{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-4071-00",
  "socCode": "51-4071.00",
  "title": "Foundry Mold and Coremakers",
  "summary": "Make or form wax or sand cores or molds used in the production of metal castings in foundries.",
  "aliases": [
    "Core Machine Operator",
    "Core Maker",
    "Coremaker",
    "Molder",
    "Core Stripper",
    "Green Sand Molder",
    "Mold Maker",
    "Mold Operator",
    "No Bake Molder",
    "Sand Molder",
    "Airset Caster",
    "Airset Molder"
  ],
  "tasks": [
    {
      "text": "Clean and smooth molds, cores, and core boxes, and repair surface imperfections.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Position patterns inside mold sections, and clamp sections together.",
      "type": "Core",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "text": "Position cores into lower sections of molds, and reassemble molds for pouring.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Sift and pack sand into mold sections, core boxes, and pattern contours, using hand or pneumatic ramming tools.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Tend machines that bond cope and drag together to form completed shell molds.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "text": "Sprinkle or spray parting agents onto patterns and mold sections to facilitate removal of patterns from molds.",
      "type": "Core",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "text": "Form and assemble slab cores around patterns, and position wire in mold sections to reinforce molds, using hand tools and glue.",
      "type": "Core",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "text": "Move and position workpieces, such as mold sections, patterns, and bottom boards, using cranes, or signal others to move workpieces.",
      "type": "Core",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "text": "Rotate sweep boards around spindles to make symmetrical molds for convex impressions.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "text": "Pour molten metal into molds, manually or with crane ladles.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Operate ovens or furnaces to bake cores or to melt, skim, and flux metal.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "text": "Lift upper mold sections from lower sections, and remove molded patterns.",
      "type": "Core",
      "iwa": "4.A.3.a.2.an"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Clean production equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Smooth metal surfaces or edges.",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "name": "Lift materials or workpieces using cranes or other lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    },
    {
      "name": "Signal others to coordinate work activities.",
      "iwa": "4.A.4.b.1.b"
    },
    {
      "name": "Apply parting agents or other solutions to molds.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Position patterns on equipment, materials, or workpieces.",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "name": "Place materials into molds.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Build production molds.",
      "iwa": "4.A.3.a.2.aj"
    },
    {
      "name": "Cut industrial materials in preparation for fabrication or processing.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Remove workpieces from molds.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Operate heating or drying equipment.",
      "iwa": "4.A.3.a.3.f"
    }
  ],
  "capabilities": [
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.39
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.37
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.24
    },
    {
      "name": "Physics",
      "family": "knowledge",
      "value": 3.15
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Design",
      "family": "knowledge",
      "value": 3.07
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.02
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Auditory Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Chemistry",
      "family": "knowledge",
      "value": 2.98
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 2.95
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Dynamic Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Stamina",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 2.82
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "PTC Creo Parametric",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Industrial Control Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Dassault Systemes SolidWorks",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "CNC Software Mastercam",
      "category": "Computer aided manufacturing CAM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory tracking software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Machine control software",
      "category": "Industrial control software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "PTC Creo Parametric",
      "category": "Computer aided design CAD 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": 5
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 4.94
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.88
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.74
    },
    {
      "name": "Spend Time Standing",
      "value": 4.6
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.41
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.33
    },
    {
      "name": "Contact With Others",
      "value": 4.31
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.27
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.25
    },
    {
      "name": "Time Pressure",
      "value": 4.2
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.18
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.03
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.99
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.96
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.94
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.92
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 3.84
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.83
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.75
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.72
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.52
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.51
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.48
    },
    {
      "name": "Physical Proximity",
      "value": 3.41
    },
    {
      "name": "In an Open Vehicle or Operating Equipment",
      "value": 3.29
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.26
    },
    {
      "name": "Level of Competition",
      "value": 3.24
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.19
    },
    {
      "name": "Consequence of Error",
      "value": 3.18
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.08
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.96
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.8
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 2.77
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 2.51
    },
    {
      "name": "Exposed to Whole Body Vibration",
      "value": 2.45
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.41
    },
    {
      "name": "Exposed to High Places",
      "value": 2.41
    },
    {
      "name": "Conflict Situations",
      "value": 2.32
    },
    {
      "name": "Degree of Automation",
      "value": 2.24
    }
  ],
  "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": 64.37
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 35.63
      }
    ]
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  "personFit": [
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      "name": "Realistic",
      "family": "career_interest_type",
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    },
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      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
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    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.5
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.78
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 2.49
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.27
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.19
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
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    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.14
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 2.03
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.92
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.5
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.37
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 1.32
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.23
    },
    {
      "name": "Visual Arts",
      "family": "specific_interest_area",
      "value": 1.23
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-9195.00",
      "slug": "role-51-9195-00",
      "title": "Molders, Shapers, and Casters, Except Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-4072.00",
      "slug": "role-51-4072-00",
      "title": "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2051.00",
      "slug": "role-51-2051-00",
      "title": "Fiberglass Laminators and Fabricators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-9045.00",
      "slug": "role-49-9045-00",
      "title": "Refractory Materials Repairers, Except Brickmasons",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9041.00",
      "slug": "role-51-9041-00",
      "title": "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",
      "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": "51-6091.00",
      "slug": "role-51-6091-00",
      "title": "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9032.00",
      "slug": "role-51-9032-00",
      "title": "Cutting and Slicing Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4022.00",
      "slug": "role-51-4022-00",
      "title": "Forging Machine Setters, Operators, and Tenders, Metal and Plastic",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9031.00",
      "slug": "role-51-9031-00",
      "title": "Cutters and Trimmers, Hand",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-4194.00",
      "slug": "role-51-4194-00",
      "title": "Tool Grinders, Filers, and Sharpeners",
      "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": 45700,
    "meanWage": 46910,
    "pct10Wage": 36220,
    "pct25Wage": 39370,
    "pct75Wage": 51360,
    "pct90Wage": 61390,
    "employment": 12720,
    "areaTitle": "U.S."
  },
  "industries": {
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      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
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        "medianWage": 45760,
        "lq": 11.83
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
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        "medianWage": 36060,
        "lq": 0.27
      },
      {
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        "slug": "561320",
        "title": "Temporary Help Services",
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        "medianWage": 36960,
        "lq": 0.69
      },
      {
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        "slug": "332710",
        "title": "Machine Shops",
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        "medianWage": 46540
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    ],
    "concentrated": [
      {
        "naics": "31-33",
        "slug": "31-33",
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        "employment": 12460,
        "lq": 11.83
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 150,
        "lq": 0.69
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 200,
        "lq": 0.27
      }
    ],
    "count": 4
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.67,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.740349,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.785023,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.641733,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 2,
      "percentile": 0,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 3,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 0,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
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    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.740349,
        "percentile": 3,
        "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,
        "percentile": 0,
        "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": 0.67,
      "percentile": 56,
      "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": {
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      "beta": 0,
      "gamma": 0
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    "usageTasks": [],
    "bls": {
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      "growthPercentile": 1,
      "direction": "Declining",
      "annualOpeningsThousands": 0.9,
      "annualOpeningsPercentile": 14,
      "employment2024Thousands": 12.7,
      "employment2034Thousands": 9.4
    },
    "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": 13,
    "skills": 33,
    "capabilities": 120,
    "tools": 6,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "2c575fd28dae8ee6"
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}
