{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-39-5092-00",
  "socCode": "39-5092.00",
  "title": "Manicurists and Pedicurists",
  "summary": "Clean and shape customers' fingernails and toenails. May polish or decorate nails.",
  "aliases": [
    "Manicurist",
    "Nail Technician (Nail Tech)",
    "Pedicurist",
    "Fingernail Former",
    "Fingernail Sculptor",
    "Fingernail Sculpturer",
    "Fingernail Technician",
    "Licensed Nail Technician (Licensed Nail Tech)",
    "Nail Artist",
    "Salon Nail Technician (Salon Nail Tech)",
    "Spa Nail Technician (Spa Nail Tech)"
  ],
  "tasks": [
    {
      "text": "Clean and sanitize tools and work environment.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Apply undercoat and clear or colored polish onto nails with brush.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Maintain supply inventories and records of client services.",
      "type": "Core",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Shape and smooth ends of nails, using scissors, files, or emery boards.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Prepare nail cuticles with water and oil, using cuticle knives to push back cuticles and scissors or nippers to trim cuticles.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Prepare customers' nails in soapy water, using swabs, files, and orange sticks.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Remove previously applied nail polish, using liquid remover and swabs.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Use rotary abrasive wheels to shape and smooth nails or artificial extensions.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Schedule client appointments and accept payments.",
      "type": "Core",
      "iwa": "4.A.2.b.5.c"
    },
    {
      "text": "Assess the condition of clients' hands, remove dead skin, and massage hands.",
      "type": "Core",
      "iwa": "4.A.2.a.1.f"
    },
    {
      "text": "Roughen surfaces of fingernails, using abrasive wheel.",
      "type": "Core",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "text": "Advise clients on nail care and use of products and colors.",
      "type": "Core",
      "iwa": "4.A.4.b.6.a"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Treat nails by shaping, decorating, or augmenting.",
      "iwa": "4.A.3.a.2.u"
    },
    {
      "name": "Assess skin or hair conditions.",
      "iwa": "4.A.2.a.1.f"
    },
    {
      "name": "Administer therapeutic massages.",
      "iwa": "4.A.4.a.5.b"
    },
    {
      "name": "Clean tools or equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Schedule appointments.",
      "iwa": "4.A.2.b.5.c"
    },
    {
      "name": "Provide medical or cosmetic advice for clients.",
      "iwa": "4.A.4.b.6.a"
    },
    {
      "name": "Maintain client information or service records.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Maintain supply or equipment inventories.",
      "iwa": "4.A.4.c.3.a"
    },
    {
      "name": "Sell products or services.",
      "iwa": "4.A.4.a.6.b"
    },
    {
      "name": "Promote products, services, or programs.",
      "iwa": "4.A.4.a.6.c"
    }
  ],
  "capabilities": [
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.37
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.64
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.62
    },
    {
      "name": "Persuasion",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Originality",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Time Sharing",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.59
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.5
    },
    {
      "name": "Negotiation",
      "family": "transferable_skill",
      "value": 2.5
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Personnel and Human Resources",
      "family": "knowledge",
      "value": 2.47
    },
    {
      "name": "Sales and Marketing",
      "family": "knowledge",
      "value": 2.44
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 2.41
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.38
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 2.38
    }
  ],
  "skills": [
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Facebook",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Facebook",
      "category": "Web page creation and editing 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": "Aknaf ADVANTAGE Salon Software and Spa Software",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Appointment Search",
      "category": "Calendar and scheduling software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "AppointmentQuest Online Appointment Scheduler",
      "category": "Calendar and scheduling software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Customer information databases",
      "category": "Customer relationship management CRM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "DaySmart Software Appointment-Plus",
      "category": "Calendar and scheduling software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "DaySmart Software Salon Iris",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Exposed to Contaminants",
      "value": 4.65
    },
    {
      "name": "Physical Proximity",
      "value": 4.58
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.54
    },
    {
      "name": "Contact With Others",
      "value": 4.5
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.17
    },
    {
      "name": "Spend Time Sitting",
      "value": 4.05
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.04
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.9
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 3.84
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.78
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.55
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.47
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.46
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 3.45
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.91
    },
    {
      "name": "Telephone Conversations",
      "value": 2.9
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.88
    },
    {
      "name": "Level of Competition",
      "value": 2.56
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.49
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.42
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.4
    },
    {
      "name": "Time Pressure",
      "value": 2.23
    },
    {
      "name": "Spend Time Standing",
      "value": 2.1
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 2.07
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.03
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 1.96
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 1.95
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 1.85
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 1.82
    },
    {
      "name": "Consequence of Error",
      "value": 1.69
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 1.68
    },
    {
      "name": "Written Letters and Memos",
      "value": 1.64
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 1.59
    },
    {
      "name": "Conflict Situations",
      "value": 1.44
