{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-3051-00",
  "socCode": "49-3051.00",
  "title": "Motorboat Mechanics and Service Technicians",
  "summary": "Repair and adjust electrical and mechanical equipment of inboard or inboard-outboard boat engines.",
  "aliases": [
    "Marine Mechanic",
    "Marine Technician",
    "Mechanic",
    "Service Technician",
    "Boat Mechanic",
    "Boat Motor Mechanic",
    "Boat Rigger",
    "Marine Propulsion Technician",
    "Outboard Motor Mechanic",
    "Outboard Technician",
    "Boat Outboard Engine Mechanic",
    "Boat Tester"
  ],
  "tasks": [
    {
      "text": "Start motors and monitor performance for signs of malfunctioning, such as smoke, excessive vibration, or misfiring.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Document inspection and test results and work performed or to be performed.",
      "type": "Core",
      "iwa": "4.A.3.b.6.i"
    },
    {
      "text": "Mount motors to boats, and operate boats at various speeds on waterways to conduct operational tests.",
      "type": "Core",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "text": "Repair engine mechanical equipment, such as power tilts, bilge pumps, or power take-offs.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "text": "Perform routine engine maintenance on motorboats, such as changing oil and filters.",
      "type": "Core",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "text": "Replace parts, such as gears, magneto points, piston rings, or spark plugs, and reassemble engines.",
      "type": "Core",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "text": "Idle motors and observe thermometers to determine the effectiveness of cooling systems.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Inspect and repair or adjust propellers or propeller shafts.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Adjust carburetor mixtures, electrical point settings, or timing while motors are running in water-filled test tanks.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Set starter locks and align and repair steering or throttle controls, using gauges, screwdrivers, or wrenches.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "text": "Disassemble and inspect motors to locate defective parts, using mechanic's hand tools and gauges.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Adjust generators and replace faulty wiring, using hand tools and soldering irons.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    }
  ],
  "emergingTasks": [
    {
      "text": "Explain repair procedures to customers."
    },
    {
      "text": "Repair or replace engine mechanical equipment, such as power tilts, water pumps, bilge pumps, or power take-offs."
    }
  ],
  "activities": [
    {
      "name": "Inspect mechanical components of vehicles to identify problems.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Disassemble equipment for maintenance or repair.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Position equipment using hand tools, power tools, or heavy equipment.",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "name": "Observe equipment in operation to detect potential problems.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Document test results.",
      "iwa": "4.A.3.b.6.i"
    },
    {
      "name": "Replace worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Align equipment or machinery.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Repair non-engine automotive or vehicle components.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Adjust vehicle components according to specifications.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Repair defective engines or engine components.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Repair worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Adjust equipment to ensure optimal performance.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Repair electrical circuits or wiring.",
      "iwa": "4.A.3.b.5.b"
    },
    {
      "name": "Service vehicles to maintain functionality.",
      "iwa": "4.A.3.b.4.e"
    }
  ],
  "capabilities": [
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 4.79
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 4
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.93
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.75
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.62
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.49
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.34
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.26
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Hearing Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Equipment Selection",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Transportation",
      "family": "knowledge",
      "value": 3.08
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.06
    },
    {
      "name": "Physics",
      "family": "knowledge",
      "value": 3.03
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3
    }
  ],
  "skills": [
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Facebook",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized 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 PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "CDI Electronics M.E.D.S.",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Engine diagnostic scanners",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Outboard engine diagnostic software",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Rinda Technologies DIACOM Marine",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.72
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 4.68
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 4.57
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.5
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.48
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.46
    },
    {
      "name": "Telephone Conversations",
      "value": 4.45
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 4.43
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.41
    },
    {
      "name": "Contact With Others",
      "value": 4.3
    },
    {
      "name": "Spend Time Standing",
      "value": 4.3
    },
    {
      "name": "Time Pressure",
      "value": 4.17
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 4.15
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.12
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 3.93
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.93
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.93
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 3.9
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.89
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.84
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.83
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.8
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.75
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.68
    },
    {
      "name": "Consequence of Error",
      "value": 3.6
    },
    {
      "name": "Physical Proximity",
      "value": 3.54
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.48
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 3.47
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.39
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.36
