{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-9091-00",
  "socCode": "49-9091.00",
  "title": "Coin, Vending, and Amusement Machine Servicers and Repairers",
  "summary": "Install, service, adjust, or repair coin, vending, or amusement machines including video games, juke boxes, pinball machines, or slot machines.",
  "aliases": [
    "Field Service Technician",
    "Service Technician",
    "Slot Technician",
    "Vending Technician",
    "Cooler Deliverer",
    "Fountain Vending Mechanic",
    "Full Service Vending Driver",
    "Refurbish Technician",
    "Vending Mechanic",
    "Vending Service Technician",
    "ATM Mechanic (Automatic Teller Machine Mechanic)",
    "ATM Technician (Automated Teller Machine Technician)"
  ],
  "tasks": [
    {
      "text": "Keep records of merchandise distributed and money collected.",
      "type": "Supplemental",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Fill machines with products, ingredients, money, and other supplies.",
      "type": "Core",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "text": "Inspect machines and meters to determine causes of malfunctions and fix minor problems such as jammed bills or stuck products.",
      "type": "Core",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "text": "Collect coins and bills from machines, prepare invoices, and settle accounts with concessionaires.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.3.d"
    },
    {
      "text": "Test machines to determine proper functioning.",
      "type": "Core",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "text": "Make service calls to maintain and repair machines.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "text": "Replace malfunctioning parts, such as worn magnetic heads on automatic teller machine (ATM) card readers.",
      "type": "Core",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "text": "Adjust machine pressure gauges and thermostats.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Maintain records of machine maintenance and repair.",
      "type": "Core",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Clean and oil machine parts.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Order parts needed for machine repairs.",
      "type": "Core",
      "iwa": "4.A.4.c.3.e"
    },
    {
      "text": "Adjust and repair coin, vending, or amusement machines and meters and replace defective mechanical and electrical parts, using hand tools, soldering irons, and diagrams.",
      "type": "Core",
      "iwa": "4.A.3.a.2.i"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Maintain work equipment or machinery.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Document operational activities.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Collect payments for goods or services.",
      "iwa": "4.A.4.c.3.d"
    },
    {
      "name": "Travel to work sites to perform installation, repair or maintenance work.",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "name": "Inspect mechanical equipment to locate damage, defects, or wear.",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "name": "Test mechanical equipment to ensure proper functioning.",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "name": "Confer with coworkers to resolve equipment problems.",
      "iwa": "4.A.4.b.1.a"
    },
    {
      "name": "Clean equipment, parts, or tools to repair or maintain them in good working order.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Lubricate equipment to allow proper functioning.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Adjust equipment to ensure optimal performance.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Maintain repair or maintenance records.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Replace worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Repair worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Order materials, supplies, or equipment.",
      "iwa": "4.A.4.c.3.e"
    },
    {
      "name": "Assemble mechanical components or machine parts.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Dismantle heavy equipment or machinery.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Install home appliances.",
      "iwa": "4.A.3.a.2.t"
    },
    {
      "name": "Read technical information needed to perform maintenance or repairs.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Drive trucks or other vehicles to or at work sites.",
      "iwa": "4.A.3.a.4.a"
    }
  ],
  "capabilities": [
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.98
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.5
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.47
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Systems Analysis",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Systems Evaluation",
      "family": "transferable_skill",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Email Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "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": "Email software",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Freedom to Make Decisions",
      "value": 4.81
    },
    {
      "name": "E-Mail",
      "value": 4.39
    },
    {
      "name": "Telephone Conversations",
      "value": 4.21
    },
    {
      "name": "Contact With Others",
      "value": 4.12
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.12
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.05
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.05
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 4.05
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.99
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 3.77
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.66
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.65
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.65
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.58
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.55
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.49
    },
    {
      "name": "Spend Time Standing",
      "value": 3.34
    },
    {
      "name": "Physical Proximity",
      "value": 3.32
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.3
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.3
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 3.26
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.24
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.03
    },
    {
      "name": "Time Pressure",
      "value": 3.03
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 2.96
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.86
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.84
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.8
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.77
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 2.76
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 2.72
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 2.67
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.61
    },
    {
      "name": "Level of Competition",
      "value": 2.58
    },
    {
      "name": "Conflict Situations",
      "value": 2.52
