{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-3092-00",
  "socCode": "49-3092.00",
  "title": "Recreational Vehicle Service Technicians",
  "summary": "Diagnose, inspect, adjust, repair, or overhaul recreational vehicles including travel trailers. May specialize in maintaining gas, electrical, hydraulic, plumbing, or chassis/towing systems as well as repairing generators, appliances, and interior components. Includes workers who perform customized van conversions.",
  "aliases": [
    "Certified RV Technician (Certified Recreational Vehicle Technician)",
    "RV Mechanic (Recreational Vehicle Mechanic)",
    "RV Service Technician (Recreational Vehicle Service Technician)",
    "RV Tech (Recreational Vehicle Technician)",
    "ATV Tech (All-Terrain Vehicle Technician)",
    "Hitch Technician (Hitch Tech)",
    "Mobile Service RV Technician (Mobile Service Recreational Vehicle Technician)",
    "RV Body Mechanic (Recreational Vehicle Body Mechanic)",
    "RVDA Master Certified RV Technician (Recreational Vehicle Dealer Association Master Certified Recreational Vehicle Technician)",
    "Service Technician (Service Tech)",
    "Custom Van Converter",
    "Global Vehicle Technician (Global Vehicle Tech)"
  ],
  "tasks": [
    {
      "text": "Diagnose and repair furnace or air conditioning systems.",
      "type": "Core",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "text": "Connect electrical systems to outside power sources, and activate switches to test the operation of appliances or light fixtures.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Examine or test operation of parts or systems to ensure completeness of repairs.",
      "type": "Core",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "text": "Repair plumbing or propane gas lines, using caulking compounds and plastic or copper pipe.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Inspect recreational vehicles to diagnose problems and perform necessary adjustment, repair, or overhaul.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, or hand tools.",
      "type": "Core",
      "iwa": "4.A.3.b.5.b"
    },
    {
      "text": "Confer with customers, read work orders, or examine vehicles needing repair to determine the nature and extent of damage.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Repair leaks with caulking compound or replace pipes, using pipe wrenches.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Inspect, repair, or replace brake systems.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Connect water hoses to inlet pipes of plumbing systems, and test operation of toilets or sinks.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, or diagrams.",
      "type": "Core",
      "iwa": "4.A.1.b.3.b"
    },
    {
      "text": "Remove damaged exterior panels, and repair and replace structural frame members.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    }
  ],
  "emergingTasks": [
    {
      "text": "Inspect and install lights, such as headlights and taillights."
    }
  ],
  "activities": [
    {
      "name": "Inspect completed work to ensure proper functioning.",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "name": "Repair pipes to stop leaking.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "name": "Inspect vehicles to determine overall condition.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Repair defective engines or engine components.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Repair electrical circuits or wiring.",
      "iwa": "4.A.3.b.5.b"
    },
    {
      "name": "Read work orders or descriptions of problems to determine repairs or modifications needed.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Confer with customers or users to assess problems.",
      "iwa": "4.A.4.a.2.j"
    },
    {
      "name": "Estimate costs for labor or materials.",
      "iwa": "4.A.1.b.3.b"
    },
    {
      "name": "Plan work procedures.",
      "iwa": "4.A.2.b.6.b"
    },
    {
      "name": "Record information about parts, materials or repair procedures.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Connect electrical components or equipment.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Connect hoses to equipment or piping.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Remove parts or components from equipment.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Repair non-engine automotive or vehicle components.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Test mechanical equipment to ensure proper functioning.",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "name": "Cut materials according to specifications or needs.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Refinish wood or metal surfaces.",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "name": "Reassemble equipment after repair.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Seal gaps or cracks to prevent leakage or moisture intrusion.",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "name": "Explain use of products or services.",
      "iwa": "4.A.4.a.1.a"
    },
    {
      "name": "Inspect mechanical components of vehicles to identify problems.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Inspect systems to determine if they are operating properly.",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "name": "Repair worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    }
  ],
  "capabilities": [
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 4.13
    },
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 4.07
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 4
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.78
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.62
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.61
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 3.6
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.16
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.06
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.02
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Equipment Selection",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Facebook",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Email Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    }
  ],
  "tools": [
    {
      "example": "Facebook",
      "category": "Web page creation and editing 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 Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Email software",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "RV Damage Repair Estimator",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Summit Ordering Systems RvInvoiceWriter",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Topline Software Solutions Topline Service Manager",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.61
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 4.54
    },
    {
      "name": "Spend Time Standing",
      "value": 4.15
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.1
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.01
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.92
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.81
    },
    {
      "name": "Contact With Others",
      "value": 3.8
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.76
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.65
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.62
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 3.61
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.59
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 3.56
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 3.56
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.54
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.52
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.46
    },
    {
      "name": "Time Pressure",
      "value": 3.46
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.39
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.37
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.34