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.35
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 1.28
    },
    {
      "name": "E-Mail",
      "value": 1.25
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.24
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.23
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 1.18
    }
  ],
  "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": "Post-Secondary Certificate",
        "percentage": 14.77
      },
      {
        "label": "Some College Courses",
        "percentage": 0.27
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 5.63
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 5.6
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.67
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 3.06
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 2.72
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 2.35
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 2.35
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 2.29
    },
    {
      "name": "Sales",
      "family": "specific_interest_area",
      "value": 2.25
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.22
    },
    {
      "name": "Visual Arts",
      "family": "specific_interest_area",
      "value": 2.09
    },
    {
      "name": "Social Orientation",
      "family": "work_style",
      "value": 2.06
    },
    {
      "name": "Cooperation",
      "family": "work_style",
      "value": 1.88
    },
    {
      "name": "Empathy",
      "family": "work_style",
      "value": 1.71
    },
    {
      "name": "Marketing/Advertising",
      "family": "specific_interest_area",
      "value": 1.66
    }
  ],
  "relatedRoles": [
    {
      "socCode": "39-5012.00",
      "slug": "role-39-5012-00",
      "title": "Hairdressers, Hairstylists, and Cosmetologists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9123.00",
      "slug": "role-51-9123-00",
      "title": "Painting, Coating, and Decorating Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-5094.00",
      "slug": "role-39-5094-00",
      "title": "Skincare Specialists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-5011.00",
      "slug": "role-39-5011-00",
      "title": "Barbers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-5093.00",
      "slug": "role-39-5093-00",
      "title": "Shampooers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-7021.00",
      "slug": "role-51-7021-00",
      "title": "Furniture Finishers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "39-5091.00",
      "slug": "role-39-5091-00",
      "title": "Makeup Artists, Theatrical and Performance",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9124.00",
      "slug": "role-51-9124-00",
      "title": "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-4194.00",
      "slug": "role-51-4194-00",
      "title": "Tool Grinders, Filers, and Sharpeners",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-6042.00",
      "slug": "role-51-6042-00",
      "title": "Shoe Machine Operators and Tenders",
      "tier": "Supplemental"
    },
    {
      "socCode": "51-6051.00",
      "slug": "role-51-6051-00",
      "title": "Sewers, Hand",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Healthcare & Human Services",
      "slug": "healthcare-human-services"
    }
  ],
  "educationLevel": {
    "category": "Postsecondary nondegree award",
    "slug": "postsecondary-nondegree-award"
  },
  "studyPrograms": [
    {
      "title": "Culinary, Entertainment, and Personal Services",
      "slug": "culinary-entertainment-and-personal-services"
    }
  ],
  "market": {
    "medianWage": 34660,
    "meanWage": 36910,
    "pct10Wage": 27910,
    "pct25Wage": 31510,
    "pct75Wage": 37660,
    "pct90Wage": 47990,
    "employment": 147820,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 145870,
        "medianWage": 34650,
        "lq": 34.37
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 1210,
        "medianWage": 36940,
        "lq": 0.09
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 310,
        "medianWage": 37390,
        "lq": 0.12
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 220,
        "medianWage": 29850,
        "lq": 0.01
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 180,
        "medianWage": 31200,
        "lq": 0.56
      },
      {
        "naics": "713940",
        "slug": "713940",
        "title": "Fitness and Recreational Sports Centers",
        "level": "National industry",
        "employment": 170,
        "medianWage": 38850,
        "lq": 0.28
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 130,
        "medianWage": 43710,
        "lq": 0.01
      }
    ],
    "concentrated": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 145870,
        "lq": 34.37
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 180,
        "lq": 0.56
      },
      {
        "naics": "713940",
        "slug": "713940",
        "title": "Fitness and Recreational Sports Centers",
        "level": "National industry",
        "employment": 170,
        "lq": 0.28
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 310,
        "lq": 0.12
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 1210,
        "lq": 0.09
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 220,
        "lq": 0.01
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 130,
        "lq": 0.01
      }
    ],
    "count": 7
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.95,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": 0.0335124,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": 0.2710444,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.0792243,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 23,
      "percentile": 21,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 48,
          "source": "felten_aioe"
        },
        {
          "percentile": 15,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 6,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": 0.0335124,
        "percentile": 48,
        "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": 0.1111111111111111,
        "percentile": 15,
        "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": 0.03724695054613814,
        "percentile": 6,
        "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": 0.95,
      "percentile": 89,
      "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": 0.05555555555555555,
      "beta": 0.08333333333333333,
      "gamma": 0.1111111111111111
    },
    "usageTasks": [
      {
        "task": "Advise clients on nail care and use of products and colors.",
        "usagePercent": 0.0026704024912801087,
        "importance": 4.16
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": 7,
      "growthPercentile": 85,
      "direction": "Growing fast",
      "annualOpeningsThousands": 24.8,
      "annualOpeningsPercentile": 81,
      "employment2024Thousands": 210.1,
      "employment2034Thousands": 224.8
    },
    "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": 18,
    "skills": 33,
    "capabilities": 120,
    "tools": 9,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "7c0ef4ed5c7955b3"
  }
}
