{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-53-7041-00",
  "socCode": "53-7041.00",
  "title": "Hoist and Winch Operators",
  "summary": "Operate or tend hoists or winches to lift and pull loads using power-operated cable equipment.",
  "aliases": [
    "Hoist Operator",
    "Hoistman",
    "Material Handler",
    "Service Operator",
    "Winch Derrick Operator",
    "Air Hoist Operator",
    "Air Lift Operator",
    "Boat Hoist Operator",
    "Boat Loader",
    "Boat Puller",
    "Bridge Rigger",
    "Building Rigger"
  ],
  "tasks": [
    {
      "text": "Move levers, pedals, and throttles to stop, start, and regulate speeds of hoist or winch drums in response to hand, bell, buzzer, telephone, loud-speaker, or whistle signals, or by observing dial indicators or cable marks.",
      "type": "Core",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Apply hand or foot brakes and move levers to lock hoists or winches.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Start engines of hoists or winches and use levers and pedals to wind or unwind cable on drums.",
      "type": "Core",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Observe equipment gauges and indicators and hand signals of other workers to verify load positions or depths.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Operate compressed air, diesel, electric, gasoline, or steam-driven hoists or winches to control movement of cableways, cages, derricks, draglines, loaders, railcars, or skips.",
      "type": "Core",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Oil winch drums so that cables will wind smoothly.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "text": "Move or reposition hoists, winches, loads and materials, manually or using equipment and machines such as trucks, cars, and hand trucks.",
      "type": "Core",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "text": "Climb ladders to position and set up vehicle-mounted derricks.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.n"
    },
    {
      "text": "Select loads or materials according to weight and size specifications.",
      "type": "Core",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "text": "Repair, maintain, and adjust equipment, using hand tools.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "text": "Signal and assist other workers loading or unloading materials.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Tend auxiliary equipment, such as jacks, slings, cables, or stop blocks, to facilitate moving items or materials for further processing.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.h"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Operate cranes, hoists, or other moving or lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "name": "Monitor equipment gauges or displays to ensure proper operation.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Move materials, equipment, or supplies.",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "name": "Position material handling equipment.",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "name": "Select project materials.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Load shipments, belongings, or materials.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Communicate with others to coordinate material handling or movement.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Connect cables or electrical lines.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Maintain material moving equipment in good working condition.",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "name": "Climb ladders or vehicles to perform duties.",
      "iwa": "4.A.3.a.1.n"
    }
  ],
  "capabilities": [
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.63
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.63
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.63
    },
    {
      "name": "Depth Perception",
      "family": "ability",
      "value": 3.63
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.62
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Hearing Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Gross Body Equilibrium",
      "family": "ability",
      "value": 3.13
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.09
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Instructing",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Management of Personnel Resources",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Response Orientation",
      "family": "ability",
      "value": 3
    }
  ],
  "skills": [
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 5
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.99
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.89
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 4.81
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.79
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.76
    },
    {
      "name": "Time Pressure",
      "value": 4.75
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.74
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.71
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.67
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.67
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.61
    },
    {
      "name": "Exposed to High Places",
      "value": 4.59
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.59
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.57
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.56
    },
    {
      "name": "Consequence of Error",
      "value": 4.51
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 4.33
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 4.32
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 4.2
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 4.17
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 4.1
    },
    {
      "name": "Contact With Others",
      "value": 4.08
    },
    {
      "name": "Exposed to Whole Body Vibration",
      "value": 3.78
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.76
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.68
    },
    {
      "name": "Spend Time Sitting",
      "value": 3.45
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.37
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.37
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.36
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.33
    },
    {
      "name": "Physical Proximity",
      "value": 3.31
    },
    {
      "name": "Conflict Situations",
      "value": 3.2
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.18
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.14
