{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-3091-00",
  "socCode": "49-3091.00",
  "title": "Bicycle Repairers",
  "summary": "Repair and service bicycles.",
  "aliases": [
    "Bicycle Mechanic",
    "Bicycle Service Technician",
    "Bicycle Technician",
    "Bike Mechanic",
    "Bicycle Fitter",
    "Bicycle Repair Technician",
    "Bicycle Repairman",
    "Bicycle Assembler",
    "Bicycle Repairer",
    "Bike Assembler",
    "Bike Assembler Tech (Bicycle Assembler Technician)",
    "Bike Technician"
  ],
  "tasks": [
    {
      "text": "Install and adjust brakes and brake pads.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Help customers select bicycles that fit their body sizes and intended bicycle uses.",
      "type": "Core",
      "iwa": "4.A.4.a.1.a"
    },
    {
      "text": "Align wheels.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "text": "Assemble new bicycles.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Sell bicycles and accessories.",
      "type": "Core",
      "iwa": "4.A.4.a.6.b"
    },
    {
      "text": "Install, repair, and replace equipment or accessories, such as handlebars, stands, lights, and seats.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Install new tires and tubes.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Install and adjust speed and gear mechanisms.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Clean and lubricate bicycle parts.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Order bicycle parts.",
      "type": "Core",
      "iwa": "4.A.4.c.3.e"
    },
    {
      "text": "Disassemble axles to repair, adjust, and replace defective parts, using hand tools.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "text": "Build wheels by cutting and threading new spokes.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    }
  ],
  "emergingTasks": [
    {
      "text": "Estimate costs of repairing bicycles and write service tickets."
    },
    {
      "text": "Make adjustments to bicycles to improve customer fit and riding position."
    }
  ],
  "activities": [
    {
      "name": "Install vehicle parts or accessories.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Adjust vehicle components according to specifications.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Explain technical product or service information to customers.",
      "iwa": "4.A.4.a.1.a"
    },
    {
      "name": "Sell products or services.",
      "iwa": "4.A.4.a.6.b"
    },
    {
      "name": "Perform basic equipment maintenance.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "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": "Align equipment or machinery.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Disassemble equipment for maintenance or repair.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Grind parts to required dimensions.",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "name": "Repair tires.",
      "iwa": "4.A.3.b.4.d"
    }
  ],
  "capabilities": [
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 4.97
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.22
    },
    {
      "name": "Sales and Marketing",
      "family": "knowledge",
      "value": 4.05
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.64
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.62
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Equipment Selection",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Design",
      "family": "knowledge",
      "value": 3.23
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.12
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.93
    }
  ],
  "skills": [
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "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 Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "LightSpeed Cloud",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Pedal Powered Software Bicycle Repair Man",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "RepairTRAX",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Upland Consulting Group Repair Traq",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Telephone Conversations",
      "value": 5
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.99
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.97
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.94
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.82
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.79
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.63
    },
    {
      "name": "Time Pressure",
      "value": 4.53
    },
    {
      "name": "Spend Time Standing",
      "value": 4.5
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.48
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.46
    },
    {
      "name": "Contact With Others",
      "value": 4.38
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.32
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.31
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.14
    },
    {
      "name": "E-Mail",
      "value": 4.13
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.92
    },
    {
      "name": "Consequence of Error",
      "value": 3.8
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.67
    },
    {
      "name": "Physical Proximity",
      "value": 3.59
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.31
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.26
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.23
    },
    {
      "name": "Conflict Situations",
      "value": 3.23
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.06
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.96
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.93
    },
    {
      "name": "Level of Competition",
      "value": 2.85
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.48
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.44
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.33
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.27
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.26
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 2.26
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.22
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.13
    },
    {
      "name": "Public Speaking",
      "value": 2.01
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 2.01
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.87
    },
    {
      "name": "Spend Time Sitting",
      "value": 1.85
    }
  ],
  "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": 29.96
      },
      {
        "label": "Some College Courses",
        "percentage": 17.66
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 1.57
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 5.76
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.98
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.34
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.2
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.25
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.14
    },
    {
      "name": "Sales",
      "family": "specific_interest_area",
      "value": 2.1
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 2.07
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.82
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.73
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.62
    },
    {
      "name": "Athletics",
      "family": "specific_interest_area",
      "value": 1.59
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.5
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.49
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.46
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-3052.00",
      "slug": "role-49-3052-00",
      "title": "Motorcycle Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3093.00",
      "slug": "role-49-3093-00",
      "title": "Tire Repairers and Changers",
      "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": "49-3043.00",
      "slug": "role-49-3043-00",
      "title": "Rail Car Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-2092.00",
      "slug": "role-49-2092-00",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2031.00",
      "slug": "role-51-2031-00",
      "title": "Engine and Other Machine Assemblers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3023.00",
      "slug": "role-49-3023-00",
      "title": "Automotive Service Technicians and Mechanics",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3092.00",
      "slug": "role-49-3092-00",
      "title": "Recreational Vehicle Service Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3051.00",
      "slug": "role-49-3051-00",
      "title": "Motorboat Mechanics and Service Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9197.00",
      "slug": "role-51-9197-00",
      "title": "Tire Builders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3042.00",
      "slug": "role-49-3042-00",
      "title": "Mobile Heavy Equipment Mechanics, Except Engines",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-6041.00",
      "slug": "role-51-6041-00",
      "title": "Shoe and Leather Workers and Repairers",
      "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": 40360,
    "meanWage": 41550,
    "pct10Wage": 30640,
    "pct25Wage": 35880,
    "pct75Wage": 47560,
    "pct90Wage": 52130,
    "employment": 12590,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 10590,
        "medianWage": 39640,
        "lq": 8.32
      },
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "employment": 10310,
        "medianWage": 39660,
        "lq": 424.13
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 860,
        "medianWage": 48120,
        "lq": 4.45
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 610,
        "medianWage": 38660,
        "lq": 1.69
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 170,
        "medianWage": 41260,
        "lq": 0.79
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 70,
        "medianWage": 42000
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 50,
        "medianWage": 37060
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 30,
        "medianWage": 26860
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "medianWage": 47790
      }
    ],
    "concentrated": [
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "employment": 10310,
        "lq": 424.13
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 10590,
        "lq": 8.32
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 860,
        "lq": 4.45
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 610,
        "lq": 1.69
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 170,
        "lq": 0.79
      }
    ],
    "count": 9
  },
  "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": -0.9226068,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.8373286,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.8226086,
      "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": 21,
          "source": "felten_aioe"
        },
        {
          "percentile": 25,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 40,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.9226068,
        "percentile": 21,
        "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": 0.20689655172413793,
        "percentile": 25,
        "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": 0.12242980842650766,
        "percentile": 40,
        "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": 0.94,
      "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": false,
    "eloundou": {
      "alpha": 0,
      "beta": 0.10344827586206896,
      "gamma": 0.20689655172413793
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -2.3,
      "growthPercentile": 18,
      "direction": "Declining",
      "annualOpeningsThousands": 1.6,
      "annualOpeningsPercentile": 23,
      "employment2024Thousands": 13.2,
      "employment2034Thousands": 12.9
    },
    "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": 14,
    "skills": 34,
    "capabilities": 120,
    "tools": 8,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "7fc1d5ba11274cab"
  }
}