{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-53-4013-00",
  "socCode": "53-4013.00",
  "title": "Rail Yard Engineers, Dinkey Operators, and Hostlers",
  "summary": "Drive switching or other locomotive or dinkey engines within railroad yard, industrial plant, quarry, construction project, or similar location.",
  "aliases": [
    "Engineer",
    "Railcar Switcher",
    "Railroad Engineer",
    "Switchman",
    "Carman",
    "Hostler",
    "Rail Yard Engineer",
    "Yard Engineer",
    "Car Barn Laborer",
    "Car Mover",
    "Coal Tram Driver",
    "Coal Trammer"
  ],
  "tasks": [
    {
      "text": "Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.",
      "type": "Core",
      "iwa": "4.A.1.a.2.d"
    },
    {
      "text": "Inspect engines before and after use to ensure proper operation.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Apply and release hand brakes.",
      "type": "Core",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "text": "Confer with conductors and other workers via radiotelephones or computers to exchange switching information.",
      "type": "Core",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "text": "Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.",
      "type": "Core",
      "iwa": "4.A.4.b.1.b"
    },
    {
      "text": "Inspect track for defects such as broken rails and switch malfunctions.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Couple and uncouple air hoses and electrical connections between cars.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.",
      "type": "Core",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "text": "Inspect the condition of stationary trains, rolling stock, and equipment.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.",
      "type": "Core",
      "iwa": "4.A.4.a.2.c"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Communicate with others to coordinate vehicle movement.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Signal others to coordinate vehicle movement.",
      "iwa": "4.A.4.b.1.b"
    },
    {
      "name": "Monitor traffic signals.",
      "iwa": "4.A.1.a.2.d"
    },
    {
      "name": "Operate locomotives or other rail vehicles.",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "name": "Inspect locomotives or other railroad equipment.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Review work orders or schedules to determine operations or procedures.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Receive information or instructions for performing work assignments.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Measure the level or depth of water or other liquids.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Monitor vehicle movement or location.",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "name": "Climb ladders or vehicles to perform duties.",
      "iwa": "4.A.3.a.1.n"
    },
    {
      "name": "Control equipment that regulates vehicle traffic.",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "name": "Connect hoses to equipment or machinery.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Connect cables or electrical lines.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Position material handling equipment.",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Record service or repair activities.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Maintain locomotives or other rail equipment in good working condition.",
      "iwa": "4.A.3.b.4.e"
    }
  ],
  "capabilities": [
    {
      "name": "Transportation",
      "family": "knowledge",
      "value": 4.15
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.75
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 3.64
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.62
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Response Orientation",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Depth Perception",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.22
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.14
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    }
  ],
  "skills": [
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Positive train control PTC systems",
      "category": "Expert system software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Railcar inspection management software",
      "category": "Facilities management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "RailComm DocYard",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Railyard inventory software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Railyard management software RMS",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Softrail AEI Automatic Yard Tracking System",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Softrail AEI Rail & Road Manager",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser 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": 4.95
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.89
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 4.75
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.7
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 4.68
    },
    {
      "name": "Consequence of Error",
      "value": 4.49
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.48
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.32
    },
    {
      "name": "Contact With Others",
      "value": 4.31
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.31
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.17
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 4.16
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.15
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 4.1
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.96
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 3.92
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.85
    },
    {
      "name": "Spend Time Sitting",
      "value": 3.74
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.69
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.54
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.52
    },
    {
      "name": "Time Pressure",
      "value": 3.48
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.4
    },
    {
      "name": "Telephone Conversations",
      "value": 3.36
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.35
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.33
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.27
    },
    {
      "name": "Exposed to Whole Body Vibration",
      "value": 3.14
    },
    {
      "name": "Conflict Situations",
      "value": 3.07
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.96
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.95
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.88
    },
    {
      "name": "Physical Proximity",
      "value": 2.87
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.81
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.78
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.66
    },
    {
      "name": "E-Mail",
      "value": 2.65
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.41
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.39
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 2.32
    }
  ],
  "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": 82.54
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 13.35
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 4.11
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.78
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 6.75
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.3
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 3.88
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.49
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.67
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.62
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.28
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 2.07
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.02
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 1.89
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.76
    },
    {
      "name": "Stress Tolerance",
      "family": "work_style",
      "value": 1.76
    },
    {
      "name": "Protective Service",
      "family": "specific_interest_area",
      "value": 1.51
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.47
    }
  ],
  "relatedRoles": [
    {
      "socCode": "53-4022.00",
      "slug": "role-53-4022-00",
      "title": "Railroad Brake, Signal, and Switch Operators and Locomotive Firers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-4011.00",
      "slug": "role-53-4011-00",
      "title": "Locomotive Engineers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-4031.00",
      "slug": "role-53-4031-00",
      "title": "Railroad Conductors and Yardmasters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-3031.00",
      "slug": "role-49-3031-00",
      "title": "Bus and Truck Mechanics and Diesel Engine Specialists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2073.00",
      "slug": "role-47-2073-00",
      "title": "Operating Engineers and Other Construction Equipment Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7051.00",
      "slug": "role-53-7051-00",
      "title": "Industrial Truck and Tractor Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-3032.00",
      "slug": "role-53-3032-00",
      "title": "Heavy and Tractor-Trailer Truck Drivers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7121.00",
      "slug": "role-53-7121-00",
      "title": "Tank Car, Truck, and Ship Loaders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7041.00",
      "slug": "role-53-7041-00",
      "title": "Hoist and Winch Operators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-5044.00",
      "slug": "role-47-5044-00",
      "title": "Loading and Moving Machine Operators, Underground Mining",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-7021.00",
      "slug": "role-53-7021-00",
      "title": "Crane and Tower Operators",
      "tier": "Supplemental"
    },
    {
      "socCode": "49-3043.00",
      "slug": "role-49-3043-00",
      "title": "Rail Car 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": "Transportation and Materials Moving",
      "slug": "transportation-and-materials-moving"
    }
  ],
  "market": {
    "medianWage": 58030,
    "meanWage": 60810,
    "pct10Wage": 44510,
    "pct25Wage": 51770,
    "pct75Wage": 65530,
    "pct90Wage": 79070,
    "employment": 3300,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 2820,
        "medianWage": 58030,
        "lq": 17.82
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
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      },
      {
        "naics": "21",
        "slug": "21",
        "title": "Mining, Quarrying, and Oil and Gas Extraction",
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    ],
    "concentrated": [
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
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      {
        "naics": "31-33",
        "slug": "31-33",
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    ],
    "count": 3
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  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.91,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.8320907,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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      "value": 31,
      "percentile": 29,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 24,
          "source": "felten_aioe"
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        {
          "percentile": 25,
          "source": "openai_gpts_are_gpts"
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        {
          "percentile": 44,
          "source": "microsoft_working_with_ai"
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      ],
      "componentCount": 3
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    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.8320907,
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        "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)",
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        "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."
      },
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        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
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        "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": 0.91,
      "percentile": 81,
      "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."
    },
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    "eloundou": {
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    "usageTasks": [
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        "task": "Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.",
        "usagePercent": 0.004827266041929427,
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    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
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      "growthPercentile": 28,
      "direction": "About average",
      "annualOpeningsThousands": 0.2,
      "annualOpeningsPercentile": 2,
      "employment2024Thousands": 3.1,
      "employment2034Thousands": 3.1
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    "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"
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      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 23,
    "skills": 32,
    "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": "08dcc5e51d20618c"
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}
