{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-51-6031-00",
  "socCode": "51-6031.00",
  "title": "Sewing Machine Operators",
  "summary": "Operate or tend sewing machines to join, reinforce, decorate, or perform related sewing operations in the manufacture of garment or nongarment products.",
  "aliases": [
    "Sample Maker",
    "Seamstress",
    "Sewer",
    "Sewing Machine Operator",
    "Line Closer",
    "Machine Operator",
    "Prototype Sewer",
    "Seamer",
    "Sew On Operator",
    "Zipper Machine Operator",
    "Appliquer",
    "Apron Operator"
  ],
  "tasks": [
    {
      "text": "Monitor machine operation to detect problems such as defective stitching, breaks in thread, or machine malfunctions.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Cut materials according to specifications, using blades, scissors, or electric knives.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "text": "Place spools of thread, cord, or other materials on spindles, insert bobbins, and thread ends through machine guides and components.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Position items under needles, using marks on machines, clamps, templates, or cloth as guides.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Guide garments or garment parts under machine needles and presser feet to sew parts together.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.",
      "type": "Core",
      "iwa": "4.A.1.b.2.j"
    },
    {
      "text": "Remove holding devices and finished items from machines.",
      "type": "Core",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "text": "Fold or stretch edges or lengths of items while sewing to facilitate forming specified sections.",
      "type": "Core",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "text": "Cut excess material or thread from finished products.",
      "type": "Core",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "text": "Select supplies such as fasteners and thread, according to job requirements.",
      "type": "Core",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "text": "Examine and measure finished articles to verify conformance to standards, using rulers.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Start and operate or tend machines, such as single or double needle serging and flat-bed felling machines, to automatically join, reinforce, or decorate material or articles.",
      "type": "Core",
      "iwa": "4.A.3.a.2.e"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Watch operating equipment to detect malfunctions.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Mount materials or workpieces onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "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": "Compare physical characteristics of materials or products to specifications or standards.",
      "iwa": "4.A.1.b.2.j"
    },
    {
      "name": "Maneuver workpieces in equipment during production.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Operate sewing equipment.",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Mark products, workpieces, or equipment with identifying information.",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "name": "Inspect garments for defects, damage, or stains.",
      "iwa": "4.A.1.b.2.j"
    },
    {
      "name": "Select production input materials.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Mount attachments or tools onto production equipment.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "name": "Trim excess material from workpieces.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Adjust fabrics or other materials during garment production.",
      "iwa": "4.A.3.a.2.f"
    },
    {
      "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": "Measure dimensions of completed products or workpieces to verify conformance to specifications.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Repair textiles or apparel.",
      "iwa": "4.A.3.a.2.e"
    },
    {
      "name": "Cut fabrics.",
      "iwa": "4.A.3.a.2.l"
    },
    {
      "name": "Remove accessories, tools, or other parts from equipment.",
      "iwa": "4.A.3.a.2.s"
    },
    {
      "name": "Remove products or workpieces from production equipment.",
      "iwa": "4.A.3.a.2.an"
    },
    {
      "name": "Position patterns on equipment, materials, or workpieces.",
      "iwa": "4.A.3.a.2.v"
    },
    {
      "name": "Draw guide lines or markings on materials or workpieces using patterns or other references.",
      "iwa": "4.A.3.a.2.ao"
    },
    {
      "name": "Attach decorative or functional accessories to products.",
      "iwa": "4.A.3.a.2.ab"
    },
    {
      "name": "Align parts or workpieces to ensure proper assembly.",
      "iwa": "4.A.3.a.2.ao"
    }
  ],
  "capabilities": [
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Rate Control",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Depth Perception",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.72
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.62
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 2.53
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.5
    },
    {
      "name": "Wrist-Finger Speed",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.38
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Email Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "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 Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Email software",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.68
    },
    {
      "name": "Spend Time Sitting",
      "value": 4.44
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.44
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.98
    },
    {
      "name": "Time Pressure",
      "value": 3.76
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 3.57
    },
    {
      "name": "Contact With Others",
      "value": 3.55
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.52
    },
    {
      "name": "Physical Proximity",
      "value": 3.49
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.42
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.29
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.28
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.03
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 2.96
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 2.87
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.81
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.73
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.68
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.66
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.63
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.61
    },
    {
      "name": "Level of Competition",
      "value": 2.59
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.47
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.32
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 2.11
    },
    {
      "name": "Conflict Situations",
      "value": 2.05
    },
    {
      "name": "Consequence of Error",
      "value": 1.89
    },
    {
      "name": "Degree of Automation",
      "value": 1.88
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 1.82
