{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-3022-00",
  "socCode": "51-3022.00",
  "title": "Meat, Poultry, and Fish Cutters and Trimmers",
  "summary": "Use hands or hand tools to perform routine cutting and trimming of meat, poultry, and seafood.",
  "aliases": [
    "Deboner",
    "Meat Cutter",
    "Trimmer",
    "Wing Scorer",
    "Beef Trimmer",
    "Breast Trimmer",
    "Chicken Cutter",
    "Fish Processor",
    "Meat Trimmer",
    "Seafood Processor",
    "Abalone Processor",
    "Animal Eviscerator"
  ],
  "tasks": [
    {
      "text": "Use knives, cleavers, meat saws, bandsaws, or other equipment to perform meat cutting and trimming.",
      "type": "Core",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Weigh meats and tag containers for weight and contents.",
      "type": "Core",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "text": "Process primal parts into cuts that are ready for retail use.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Inspect meat products for defects, bruises or blemishes and remove them along with any excess fat.",
      "type": "Core",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "text": "Cut and trim meat to prepare for packing.",
      "type": "Core",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Separate meats and byproducts into specified containers and seal containers.",
      "type": "Core",
      "iwa": "4.A.2.a.2.b"
    },
    {
      "text": "Prepare ready-to-heat foods by filleting meat or fish or cutting it into bite-sized pieces, preparing and adding vegetables or applying sauces or breading.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Clean, trim, slice, and section carcasses for future processing.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Remove parts, such as skin, feathers, scales or bones, from carcass.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.ac"
    },
    {
      "text": "Obtain and distribute specified meat or carcass.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "text": "Produce hamburger meat and meat trimmings.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Clean and salt hides.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.ac"
    }
  ],
  "emergingTasks": [
    {
      "text": "Clean meat cutting equipment."
    }
  ],
  "activities": [
    {
      "name": "Cut meat products.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Process animal carcasses.",
      "iwa": "4.A.3.a.2.ac"
    },
    {
      "name": "Inspect food products.",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "name": "Prepare meat products for sale or consumption.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Distribute supplies to workers.",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "name": "Sort materials or products for processing, storing, shipping, or grading.",
      "iwa": "4.A.2.a.2.b"
    },
    {
      "name": "Mark products, workpieces, or equipment with identifying information.",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "name": "Weigh finished products.",
      "iwa": "4.A.1.b.3.a"
    }
  ],
  "capabilities": [
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 4.03
    },
    {
      "name": "Food Production",
      "family": "knowledge",
      "value": 4
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 3.6
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.56
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.38
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.28
    },
    {
      "name": "Personnel and Human Resources",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Transportation",
      "family": "knowledge",
      "value": 3.26
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 3.13
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.97
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 2.9
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Chemistry",
      "family": "knowledge",
      "value": 2.87
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.86
    },
    {
      "name": "Sales and Marketing",
      "family": "knowledge",
      "value": 2.79
    },
    {
      "name": "Economics and Accounting",
      "family": "knowledge",
      "value": 2.76
    }
  ],
  "skills": [
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": true
    },
    {
      "example": "Meat inventory software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Sales software",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Spend Time Standing",
      "value": 5
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.76
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.75
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.72
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.64
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.63
    },
    {
      "name": "Time Pressure",
      "value": 4.59
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.51
    },
    {
      "name": "Physical Proximity",
      "value": 4.38
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.31
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 4.27
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 4.22
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 4.01
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.87
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.86
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.82
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.69
    },
    {
      "name": "Consequence of Error",
      "value": 3.61
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.52
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 3.49
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.46
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.43
    },
    {
      "name": "Level of Competition",
      "value": 3.42
    },
    {
      "name": "Telephone Conversations",
      "value": 3.04
    },
    {
      "name": "Conflict Situations",
      "value": 3.03
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.97
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.93
    },
    {
      "name": "Degree of Automation",
      "value": 2.89
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 2.88
    },
    {
      "name": "Contact With Others",
      "value": 2.85
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.71
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.66
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 2.6
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 2.56
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.55
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 2.47
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.45
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.35
