{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-2023-00",
  "socCode": "51-2023.00",
  "title": "Electromechanical Equipment Assemblers",
  "summary": "Assemble or modify electromechanical equipment or devices, such as servomechanisms, gyros, dynamometers, magnetic drums, tape drives, brakes, control linkage, actuators, and appliances.",
  "aliases": [
    "Assembler",
    "Electronic Assembler",
    "Electronic Technician",
    "Mechanical Assembler",
    "Electrical Assembler",
    "Electromechanical Assembler",
    "Electromechanical Equipment Assembler",
    "Electronics Assembler",
    "Production Associate",
    "Wiring Technician",
    "Air-Conditioning Coil Assembler (AC Coil Assembler)",
    "Appliance Assembler"
  ],
  "tasks": [
    {
      "text": "Inspect, test, and adjust completed units to ensure that units meet specifications, tolerances, and customer order requirements.",
      "type": "Core",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "text": "Position, align, and adjust parts for proper fit and assembly.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "text": "Assemble parts or units, and position, align, and fasten units to assemblies, subassemblies, or frames, using hand tools and power tools.",
      "type": "Core",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "text": "Connect cables, tubes, and wiring, according to specifications.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "text": "Measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Read blueprints and specifications to determine component parts and assembly sequences of electromechanical units.",
      "type": "Core",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "text": "Attach name plates and mark identifying information on parts.",
      "type": "Core",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "text": "File, lap, and buff parts to fit, using hand and power tools.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.g"
    },
    {
      "text": "Disassemble units to replace parts or to crate them for shipping.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "text": "Clean and lubricate parts and subassemblies, using grease paddles or oilcans.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.1.h"
    },
    {
      "text": "Drill, tap, ream, countersink, and spot-face bolt holes in parts, using drill presses and portable power drills.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.ad"
    },
    {
      "text": "Operate or tend automated assembling equipment, such as robotics and fixed automation equipment.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.f"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Inspect installed components or assemblies.",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "name": "Assemble electrical or electronic equipment.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Align parts or workpieces to ensure proper assembly.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Connect supply lines to production equipment or tools.",
      "iwa": "4.A.3.a.2.ah"
    },
    {
      "name": "Mark products, workpieces, or equipment with identifying information.",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "name": "Review blueprints or other instructions to determine operational methods or sequences.",
      "iwa": "4.A.1.a.1.b"
    },
    {
      "name": "Disassemble equipment for maintenance or repair.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Measure dimensions of completed products or workpieces to verify conformance to specifications.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Clean workpieces or finished products.",
      "iwa": "4.A.3.a.1.h"
    },
    {
      "name": "Apply lubricants or coolants to workpieces.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Drill holes in parts, equipment, or materials.",
      "iwa": "4.A.3.a.2.ad"
    },
    {
      "name": "Reshape metal workpieces to established specifications.",
      "iwa": "4.A.3.a.2.g"
    },
    {
      "name": "Assemble electromechanical or hydraulic systems.",
      "iwa": "4.A.3.a.2.d"
    },
    {
      "name": "Operate industrial equipment.",
      "iwa": "4.A.3.a.3.f"
    },
    {
      "name": "Operate cranes, hoists, or other moving or lifting equipment.",
      "iwa": "4.A.3.a.3.h"
    }
  ],
  "capabilities": [
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.21
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.08
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.99
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 2.87
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD 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 Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Blueprint display software",
      "category": "Graphics or photo imaging software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Timekeeping software",
      "category": "Time accounting software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.98
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.98
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.94
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.29
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.19
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.16
    },
    {
      "name": "Contact With Others",
      "value": 4.02
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.9
    },
    {
      "name": "Time Pressure",
      "value": 3.78
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.65
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.55
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.5
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.48
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.34
    },
    {
      "name": "Physical Proximity",
      "value": 3.34
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.28
    },
    {
      "name": "Spend Time Standing",
      "value": 3.28
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.24
    },
    {
      "name": "E-Mail",
      "value": 3.22
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.15
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.93
    },
    {
      "name": "Level of Competition",
      "value": 2.78
    },
    {
      "name": "Spend Time Sitting",
      "value": 2.73
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.61
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 2.61
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.55
    },
    {
      "name": "Consequence of Error",
      "value": 2.5
