{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-6042-00",
  "socCode": "51-6042.00",
  "title": "Shoe Machine Operators and Tenders",
  "summary": "Operate or tend a variety of machines to join, decorate, reinforce, or finish shoes and shoe parts.",
  "aliases": [
    "Boot Maker",
    "Inseamer",
    "Side Laster",
    "Stitcher",
    "Cobbler",
    "Insole Department Worker",
    "Shoe Cementer",
    "Shoe Maker",
    "Toe Trimmer",
    "Anchor Operator",
    "Anchorer",
    "Ankle Patch Molder"
  ],
  "tasks": [
    {
      "text": "Inspect finished products to ensure that shoes have been completed according to specifications.",
      "type": "Core",
      "iwa": "4.A.1.a.2.k"
    },
    {
      "text": "Align parts to be stitched, following seams, edges, or markings, before positioning them under needles.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "text": "Operate or tend machines to join, decorate, reinforce, or finish shoes and shoe parts.",
      "type": "Core",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "text": "Remove and examine shoes, shoe parts, and designs to verify conformance to specifications such as proper embedding of stitches in channels.",
      "type": "Core",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "text": "Switch on machines, lower pressure feet or rollers to secure parts, and start machine stitching, using hand, foot, or knee controls.",
      "type": "Core",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "text": "Fill shuttle spools with thread from a machine's bobbin winder by pressing a foot treadle.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "text": "Staple sides of shoes, pressing a foot treadle to position and hold each shoe under the feeder of the machine.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "text": "Draw thread through machine guide slots, needles, and presser feet in preparation for stitching, or load rolls of wire through machine axles.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Study work orders or shoe part tags to obtain information about workloads, specifications, and the types of materials to be used.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Perform routine equipment maintenance such as cleaning and lubricating machines or replacing broken needles.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Position dies on material in a manner that will obtain the maximum number of parts from each portion of material.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Test machinery to ensure proper functioning before beginning production.",
      "type": "Core",
      "iwa": "4.A.1.b.2.l"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Read work orders or other instructions to determine product specifications or materials requirements.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Remove products or workpieces from production equipment.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Clean production equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Replace worn equipment components.",
      "iwa": "4.A.3.b.4.c"
    },
    {
      "name": "Maintain production or processing equipment.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Trim excess material from workpieces.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Operate sewing equipment.",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "name": "Align parts or workpieces to ensure proper assembly.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Mount materials or workpieces onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Mount attachments or tools onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Conduct test runs of production equipment.",
      "iwa": "4.A.1.b.2.l"
    },
    {
      "name": "Load materials into production equipment.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Feed materials or products into or through equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Assemble garments or textile products.",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "name": "Select production input materials.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Inspect products or operations to ensure that standards are met.",
      "iwa": "4.A.1.a.2.k"
    },
    {
      "name": "Inspect finishes of workpieces or finished products.",
      "iwa": "4.A.1.b.2.f"
    }
  ],
  "capabilities": [
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.28
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.01
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 2.66
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.62
    }
  ],
  "skills": [
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Adobe Acrobat",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Adobe Acrobat",
      "category": "Document management software",
      "hot": true,
      "inDemand": false
    },
    {
      "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 PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Production control software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 5
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.85
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.41
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.38
    },
    {
      "name": "Contact With Others",
      "value": 4.23
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.21
    },
    {
      "name": "Time Pressure",
      "value": 3.89
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.87
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.82
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.8
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.8
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.75
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 3.72
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.71
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.63
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.57
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.52
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.46
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.34
    },
    {
      "name": "Spend Time Sitting",
      "value": 3.3
    },
    {
      "name": "Physical Proximity",
      "value": 3.28
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.26
    },
    {
      "name": "Spend Time Standing",
      "value": 3.26
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.15
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.13
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.08
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.82
    },
    {
      "name": "Conflict Situations",
      "value": 2.61
    },
    {
      "name": "Level of Competition",
      "value": 2.57
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.31
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.23
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.18
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.18
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.13
    },
    {
      "name": "E-Mail",
      "value": 2.02
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 1.93
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.9
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 1.87
    },
    {
      "name": "Written Letters and Memos",
      "value": 1.8
    },
    {
      "name": "Telephone Conversations",
      "value": 1.74
    }
  ],
  "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": 38
      },
      {
        "label": "Some College Courses",
        "percentage": 15.31
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 0.29
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.71
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.88
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.23
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.34
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 2.29
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.06
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.77
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.67
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.56
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.54
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.53
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 1.48
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.47
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.3
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 1.27
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.2
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-6031.00",
      "slug": "role-51-6031-00",
      "title": "Sewing Machine Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9032.00",
      "slug": "role-51-9032-00",
      "title": "Cutting and Slicing Machine Setters, Operators, and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-6041.00",
      "slug": "role-51-6041-00",
      "title": "Shoe and Leather Workers and Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9031.00",
      "slug": "role-51-9031-00",
      "title": "Cutters and Trimmers, Hand",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4033.00",
      "slug": "role-51-4033-00",
      "title": "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-7042.00",
      "slug": "role-51-7042-00",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-6062.00",
      "slug": "role-51-6062-00",
      "title": "Textile Cutting Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9191.00",
      "slug": "role-51-9191-00",
      "title": "Adhesive Bonding Machine Operators and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-7041.00",
      "slug": "role-51-7041-00",
      "title": "Sawing Machine Setters, Operators, and Tenders, Wood",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-6051.00",
      "slug": "role-51-6051-00",
      "title": "Sewers, Hand",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-6021.00",
      "slug": "role-51-6021-00",
      "title": "Pressers, Textile, Garment, and Related Materials",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [
    {
      "title": "Precision Production",
      "slug": "precision-production"
    }
  ],
  "market": {
    "medianWage": 38160,
    "meanWage": 37230,
    "pct10Wage": 24160,
    "pct25Wage": 30450,
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    "areaTitle": "U.S."
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    "top": [
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        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
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    "concentrated": [
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    ],
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  "aiSignals": [
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      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.97,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.029855,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.052404,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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      "value": 13,
      "percentile": 9,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
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          "source": "felten_aioe"
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        {
          "percentile": 13,
          "source": "openai_gpts_are_gpts"
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        {
          "percentile": 10,
          "source": "microsoft_working_with_ai"
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      ],
      "componentCount": 3
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    "exposure": [
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        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.029855,
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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": 13,
        "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)",
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        "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)",
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      "percentile": 94,
      "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": {
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    "usageTasks": [],
    "bls": {
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      "direction": "Declining",
      "annualOpeningsThousands": 0.4,
      "annualOpeningsPercentile": 6,
      "employment2024Thousands": 4.1,
      "employment2034Thousands": 3.9
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    "sources": [
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        "source": "bls_employment_projections",
        "version": "2024-2034"
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      {
        "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"
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    ]
  },
  "counts": {
    "tasks": 19,
    "skills": 38,
    "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": "5cf720db831fa766"
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}