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.36
    },
    {
      "name": "Level of Competition",
      "value": 3.22
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.14
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.13
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.12
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 3.11
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.04
    },
    {
      "name": "Conflict Situations",
      "value": 3.03
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.9
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.86
    }
  ],
  "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": "Post-Secondary Certificate",
        "percentage": 53.7
      },
      {
        "label": "High School Diploma",
        "percentage": 23.62
      },
      {
        "label": "Some College Courses",
        "percentage": 11.53
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 6.61
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 4.54
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 6.51
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 5.02
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 4.83
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.88
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.86
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.45
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.37
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.33
    },
    {
      "name": "Nature/Outdoors",
      "family": "specific_interest_area",
      "value": 2.13
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.99
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.61
    },
    {
      "name": "Perseverance",
      "family": "work_style",
      "value": 1.58
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.53
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.5
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.4
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-3031.00",
      "slug": "role-49-3031-00",
      "title": "Bus and Truck Mechanics and Diesel Engine Specialists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-2092.00",
      "slug": "role-49-2092-00",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3052.00",
      "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": "49-3023.00",
      "slug": "role-49-3023-00",
      "title": "Automotive Service Technicians and Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2031.00",
      "slug": "role-51-2031-00",
      "title": "Engine and Other Machine Assemblers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3042.00",
      "slug": "role-49-3042-00",
      "title": "Mobile Heavy Equipment Mechanics, Except Engines",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3011.00",
      "slug": "role-49-3011-00",
      "title": "Aircraft Mechanics and Service Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9012.00",
      "slug": "role-49-9012-00",
      "title": "Control and Valve Installers and Repairers, Except Mechanical Door",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-5031.00",
      "slug": "role-53-5031-00",
      "title": "Ship Engineers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-2091.00",
      "slug": "role-49-2091-00",
      "title": "Avionics Technicians",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-2011.00",
      "slug": "role-51-2011-00",
      "title": "Aircraft Structure, Surfaces, Rigging, and Systems 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": "Engineering/Engineering-Related Technologies/Technicians",
      "slug": "engineering-engineering-related-technologies-technicians"
    },
    {
      "title": "Mechanic and Repair Technologies/Technicians",
      "slug": "mechanic-and-repair-technologies-technicians"
    }
  ],
  "market": {
    "medianWage": 54950,
    "meanWage": 56450,
    "pct10Wage": 35950,
    "pct25Wage": 45070,
    "pct75Wage": 65120,
    "pct90Wage": 78820,
    "employment": 24250,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 8730,
        "medianWage": 51290,
        "lq": 3.56
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 6250,
        "medianWage": 51940,
        "lq": 8.98
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 4180,
        "medianWage": 56700,
        "lq": 10.06
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 1950,
        "medianWage": 50420,
        "lq": 0.97
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 1660,
        "medianWage": 73730,
        "lq": 1.43
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 300,
        "medianWage": 55890,
        "lq": 0.81
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 200,
        "medianWage": 70000,
        "lq": 0.09
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 110,
        "medianWage": 46740,
        "lq": 0.08
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 40,
        "medianWage": 54090
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "medianWage": 59080
      },
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "medianWage": 57870
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "medianWage": 60540
      }
    ],
    "concentrated": [
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 4180,
        "lq": 10.06
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 6250,
        "lq": 8.98
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 8730,
        "lq": 3.56
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 1660,
        "lq": 1.43
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 1950,
        "lq": 0.97
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 300,
        "lq": 0.81
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 200,
        "lq": 0.09
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 110,
        "lq": 0.08
      }
    ],
    "count": 15
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.66,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.8863602,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.7135113,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.9378443,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 17,
      "percentile": 14,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 22,
          "source": "felten_aioe"
        },
        {
          "percentile": 11,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 18,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.8863602,
        "percentile": 22,
        "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": 0.07692307692307693,
        "percentile": 11,
        "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": 0.06959278878240854,
        "percentile": 18,
        "band": "Low",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.66,
      "percentile": 56,
      "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": 0.07692307692307693,
      "beta": 0.07692307692307693,
      "gamma": 0.07692307692307693
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 6,
      "growthPercentile": 80,
      "direction": "About average",
      "annualOpeningsThousands": 2.6,
      "annualOpeningsPercentile": 34,
      "employment2024Thousands": 26.2,
      "employment2034Thousands": 27.8
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 13,
    "skills": 36,
    "capabilities": 120,
    "tools": 10,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "d7304fe112037f64"
  }
}