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.49
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.46
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.38
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.35
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.31
    },
    {
      "name": "Degree of Automation",
      "value": 2.29
    },
    {
      "name": "Conflict Situations",
      "value": 2.28
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 2.25
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.23
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.2
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.16
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.8
    },
    {
      "name": "Telephone Conversations",
      "value": 1.73
    }
  ],
  "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": 52.73
      },
      {
        "label": "Some College Courses",
        "percentage": 16.88
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 10.77
      },
      {
        "label": "Doctoral Degree",
        "percentage": 0.58
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 6.42
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.98
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 4.83
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 3.35
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.31
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.6
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.25
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.96
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 1.8
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.62
    },
    {
      "name": "Physical Science",
      "family": "specific_interest_area",
      "value": 1.53
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.5
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.41
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.31
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.2
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-2022.00",
      "slug": "role-51-2022-00",
      "title": "Electrical and Electronic Equipment Assemblers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2031.00",
      "slug": "role-51-2031-00",
      "title": "Engine and Other Machine Assemblers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2011.00",
      "slug": "role-51-2011-00",
      "title": "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-2061.00",
      "slug": "role-51-2061-00",
      "title": "Timing Device Assemblers and Adjusters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-2092.00",
      "slug": "role-49-2092-00",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "17-3023.00",
      "slug": "role-17-3023-00",
      "title": "Electrical and Electronic Engineering Technologists and Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "17-3028.00",
      "slug": "role-17-3028-00",
      "title": "Calibration Technologists and Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-9041.00",
      "slug": "role-49-9041-00",
      "title": "Industrial Machinery Mechanics",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-2094.00",
      "slug": "role-49-2094-00",
      "title": "Electrical and Electronics Repairers, Commercial and Industrial Equipment",
      "tier": "Primary-Long"
    },
    {
      "socCode": "17-3024.01",
      "slug": "role-17-3024-01",
      "title": "Robotics Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4041.00",
      "slug": "role-51-4041-00",
      "title": "Machinists",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-4061.00",
      "slug": "role-51-4061-00",
      "title": "Model Makers, Metal and Plastic",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [],
  "studyPrograms": [],
  "market": {},
  "industries": {
    "top": [],
    "concentrated": []
  },
  "aiSignals": [
    {
      "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": -0.4977276,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.0850347,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.6523108,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 24,
      "percentile": 22,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 35,
          "source": "felten_aioe"
        },
        {
          "percentile": 13,
          "source": "openai_gpts_are_gpts"
        }
      ],
      "componentCount": 2
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.4977276,
        "percentile": 35,
        "band": "Moderate",
        "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": 0.09090909090909091,
        "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."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.97,
      "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": {
      "alpha": 0,
      "beta": 0.045454545454545456,
      "gamma": 0.09090909090909091
    },
    "usageTasks": [
      {
        "task": "Measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers.",
        "usagePercent": 0.0015406168218923706,
        "importance": 4.12
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "sources": [
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "aiPlaybook": {
    "trustedTaskCount": 1,
    "taskCount": 1,
    "totalSample": 68,
    "autonomyMedian": 3,
    "dominantCollaboration": "directive",
    "automationShare": 45.59,
    "augmentationShare": 23.53,
    "workUsePercent": 29.41,
    "collaboration": [
      {
        "label": "directive",
        "percent": 45.59
      },
      {
        "label": "task iteration",
        "percent": 23.53
      }
    ],
    "useCase": [
      {
        "label": "coursework",
        "percent": 39.71
      },
      {
        "label": "personal",
        "percent": 30.88
      },
      {
        "label": "work",
        "percent": 29.41
      }
    ],
    "delegatedTasks": [
      {
        "task": "Measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers.",
        "usagePercent": 0.0068008501062632835,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 68
      }
    ],
    "boundaryTasks": [
      {
        "task": "Measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers.",
        "humanNeededPercent": 95.58823529411765,
        "sampleCount": 68
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Do this for me: measure parts to determine tolerances, using precision measuring instruments such as micrometers, calipers, and verniers. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 14,
    "skills": 33,
    "capabilities": 120,
    "tools": 7,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "d820a44b46d21da6"
  }
}