{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-9045-00",
  "socCode": "49-9045.00",
  "title": "Refractory Materials Repairers, Except Brickmasons",
  "summary": "Build or repair equipment such as furnaces, kilns, cupolas, boilers, converters, ladles, soaking pits, and ovens, using refractory materials.",
  "aliases": [
    "Cupola Repairer",
    "Ladle Liner",
    "Refractory Bricklayer",
    "Refractory Technician",
    "Cell Reliner",
    "Furnace Repairer",
    "Hot Repairman",
    "Ladle Repairman",
    "Refractory Worker",
    "Bondactor Machine Operator",
    "Clay Structure Builder",
    "Clay Structure Servicer"
  ],
  "tasks": [
    {
      "text": "Measure furnace walls to determine dimensions and cut required number of sheets from plastic block, using saws.",
      "type": "Supplemental",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Reline or repair ladles and pouring spouts with refractory clay, using trowels.",
      "type": "Core",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "text": "Dry and bake new linings by placing inverted linings over burners, building fires in ladles, or by using blowtorches.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.aa"
    },
    {
      "text": "Remove worn or damaged plastic block refractory linings of furnaces, using hand tools.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Chip slag from linings of ladles or remove linings when beyond repair, using hammers and chisels.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Climb scaffolding, carrying hoses, and spray surfaces of cupolas with refractory mixtures, using spray equipment.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.n"
    },
    {
      "text": "Mix specified amounts of sand, clay, mortar powder, and water to form refractory clay or mortar, using shovels or mixing machines.",
      "type": "Core",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "text": "Spread mortar on stopper heads and rods, using trowels, and slide brick sleeves over rods to form refractory jackets.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "text": "Dump and tamp clay in molds, using tamping tools.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Transfer clay structures to curing ovens, melting tanks, and drawing kilns, using forklifts.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.j"
    }
  ],
  "emergingTasks": [
    {
      "text": "Reline furnaces using ramming material."
    }
  ],
  "activities": [
    {
      "name": "Repair worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Clean equipment, parts, or tools to repair or maintain them in good working order.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Prepare compounds or solutions to be used for repairs.",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "name": "Measure distances or dimensions.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Cut materials according to specifications or needs.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Fabricate parts or components.",
      "iwa": "4.A.3.a.2.aa"
    },
    {
      "name": "Repair structural components.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "name": "Climb equipment or structures to access work areas.",
      "iwa": "4.A.3.a.1.n"
    },
    {
      "name": "Seal gaps or cracks to prevent leakage or moisture intrusion.",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "name": "Place materials into molds.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Move large objects using heavy equipment.",
      "iwa": "4.A.3.a.1.j"
    }
  ],
  "capabilities": [
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.63
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.53
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Gross Body Equilibrium",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 2.98
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Auditory Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Speech Recognition",
      "type": "Specialized 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": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Tracking Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Access",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet 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": "Maintenance management software",
      "category": "Facilities management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Time tracking software",
      "category": "Time accounting software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Exposed to Contaminants",
      "value": 5
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 5
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 4.94
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.81
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.74
    },
    {
      "name": "Time Pressure",
      "value": 4.67
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 4.58
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 4.53
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.48
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 4.47
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.45
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 4.41
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 4.38
    },
    {
      "name": "Spend Time Standing",
      "value": 4.38
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 4.34
    },
    {
      "name": "Contact With Others",
      "value": 4.23
    },
    {
      "name": "Physical Proximity",
      "value": 4.18
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.16
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.98
    },
    {
      "name": "Exposed to High Places",
      "value": 3.93
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.83
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 3.8
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.79
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.73
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.69
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.66
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.62
    },
    {
      "name": "Exposed to Whole Body Vibration",
      "value": 3.49
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.47
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.47
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.29
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.22
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.1
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.06
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 2.98
    },
    {
      "name": "Consequence of Error",
      "value": 2.89
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 2.88
    },
    {
      "name": "Telephone Conversations",
      "value": 2.86
    },
    {
      "name": "Spend Time Climbing Ladders, Scaffolds, or Poles",
      "value": 2.78
    },
    {
      "name": "Level of Competition",
      "value": 2.76
    }
  ],
  "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": 74.85
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 17.27
      },
      {
        "label": "Some College Courses",
        "percentage": 7.08
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 0.8
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 6.16
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.55
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 2.66
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.6
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 2.53
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.3
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.2
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.03
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 1.92
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.56
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.44
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.31
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 1.24
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.15
    }
  ],
  "relatedRoles": [
    {
      "socCode": "47-2021.00",
      "slug": "role-47-2021-00",
      "title": "Brickmasons and Blockmasons",
      "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": "47-3011.00",
      "slug": "role-47-3011-00",
      "title": "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4071.00",
      "slug": "role-51-4071-00",
      "title": "Foundry Mold and Coremakers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2053.00",
      "slug": "role-47-2053-00",
      "title": "Terrazzo Workers and Finishers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4191.00",
      "slug": "role-51-4191-00",
      "title": "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2051.00",
      "slug": "role-47-2051-00",
      "title": "Cement Masons and Concrete Finishers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4051.00",
      "slug": "role-51-4051-00",
      "title": "Metal-Refining Furnace Operators and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-2041.00",
      "slug": "role-51-2041-00",
      "title": "Structural Metal Fabricators and Fitters",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2011.00",
      "slug": "role-47-2011-00",
      "title": "Boilermakers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4052.00",
      "slug": "role-51-4052-00",
      "title": "Pourers and Casters, Metal",
      "tier": "Supplemental"
    },
    {
      "socCode": "47-2131.00",
      "slug": "role-47-2131-00",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Construction",
      "slug": "construction"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [
    {
      "title": "Mechanic and Repair Technologies/Technicians",
      "slug": "mechanic-and-repair-technologies-technicians"
    }
  ],
  "market": {
    "medianWage": 58540,
    "meanWage": 61480,
    "pct10Wage": 37050,
    "pct25Wage": 48380,
    "pct75Wage": 73940,
    "pct90Wage": 81440,
    "employment": 1100,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 630,
        "medianWage": 52630,
        "lq": 6.92
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 280,
        "medianWage": 62170,
        "lq": 4.83
      },
      {
        "naics": "238140",
        "slug": "238140",
        "title": "Masonry Contractors",
        "level": "National industry",
        "employment": 140,
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      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
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    ],
    "concentrated": [
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        "slug": "238140",
        "title": "Masonry Contractors",
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      {
        "naics": "31-33",
        "slug": "31-33",
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        "employment": 630,
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      {
        "naics": "23",
        "slug": "23",
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        "employment": 280,
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    ],
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      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.82,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
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    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.237463,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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      "value": 13,
      "percentile": 9,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
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          "source": "felten_aioe"
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        {
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          "source": "openai_gpts_are_gpts"
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        {
          "percentile": 27,
          "source": "microsoft_working_with_ai"
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    "exposure": [
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        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
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        "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,
        "percentile": 3,
        "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)",
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        "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": 0.82,
      "percentile": 66,
      "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": {
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      "beta": 0,
      "gamma": 0
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      "direction": "Declining",
      "annualOpeningsThousands": 0.1,
      "annualOpeningsPercentile": 1,
      "employment2024Thousands": 1.1,
      "employment2034Thousands": 0.9
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    "sources": [
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        "source": "bls_employment_projections",
        "version": "2024-2034"
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      {
        "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"
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      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
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    ]
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  "counts": {
    "tasks": 10,
    "skills": 38,
    "capabilities": 120,
    "tools": 7,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "75510e1014ab9705"
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}