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.49
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.32
    },
    {
      "name": "Consequence of Error",
      "value": 2.28
    },
    {
      "name": "Spend Time Sitting",
      "value": 2.26
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.11
    }
  ],
  "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": 91.61
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 7.58
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 0.81
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.08
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 6.06
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 5.7
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.68
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.95
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.16
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.08
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.95
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.93
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.89
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.81
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.73
    },
    {
      "name": "Office Work",
      "family": "specific_interest_area",
      "value": 1.52
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 1.51
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.38
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 1.37
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-2011.00",
      "slug": "role-49-2011-00",
      "title": "Computer, Automated Teller, and Office Machine Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9196.00",
      "slug": "role-51-9196-00",
      "title": "Paper Goods Machine Setters, Operators, and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-9041.00",
      "slug": "role-49-9041-00",
      "title": "Industrial Machinery Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-9043.00",
      "slug": "role-49-9043-00",
      "title": "Maintenance Workers, Machinery",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9111.00",
      "slug": "role-51-9111-00",
      "title": "Packaging and Filling Machine Operators and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7063.00",
      "slug": "role-53-7063-00",
      "title": "Machine Feeders and Offbearers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9064.00",
      "slug": "role-49-9064-00",
      "title": "Watch and Clock Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9041.00",
      "slug": "role-51-9041-00",
      "title": "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-9071.00",
      "slug": "role-43-9071-00",
      "title": "Office Machine Operators, Except Computer",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9031.00",
      "slug": "role-49-9031-00",
      "title": "Home Appliance Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4035.00",
      "slug": "role-51-4035-00",
      "title": "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-6091.00",
      "slug": "role-51-6091-00",
      "title": "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Hospitality, Events, & Tourism",
      "slug": "hospitality-events-tourism"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 47350,
    "meanWage": 48530,
    "pct10Wage": 31420,
    "pct25Wage": 38580,
    "pct75Wage": 56290,
    "pct90Wage": 64720,
    "employment": 28260,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 8720,
        "medianWage": 45010,
        "lq": 18.01
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 4960,
        "medianWage": 39440,
        "lq": 1.74
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 4790,
        "medianWage": 50580,
        "lq": 1.84
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 3970,
        "medianWage": 49780,
        "lq": 3.59
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 3130,
        "medianWage": 47360,
        "lq": 50.67
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 1570,
        "medianWage": 50140,
        "lq": 1.94
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 1510,
        "medianWage": 53810,
        "lq": 0.65
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 900,
        "medianWage": 50340,
        "lq": 2.07
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 740,
        "medianWage": 58290,
        "lq": 0.55
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 160,
        "medianWage": 48690,
        "lq": 0.11
      },
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 130,
        "medianWage": 52930,
        "lq": 0.24
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 110,
        "medianWage": 54150,
        "lq": 0.21
      }
    ],
    "concentrated": [
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 3130,
        "lq": 50.67
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 8720,
        "lq": 18.01
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 3970,
        "lq": 3.59
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 900,
        "lq": 2.07
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 1570,
        "lq": 1.94
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 4790,
        "lq": 1.84
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 4960,
        "lq": 1.74
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 1510,
        "lq": 0.65
      }
    ],
    "count": 17
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.94,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.7233995,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.2727053,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.8515025,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 29,
      "percentile": 28,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 28,
          "source": "felten_aioe"
        },
        {
          "percentile": 34,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 24,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.7233995,
        "percentile": 28,
        "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": 0.3214285714285714,
        "percentile": 34,
        "band": "Moderate",
        "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": 0.08328847097209224,
        "percentile": 24,
        "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": 0.94,
      "percentile": 86,
      "band": "High",
      "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": true,
    "eloundou": {
      "alpha": 0.3214285714285714,
      "beta": 0.3214285714285714,
      "gamma": 0.3214285714285714
    },
    "usageTasks": [
      {
        "task": "Refer to manuals and wiring diagrams to gather information needed to repair machines.",
        "usagePercent": 0.002567694703153951,
        "importance": 3.52
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": -2.9,
      "growthPercentile": 17,
      "direction": "Declining",
      "annualOpeningsThousands": 3.5,
      "annualOpeningsPercentile": 40,
      "employment2024Thousands": 32.5,
      "employment2034Thousands": 31.6
    },
    "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": 18,
    "skills": 37,
    "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": "5f1d2f0bc018f6fa"
  }
}