{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-53-7073-00",
  "socCode": "53-7073.00",
  "title": "Wellhead Pumpers",
  "summary": "Operate power pumps and auxiliary equipment to produce flow of oil or gas from wells in oil field.",
  "aliases": [
    "Field Operator",
    "Lease Operator",
    "Pumper",
    "Well Tender",
    "Lease Attendant",
    "Oilfield Plant Operator",
    "Well Field Technician",
    "Well Head Pumper",
    "Wellhead Pumper",
    "Gas Lease Pumper",
    "Gas Well Pumper",
    "Oil Field Operator"
  ],
  "tasks": [
    {
      "text": "Monitor pumps and flow lines for gas and fluid leaks.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Gauge oil and gas production.",
      "type": "Core",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "text": "Start compressor engines and divert oil from storage tanks into compressor units and auxiliary equipment to recover natural gas from oil.",
      "type": "Core",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "text": "Monitor control panels during pumping operations to ensure that materials are being pumped at the correct pressure, density, rate, and concentration.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Operate engines and pumps to shut off wells according to production schedules, and to switch flow of oil into storage tanks.",
      "type": "Core",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "text": "Open valves to return compressed gas to bottoms of specified wells to repressurize them and force oil to surface.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "text": "Change water filters.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Repair gas and oil meters and gauges.",
      "type": "Core",
      "iwa": "4.A.3.b.4.b"
    },
    {
      "text": "Prepare trucks and equipment necessary for the type of pumping service required.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "text": "Perform routine maintenance on vehicles and equipment.",
      "type": "Core",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "text": "Attach pumps and hoses to wellheads.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Mix acids, chemicals, or dry cement as required for a specific job.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.a"
    }
  ],
  "emergingTasks": [
    {
      "text": "Conduct regular inspections of equipment using drones or other advanced technology."
    }
  ],
  "activities": [
    {
      "name": "Monitor equipment operation to ensure proper functioning.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Inspect gas systems or components to identify leaks or other potential hazards.",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "name": "Measure equipment outputs.",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "name": "Calculate weights, volumes or other characteristics of materials.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Install parts, assemblies, or attachments in transportation or material handling equipment.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Install machine or equipment replacement parts.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Monitor equipment gauges or displays to ensure proper operation.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Control pumps or pumping equipment.",
      "iwa": "4.A.3.a.3.b"
    },
    {
      "name": "Maintain vehicles in good working condition.",
      "iwa": "4.A.3.b.4.e"
    },
    {
      "name": "Repair precision devices or workpieces.",
      "iwa": "4.A.3.b.4.b"
    },
    {
      "name": "Connect hoses to equipment or machinery.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Direct material handling or moving activities.",
      "iwa": "4.A.4.b.4.j"
    },
    {
      "name": "Set up laboratory or field equipment.",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "name": "Prepare chemicals for work application.",
      "iwa": "4.A.3.a.1.a"
    }
  ],
  "capabilities": [
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 4
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.69
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.02
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Response Orientation",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.85
    },
    {
      "name": "Chemistry",
      "family": "knowledge",
      "value": 2.82
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 2.79
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Operational Databases",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite 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": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Moxa software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Operational databases",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Supervisory control and data acquisition SCADA software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Exposed to Contaminants",
      "value": 5
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 5
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 4.97
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 4.97
    },
    {
      "name": "Telephone Conversations",
      "value": 4.95
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 4.76
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.59
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.51
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.51
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.37
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.34
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.3
    },
    {
      "name": "Contact With Others",
      "value": 4.12
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 4.08
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.97
    },
    {
      "name": "E-Mail",
      "value": 3.96
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.95
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.81
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.74
    },
    {
      "name": "Consequence of Error",
      "value": 3.67
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.55
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.55
    },
    {
      "name": "Time Pressure",
      "value": 3.52
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.43
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.38
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.24
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.23
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.22
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.2
    },
    {
      "name": "Level of Competition",
      "value": 3.2
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.13
    },
    {
      "name": "Exposed to High Places",
      "value": 3.13
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.09
    },
    {
      "name": "Spend Time Standing",
      "value": 2.95
    },
    {
      "name": "Spend Time Sitting",
      "value": 2.72
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.71
    },
    {
      "name": "Conflict Situations",
      "value": 2.62
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.59
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.52
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.48
    }
  ],
  "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": 80.46
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 10.9
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 7.38
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 1.26
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.92
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 5.93
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.54
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.29
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 3.97
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 3.2
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.62
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.56
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.26
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 2
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.77
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 1.74
    },
    {
      "name": "Nature/Outdoors",
      "family": "specific_interest_area",
      "value": 1.6
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 1.49
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.46
    },
    {
      "name": "Perseverance",
      "family": "work_style",
      "value": 1.46
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-8093.00",
      "slug": "role-51-8093-00",
      "title": "Petroleum Pump System Operators, Refinery Operators, and Gaugers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7072.00",
      "slug": "role-53-7072-00",
      "title": "Pump Operators, Except Wellhead Pumpers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-8092.00",
      "slug": "role-51-8092-00",
      "title": "Gas Plant Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-5012.00",
      "slug": "role-47-5012-00",
      "title": "Rotary Drill Operators, Oil and Gas",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-5071.00",
      "slug": "role-47-5071-00",
      "title": "Roustabouts, Oil and Gas",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7071.00",
      "slug": "role-53-7071-00",
      "title": "Gas Compressor and Gas Pumping Station Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-5013.00",
      "slug": "role-47-5013-00",
      "title": "Service Unit Operators, Oil and Gas",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8013.00",
      "slug": "role-51-8013-00",
      "title": "Power Plant Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8013.04",
      "slug": "role-51-8013-04",
      "title": "Hydroelectric Plant Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8021.00",
      "slug": "role-51-8021-00",
      "title": "Stationary Engineers and Boiler Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-8013.03",
      "slug": "role-51-8013-03",
      "title": "Biomass Plant Technicians",
      "tier": "Supplemental"
    },
    {
      "socCode": "49-9099.01",
      "slug": "role-49-9099-01",
      "title": "Geothermal Technicians",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Energy & Natural Resources",
      "slug": "energy-natural-resources"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 70010,
    "meanWage": 70070,
    "pct10Wage": 39110,
    "pct25Wage": 54450,
    "pct75Wage": 80720,
    "pct90Wage": 97470,
    "employment": 17350,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 16730,
        "medianWage": 70010,
        "lq": 259.25
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 130,
        "medianWage": 64440,
        "lq": 1.99
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 80,
        "medianWage": 98920
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "medianWage": 60850
      }
    ],
    "concentrated": [
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
        "level": "Sector",
        "employment": 16730,
        "lq": 259.25
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 130,
        "lq": 1.99
      }
    ],
    "count": 4
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.84,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.091197,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.9525345,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.099431,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 13,
      "percentile": 9,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 14,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 23,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.091197,
        "percentile": 14,
        "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": 0.0825313626565368,
        "percentile": 23,
        "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": 0.84,
      "percentile": 69,
      "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,
      "gamma": 0
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -4.7,
      "growthPercentile": 13,
      "direction": "Declining",
      "annualOpeningsThousands": 2,
      "annualOpeningsPercentile": 27,
      "employment2024Thousands": 18.8,
      "employment2034Thousands": 17.9
    },
    "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": 36,
    "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": "1c4a750bcb3ef713"
  }
}