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 2.29
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 2.15
    }
  ],
  "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": 36.26
      },
      {
        "label": "Doctoral Degree",
        "percentage": 1.3
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 6.07
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.92
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.16
    },
    {
      "name": "Culinary Art",
      "family": "specific_interest_area",
      "value": 2
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.77
    },
    {
      "name": "Agriculture",
      "family": "specific_interest_area",
      "value": 1.64
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.59
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.42
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.37
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.3
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 1.26
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.26
    },
    {
      "name": "Human Resources",
      "family": "specific_interest_area",
      "value": 1.25
    },
    {
      "name": "Life Science",
      "family": "specific_interest_area",
      "value": 1.23
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-3023.00",
      "slug": "role-51-3023-00",
      "title": "Slaughterers and Meat Packers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "45-2041.00",
      "slug": "role-45-2041-00",
      "title": "Graders and Sorters, Agricultural Products",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-3021.00",
      "slug": "role-51-3021-00",
      "title": "Butchers and Meat Cutters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-7064.00",
      "slug": "role-53-7064-00",
      "title": "Packers and Packagers, Hand",
      "tier": "Primary-Short"
    },
    {
      "socCode": "45-2093.00",
      "slug": "role-45-2093-00",
      "title": "Farmworkers, Farm, Ranch, and Aquacultural Animals",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-3091.00",
      "slug": "role-51-3091-00",
      "title": "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9111.00",
      "slug": "role-51-9111-00",
      "title": "Packaging and Filling Machine Operators and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-3092.00",
      "slug": "role-51-3092-00",
      "title": "Food Batchmakers",
      "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": "53-7063.00",
      "slug": "role-53-7063-00",
      "title": "Machine Feeders and Offbearers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9031.00",
      "slug": "role-51-9031-00",
      "title": "Cutters and Trimmers, Hand",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-3093.00",
      "slug": "role-51-3093-00",
      "title": "Food Cooking Machine Operators and Tenders",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Agriculture",
      "slug": "agriculture"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 37700,
    "meanWage": 38640,
    "pct10Wage": 29200,
    "pct25Wage": 34050,
    "pct75Wage": 43450,
    "pct90Wage": 48680,
    "employment": 141090,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 110850,
        "medianWage": 38170,
        "lq": 9.49
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 17010,
        "medianWage": 36390,
        "lq": 1.19
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 7210,
        "medianWage": 39110,
        "lq": 1.31
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 5720,
        "medianWage": 34870,
        "lq": 0.69
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 4540,
        "medianWage": 33470,
        "lq": 1.87
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 130,
        "medianWage": 32250,
        "lq": 0.01
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "medianWage": 37960
      },
      {
        "naics": "722511",
        "slug": "722511",
        "title": "Full-Service Restaurants",
        "level": "National industry",
        "medianWage": 32250
      }
    ],
    "concentrated": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 110850,
        "lq": 9.49
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 4540,
        "lq": 1.87
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 7210,
        "lq": 1.31
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 17010,
        "lq": 1.19
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 5720,
        "lq": 0.69
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 130,
        "lq": 0.01
      }
    ],
    "count": 8
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.94,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.10563,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.208184,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.0259,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
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    "index": {
      "value": 26,
      "percentile": 24,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 14,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 61,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
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    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.10563,
        "percentile": 14,
        "band": "Low",
        "note": "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."
      },
      {
        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
        "value": 0,
        "percentile": 3,
        "band": "Low",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
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        "percentile": 61,
        "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": 0.94,
      "percentile": 86,
      "band": "High",
      "note": "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."
    },
    "teleworkable": false,
    "eloundou": {
      "alpha": 0,
      "beta": 0,
      "gamma": 0
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    "usageTasks": [],
    "bls": {
      "growthPercent": 5.5,
      "growthPercentile": 77,
      "direction": "About average",
      "annualOpeningsThousands": 18.4,
      "annualOpeningsPercentile": 76,
      "employment2024Thousands": 146.8,
      "employment2034Thousands": 154.9
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
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  "counts": {
    "tasks": 12,
    "skills": 32,
    "capabilities": 120,
    "tools": 4,
    "relatedRoles": 20
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  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "9f3effeba038bdf2"
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}