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 3.28
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.27
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.2
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.19
    },
    {
      "name": "Physical Proximity",
      "value": 3.15
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.06
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.03
    },
    {
      "name": "Exposed to High Places",
      "value": 2.91
    },
    {
      "name": "Consequence of Error",
      "value": 2.86
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.85
    },
    {
      "name": "Telephone Conversations",
      "value": 2.84
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 2.81
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.77
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.57
    },
    {
      "name": "E-Mail",
      "value": 2.51
    },
    {
      "name": "Spend Time Climbing Ladders, Scaffolds, or Poles",
      "value": 2.43
    },
    {
      "name": "Conflict Situations",
      "value": 2.4
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.33
    }
  ],
  "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": 46.26
      },
      {
        "label": "High School Diploma",
        "percentage": 31.61
      },
      {
        "label": "Some College Courses",
        "percentage": 1.55
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 6.46
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 5.16
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.12
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.71
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.61
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.44
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.25
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.04
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.93
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.67
    },
    {
      "name": "Perseverance",
      "family": "work_style",
      "value": 1.67
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 1.63
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.57
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.47
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 1.46
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-3031.00",
      "slug": "role-49-3031-00",
      "title": "Bus and Truck Mechanics and Diesel Engine Specialists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3051.00",
      "slug": "role-49-3051-00",
      "title": "Motorboat Mechanics and Service Technicians",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3052.00",
      "slug": "role-49-3052-00",
      "title": "Motorcycle Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3053.00",
      "slug": "role-49-3053-00",
      "title": "Outdoor Power Equipment and Other Small Engine Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-2092.00",
      "slug": "role-49-2092-00",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3043.00",
      "slug": "role-49-3043-00",
      "title": "Rail Car Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9071.00",
      "slug": "role-49-9071-00",
      "title": "Maintenance and Repair Workers, General",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3042.00",
      "slug": "role-49-3042-00",
      "title": "Mobile Heavy Equipment Mechanics, Except Engines",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3023.00",
      "slug": "role-49-3023-00",
      "title": "Automotive Service Technicians and Mechanics",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9098.00",
      "slug": "role-49-9098-00",
      "title": "Helpers--Installation, Maintenance, and Repair Workers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-2096.00",
      "slug": "role-49-2096-00",
      "title": "Electronic Equipment Installers and Repairers, Motor Vehicles",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-2031.00",
      "slug": "role-51-2031-00",
      "title": "Engine and Other Machine Assemblers",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Supply Chain & Transportation",
      "slug": "supply-chain-transportation"
    }
  ],
  "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": 50540,
    "meanWage": 55380,
    "pct10Wage": 35480,
    "pct25Wage": 43370,
    "pct75Wage": 63300,
    "pct90Wage": 76650,
    "employment": 18710,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 13230,
        "medianWage": 50590,
        "lq": 6.99
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 3190,
        "medianWage": 47840,
        "lq": 5.94
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 1050,
        "medianWage": 58780,
        "lq": 3.65
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 900,
        "medianWage": 59010,
        "lq": 0.58
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 230,
        "medianWage": 36960,
        "lq": 0.31
      },
      {
        "naics": "423820",
        "slug": "423820",
        "title": "Farm and Garden Machinery and Equipment Merchant Wholesalers",
        "level": "National industry",
        "employment": 50,
        "medianWage": 37090
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 50,
        "medianWage": 51110
      }
    ],
    "concentrated": [
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 13230,
        "lq": 6.99
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 3190,
        "lq": 5.94
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 1050,
        "lq": 3.65
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 900,
        "lq": 0.58
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 230,
        "lq": 0.31
      }
    ],
    "count": 7
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.59,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.9244052,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.8190206,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.8694882,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 27,
      "percentile": 25,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 20,
          "source": "felten_aioe"
        },
        {
          "percentile": 8,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 54,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.9244052,
        "percentile": 20,
        "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": 0.06060606060606061,
        "percentile": 8,
        "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": 0.15840385913600952,
        "percentile": 54,
        "band": "Moderate",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.59,
      "percentile": 50,
      "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": 0.06060606060606061,
      "beta": 0.06060606060606061,
      "gamma": 0.06060606060606061
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 11.5,
      "growthPercentile": 94,
      "direction": "Growing fast",
      "annualOpeningsThousands": 2.8,
      "annualOpeningsPercentile": 36,
      "employment2024Thousands": 19.5,
      "employment2034Thousands": 21.7
    },
    "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"
      }
    ]
  },
  "aiPlaybook": {
    "trustedTaskCount": 1,
    "taskCount": 3,
    "totalSample": 75,
    "autonomyMedian": 3,
    "collaboration": [],
    "useCase": [
      {
        "label": "personal",
        "percent": 100
      }
    ],
    "delegatedTasks": [
      {
        "task": "Explain proper operation of vehicle systems to customers.",
        "usagePercent": 0.0031003875484435553,
        "autonomyMedian": 3,
        "sampleCount": 31
      }
    ],
    "boundaryTasks": [
      {
        "task": "Explain proper operation of vehicle systems to customers.",
        "humanNeededPercent": 100,
        "sampleCount": 31
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Help me with this part of my job: explain proper operation of vehicle systems to customers"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 17,
    "skills": 35,
    "capabilities": 120,
    "tools": 9,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "4c0b3d1920454f0a"
  }
}