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 3.14
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 3.12
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.07
    },
    {
      "name": "Level of Competition",
      "value": 2.92
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.89
    }
  ],
  "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": "Less than a High School Diploma",
        "percentage": 26.72
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 23.51
      },
      {
        "label": "Some College Courses",
        "percentage": 8.56
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.89
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.89
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 4.01
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.33
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 3.07
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.36
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.28
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.27
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.99
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 1.92
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.55
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.45
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.45
    },
    {
      "name": "Nature/Outdoors",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 1.16
    },
    {
      "name": "Agriculture",
      "family": "specific_interest_area",
      "value": 1.13
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-9096.00",
      "slug": "role-49-9096-00",
      "title": "Riggers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7051.00",
      "slug": "role-53-7051-00",
      "title": "Industrial Truck and Tractor Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7021.00",
      "slug": "role-53-7021-00",
      "title": "Crane and Tower Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2073.00",
      "slug": "role-47-2073-00",
      "title": "Operating Engineers and Other Construction Equipment Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-5022.00",
      "slug": "role-47-5022-00",
      "title": "Excavating and Loading Machine and Dragline Operators, Surface Mining",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3042.00",
      "slug": "role-49-3042-00",
      "title": "Mobile Heavy Equipment Mechanics, Except Engines",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-5071.00",
      "slug": "role-47-5071-00",
      "title": "Roustabouts, Oil and Gas",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2072.00",
      "slug": "role-47-2072-00",
      "title": "Pile Driver Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9043.00",
      "slug": "role-49-9043-00",
      "title": "Maintenance Workers, Machinery",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7062.00",
      "slug": "role-53-7062-00",
      "title": "Laborers and Freight, Stock, and Material Movers, Hand",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-7042.00",
      "slug": "role-51-7042-00",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "tier": "Supplemental"
    },
    {
      "socCode": "47-5044.00",
      "slug": "role-47-5044-00",
      "title": "Loading and Moving Machine Operators, Underground Mining",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    },
    {
      "cluster": "Construction",
      "slug": "construction"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [
    {
      "title": "Transportation and Materials Moving",
      "slug": "transportation-and-materials-moving"
    }
  ],
  "market": {
    "medianWage": 52310,
    "meanWage": 64070,
    "pct10Wage": 33910,
    "pct25Wage": 39220,
    "pct75Wage": 90200,
    "pct90Wage": 116120,
    "employment": 2480,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 830,
        "medianWage": 40110,
        "lq": 4.04
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 540,
        "medianWage": 76720,
        "lq": 4.54
      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 170,
        "medianWage": 66280,
        "lq": 18.43
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 140,
        "medianWage": 61480,
        "lq": 1.07
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 120,
        "medianWage": 34780,
        "lq": 0.83
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 110,
        "medianWage": 35970,
        "lq": 2.58
      },
      {
        "naics": "11",
        "slug": "11",
        "title": "Agriculture, Forestry, Fishing and Hunting",
        "level": "Sector",
        "employment": 60,
        "medianWage": 56760
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 30,
        "medianWage": 74650
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "medianWage": 33280
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "medianWage": 104500
      }
    ],
    "concentrated": [
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 170,
        "lq": 18.43
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 540,
        "lq": 4.54
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 830,
        "lq": 4.04
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 110,
        "lq": 2.58
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 140,
        "lq": 1.07
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 120,
        "lq": 0.83
      }
    ],
    "count": 10
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.65,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.9781997,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.5439873,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.126569,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 13,
      "percentile": 9,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 18,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 17,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.9781997,
        "percentile": 18,
        "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)",
        "value": 0.06829769270637466,
        "percentile": 17,
        "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": 0.65,
      "percentile": 55,
      "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,
      "beta": 0,
      "gamma": 0
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -1.1,
      "growthPercentile": 22,
      "direction": "Declining",
      "annualOpeningsThousands": 0.3,
      "annualOpeningsPercentile": 4,
      "employment2024Thousands": 2.7,
      "employment2034Thousands": 2.7
    },
    "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": 13,
    "skills": 33,
    "capabilities": 120,
    "tools": 2,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "e8cf95ed3e6ee8dc"
  }
}
