
    "meanWage": 55740,
    "pct10Wage": 37330,
    "pct25Wage": 42710,
    "pct75Wage": 62150,
    "pct90Wage": 82480,
    "employment": 50570,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 41500,
        "medianWage": 47660,
        "lq": 14.01
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3160,
        "medianWage": 54690,
        "lq": 1.19
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 2770,
        "medianWage": 39360,
        "lq": 3.19
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 2420,
        "medianWage": 60080,
        "lq": 0.69
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 760,
        "medianWage": 81420,
        "lq": 2
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 260,
        "medianWage": 53090,
        "lq": 0.03
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 220,
        "medianWage": 59920,
        "lq": 0.05
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 190,
        "medianWage": 105890,
        "lq": 1
      },
      {
        "naics": "221113",
        "slug": "221113",
        "title": "Nuclear Electric Power Generation",
        "level": "National industry",
        "employment": 160,
        "medianWage": 110210,
        "lq": 13.14
      },
      {
        "naics": "238290",
        "slug": "238290",
        "title": "Other Building Equipment Contractors",
        "level": "National industry",
        "employment": 160,
        "medianWage": 58730,
        "lq": 3.18
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 160,
        "medianWage": 61330,
        "lq": 0.08
      },
      {
        "naics": "238220",
        "slug": "238220",
        "title": "Plumbing, Heating, and Air-Conditioning Contractors",
        "level": "National industry",
        "employment": 150,
        "medianWage": 54970,
        "lq": 0.36
      }
    ],
    "concentrated": [
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 41500,
        "lq": 14.01
      },
      {
        "naics": "221113",
        "slug": "221113",
        "title": "Nuclear Electric Power Generation",
        "level": "National industry",
        "employment": 160,
        "lq": 13.14
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 2770,
        "lq": 3.19
      },
      {
        "naics": "238290",
        "slug": "238290",
        "title": "Other Building Equipment Contractors",
        "level": "National industry",
        "employment": 160,
        "lq": 3.18
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 760,
        "lq": 2
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3160,
        "lq": 1.19
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 190,
        "lq": 1
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 2420,
        "lq": 0.69
      }
    ],
    "count": 20
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.53,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.6887439,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.3680713,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.7441202,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 16,
      "percentile": 13,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 29,
          "source": "felten_aioe"
        },
        {
          "percentile": 17,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 3,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.6887439,
        "percentile": 29,
        "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": 0.12903225806451613,
        "percentile": 17,
        "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": 0.021558983678320678,
        "percentile": 3,
        "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": 0.53,
      "percentile": 48,
      "band": "Moderate",
      "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": 0.03225806451612903,
      "beta": 0.08064516129032258,
      "gamma": 0.12903225806451613
    },
    "usageTasks": [
      {
        "task": "Identify or separate waste products or materials for recycling or reuse.",
        "usagePercent": 0.0035947725844155307,
        "importance": 4.01
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": 1,
      "growthPercentile": 31,
      "direction": "About average",
      "annualOpeningsThousands": 5,
      "annualOpeningsPercentile": 49,
      "employment2024Thousands": 51.3,
      "employment2034Thousands": 51.8
    },
    "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"
      }
    ]
  },
  "aiPlaybook": {
    "trustedTaskCount": 1,
    "taskCount": 1,
    "totalSample": 40,
    "autonomyMedian": 3,
    "dominantCollaboration": "directive",
    "automationShare": 42.5,
    "collaboration": [
      {
        "label": "directive",
        "percent": 42.5
      }
    ],
    "useCase": [
      {
        "label": "personal",
        "percent": 72.5
      }
    ],
    "delegatedTasks": [
      {
        "task": "Identify or separate waste products or materials for recycling or reuse.",
        "usagePercent": 0.004000500062507814,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 40
      }
    ],
    "boundaryTasks": [
      {
        "task": "Identify or separate waste products or materials for recycling or reuse.",
        "humanNeededPercent": 100,
        "sampleCount": 40
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Do this for me: identify or separate waste products or materials for recycling or reuse. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 21,
    "skills": 37,
    "capabilities": 120,
    "tools": 11,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "a78b7f5958eb0b71"
  }
}