    },
    {
      "name": "Spend Time Standing",
      "value": 1.82
    },
    {
      "name": "Public Speaking",
      "value": 1.79
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.76
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 1.74
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 1.65
    },
    {
      "name": "Telephone Conversations",
      "value": 1.64
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 1.64
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.56
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.5
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 1.49
    }
  ],
  "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": "Less than a High School Diploma",
        "percentage": 52.93
      },
      {
        "label": "High School Diploma",
        "percentage": 41.37
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 4.97
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 0.72
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.78
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.97
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 2.64
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 2.42
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.34
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.22
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.75
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.56
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 1.55
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.43
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.37
    },
    {
      "name": "Visual Arts",
      "family": "specific_interest_area",
      "value": 1.32
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 1.29
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 1.18
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.16
    }
  ],
  "relatedRoles": [
    {
      "socCode": "51-6042.00",
      "slug": "role-51-6042-00",
      "title": "Shoe Machine Operators and Tenders",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-6051.00",
      "slug": "role-51-6051-00",
      "title": "Sewers, Hand",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-6021.00",
      "slug": "role-51-6021-00",
      "title": "Pressers, Textile, Garment, and Related Materials",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9031.00",
      "slug": "role-51-9031-00",
      "title": "Cutters and Trimmers, Hand",
      "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": "51-6063.00",
      "slug": "role-51-6063-00",
      "title": "Textile Knitting and Weaving Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-6062.00",
      "slug": "role-51-6062-00",
      "title": "Textile Cutting Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9196.00",
      "slug": "role-51-9196-00",
      "title": "Paper Goods 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": "51-6041.00",
      "slug": "role-51-6041-00",
      "title": "Shoe and Leather Workers and Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-7042.00",
      "slug": "role-51-7042-00",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-9191.00",
      "slug": "role-51-9191-00",
      "title": "Adhesive Bonding Machine Operators and Tenders",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Advanced Manufacturing",
      "slug": "advanced-manufacturing"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 36000,
    "meanWage": 36680,
    "pct10Wage": 26860,
    "pct25Wage": 31200,
    "pct75Wage": 40810,
    "pct90Wage": 47060,
    "employment": 109590,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 79690,
        "medianWage": 36080,
        "lq": 8.78
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 7410,
        "medianWage": 35790,
        "lq": 0.67
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 5660,
        "medianWage": 36750,
        "lq": 1.32
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 3660,
        "medianWage": 29250,
        "lq": 0.22
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 3310,
        "medianWage": 38750,
        "lq": 0.43
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 3310,
        "medianWage": 32790,
        "lq": 0.52
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 2930,
        "medianWage": 38410,
        "lq": 0.93
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 2710,
        "medianWage": 32790,
        "lq": 1.44
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 1900,
        "medianWage": 39280,
        "lq": 0.36
      },
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "employment": 1270,
        "medianWage": 35480,
        "lq": 6
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 500,
        "medianWage": 21620,
        "lq": 0.05
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 330,
        "medianWage": 24070,
        "lq": 0.03
      }
    ],
    "concentrated": [
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 79690,
        "lq": 8.78
      },
      {
        "naics": "459110",
        "slug": "459110",
        "title": "Sporting Goods Retailers",
        "level": "National industry",
        "employment": 1270,
        "lq": 6
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 2710,
        "lq": 1.44
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 5660,
        "lq": 1.32
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 2930,
        "lq": 0.93
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 7410,
        "lq": 0.67
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 3310,
        "lq": 0.52
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 3310,
        "lq": 0.43
      }
    ],
    "count": 17
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.89,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.9639661,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.178801,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.272624,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 14,
      "percentile": 10,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 19,
          "source": "felten_aioe"
        },
        {
          "percentile": 16,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 7,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.9639661,
        "percentile": 19,
        "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": 0.11627906976744186,
        "percentile": 16,
        "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": 0.04059497732897021,
        "percentile": 7,
        "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": 0.89,
      "percentile": 76,
      "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": 0.046511627906976744,
      "beta": 0.08139534883720931,
      "gamma": 0.11627906976744186
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -10.8,
      "growthPercentile": 5,
      "direction": "Declining",
      "annualOpeningsThousands": 13,
      "annualOpeningsPercentile": 68,
      "employment2024Thousands": 124,
      "employment2034Thousands": 110.7
    },
    "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": 26,
    "skills": 35,
    "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": "65df4c996e4157de"
  }
}