{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-49-3022-00",
  "socCode": "49-3022.00",
  "title": "Automotive Glass Installers and Repairers",
  "summary": "Replace or repair broken windshields and window glass in motor vehicles.",
  "aliases": [
    "Automotive Glass Installer (Auto Glass Installer)",
    "Automotive Glass Technician (Auto Glass Technician)",
    "Glass Installer Technician",
    "Glass Technician",
    "Automotive Glazier (Auto Glazier)",
    "Glass Installer",
    "Windshield Installer",
    "Windshield Repair Technician",
    "Auto Glass Repair Specialist (Automotive Glass Repair Specialist)",
    "Auto Services Glass Installer (Automotive Services Glass Installer)",
    "Auto Technician",
    "Automobile Installer"
  ],
  "tasks": [
    {
      "text": "Prime all scratches on pinchwelds with primer and allow to dry.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "text": "Remove all dirt, foreign matter, and loose glass from damaged areas, apply primer along windshield or window edges, and allow primer to dry.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "text": "Allow all glass parts installed with urethane ample time to cure, taking temperature and humidity into account.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "text": "Apply a bead of urethane around the perimeter of each pinchweld and dress the remaining urethane on the pinchwelds so that it is of uniform level and thickness.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "text": "Select appropriate tools, safety equipment, and parts, according to job requirements.",
      "type": "Core",
      "iwa": "4.A.2.b.1.h"
    },
    {
      "text": "Install replacement glass in vehicles.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "text": "Obtain windshields or windows for specific automobile makes and models from stock and examine them for defects prior to installation.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Check for and remove moisture or contamination in damaged areas and keep areas dry until repairs are complete.",
      "type": "Core",
      "iwa": "4.A.3.a.1.h"
    },
    {
      "text": "Replace all moldings, clips, windshield wipers, or other parts that were removed prior to glass replacement or repair.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Remove broken or damaged glass windshields or window glass from motor vehicles, using hand tools to remove screws from frames holding glass.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "text": "Remove moldings, clips, windshield wipers, screws, bolts, and inside A-pillar moldings and lower headliners in preparation for installation or repair work.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "text": "Install, repair, or replace safety glass and related materials, such as back glass heating elements, on vehicles or equipment.",
      "type": "Core",
      "iwa": "4.A.3.b.4.d"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Paint surfaces or equipment.",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "name": "Replace vehicle glass.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Inspect structural components of vehicles to identify problems.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Clean workpieces or finished products.",
      "iwa": "4.A.3.a.1.h"
    },
    {
      "name": "Determine types of equipment, tools, or materials needed for jobs.",
      "iwa": "4.A.2.b.1.h"
    },
    {
      "name": "Reassemble equipment after repair.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Remove parts or components from vehicles.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Repair non-engine automotive or vehicle components.",
      "iwa": "4.A.3.b.4.d"
    },
    {
      "name": "Cut materials according to specifications or needs.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Adjust vehicle components according to specifications.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Replace worn, damaged, or defective mechanical parts.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Install machine or equipment replacement parts.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Prepare materials for processing.",
      "iwa": "4.A.3.a.2.m"
    }
  ],
  "capabilities": [
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.09
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.7
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.34
    },
    {
      "name": "Installation",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Equipment Selection",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.98
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.97
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Depth Perception",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 2.8
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Windows",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Project Management Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Windows",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Workday software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Estimating software",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Recordkeeping software",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.98
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.86
    },
    {
      "name": "Telephone Conversations",
      "value": 4.84
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 4.75
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 4.64
    },
    {
      "name": "Contact With Others",
      "value": 4.52
    },
    {
      "name": "Time Pressure",
      "value": 4.41
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 4.13
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.12
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.1
    },
    {
      "name": "Spend Time Standing",
      "value": 3.93
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 3.86
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.86
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.79
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.66
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.6
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.59
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.52
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.51
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.48
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.43
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.36
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.35
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.33
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.19
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.17
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.08
    },
    {
      "name": "Consequence of Error",
      "value": 3.02
    },
    {
      "name": "Physical Proximity",
      "value": 2.99
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.88
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 2.87
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.73
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.71
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.65
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.59
    },
    {
      "name": "Level of Competition",
      "value": 2.58
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.52
    },
    {
      "name": "Conflict Situations",
      "value": 2.47
    },
    {
      "name": "E-Mail",
      "value": 2.46
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.46
    }
  ],
  "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": 89.5
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 9.12
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 1.37
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 5.77
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 4.89
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.7
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.37
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.24
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.19
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.01
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.96
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.93
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.9
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 1.4
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.39
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.28
    },
    {
      "name": "Sales",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.13
    }
  ],
  "relatedRoles": [
    {
      "socCode": "47-2121.00",
      "slug": "role-47-2121-00",
      "title": "Glaziers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3021.00",
      "slug": "role-49-3021-00",
      "title": "Automotive Body and Related Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3023.00",
      "slug": "role-49-3023-00",
      "title": "Automotive Service Technicians and Mechanics",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9124.00",
      "slug": "role-51-9124-00",
      "title": "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9195.00",
      "slug": "role-51-9195-00",
      "title": "Molders, Shapers, and Casters, Except Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7061.00",
      "slug": "role-53-7061-00",
      "title": "Cleaners of Vehicles and Equipment",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2131.00",
      "slug": "role-47-2131-00",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2132.00",
      "slug": "role-47-2132-00",
      "title": "Insulation Workers, Mechanical",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9123.00",
      "slug": "role-51-9123-00",
      "title": "Painting, Coating, and Decorating Workers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-3043.00",
      "slug": "role-49-3043-00",
      "title": "Rail Car Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-7021.00",
      "slug": "role-51-7021-00",
      "title": "Furniture Finishers",
      "tier": "Supplemental"
    },
    {
      "socCode": "49-9011.00",
      "slug": "role-49-9011-00",
      "title": "Mechanical Door 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": 47260,
    "meanWage": 49580,
    "pct10Wage": 35080,
    "pct25Wage": 39990,
    "pct75Wage": 58160,
    "pct90Wage": 67480,
    "employment": 18940,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 16410,
        "medianWage": 47440,
        "lq": 30.18
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 1120,
        "medianWage": 43680,
        "lq": 0.58
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 720,
        "medianWage": 46410,
        "lq": 0.97
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 620,
        "medianWage": 50340,
        "lq": 0.62
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 30,
        "medianWage": 46780
      }
    ],
    "concentrated": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 16410,
        "lq": 30.18
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 720,
        "lq": 0.97
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 620,
        "lq": 0.62
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 1120,
        "lq": 0.58
      }
    ],
    "count": 5
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.55,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.202285,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.6595066,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.234898,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 6,
      "percentile": 3,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 10,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 4,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.202285,
        "percentile": 10,
        "band": "Low",
        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
      },
      {
        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
        "value": 0,
        "percentile": 3,
        "band": "Low",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
        "value": 0.02538924409188402,
        "percentile": 4,
        "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": 0.55,
      "percentile": 49,
      "band": "Moderate",
      "note": "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."
    },
    "teleworkable": false,
    "eloundou": {
      "alpha": 0,
      "beta": 0,
      "gamma": 0
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 3.6,
      "growthPercentile": 59,
      "direction": "About average",
      "annualOpeningsThousands": 1.4,
      "annualOpeningsPercentile": 21,
      "employment2024Thousands": 20.4,
      "employment2034Thousands": 21.1
    },
    "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": 33,
    "capabilities": 120,
    "tools": 4,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "2f812ac56665e9ae"
  }
}
