{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-53-6021-00",
  "socCode": "53-6021.00",
  "title": "Parking Attendants",
  "summary": "Park vehicles or issue tickets for customers in a parking lot or garage. May park or tend vehicles in environments such as a car dealership or rental car facility. May collect fee.",
  "aliases": [
    "Parking Attendant",
    "Parking Lot Attendant",
    "Valet Attendant",
    "Valet Parker",
    "Hiker",
    "Parking Cashier",
    "Parking Ramp Attendant",
    "Valet Parking Attendant",
    "Attendant",
    "Auto Hiker",
    "Auto Lot Attendant (Automotive Lot Attendant)",
    "Auto Parker"
  ],
  "tasks": [
    {
      "text": "Take numbered tags from customers, locate vehicles, and deliver vehicles, or provide customers with instructions for locating vehicles.",
      "type": "Core",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "text": "Inspect vehicles to detect any damage.",
      "type": "Core",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "text": "Greet customers and open their car doors.",
      "type": "Core",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "text": "Issue ticket stubs or place numbered tags on windshields, log tags or attach tag to customers' keys, and give customers matching tags for locating parked vehicles.",
      "type": "Core",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "text": "Perform cash handling tasks, such as making change, balancing and recording cash drawer, or distributing tips.",
      "type": "Core",
      "iwa": "4.A.2.a.2.d"
    },
    {
      "text": "Patrol parking areas to prevent vehicle damage and vehicle or property thefts.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.2.g"
    },
    {
      "text": "Explain and calculate parking charges, collect fees from customers, and respond to customer complaints.",
      "type": "Core",
      "iwa": "4.A.4.c.3.d"
    },
    {
      "text": "Park and retrieve automobiles for customers in parking lots, storage garages, or new car lots.",
      "type": "Core",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "text": "Provide customer assistance and information, such as giving directions or handling wheelchairs.",
      "type": "Core",
      "iwa": "4.A.4.a.3.c"
    },
    {
      "text": "Keep parking areas clean and orderly to ensure that space usage is maximized.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Direct motorists to parking areas or parking spaces, using hand signals or flashlights as necessary.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.r"
    },
    {
      "text": "Escort customers to their vehicles to ensure their safety.",
      "type": "Supplemental",
      "iwa": "4.A.4.a.5.j"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Apply identification labels or tags.",
      "iwa": "4.A.1.b.1.a"
    },
    {
      "name": "Balance receipts.",
      "iwa": "4.A.2.a.2.d"
    },
    {
      "name": "Prepare cash for deposit or disbursement.",
      "iwa": "4.A.2.a.2.d"
    },
    {
      "name": "Collect fares or payment from customers.",
      "iwa": "4.A.4.c.3.d"
    },
    {
      "name": "Provide transportation information to passengers or customers.",
      "iwa": "4.A.4.a.3.c"
    },
    {
      "name": "Assist customers to ensure comfort or safety.",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "name": "Request emergency personnel.",
      "iwa": "4.A.4.a.2.g"
    },
    {
      "name": "Clean facilities or work areas.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Direct vehicle traffic.",
      "iwa": "4.A.3.a.2.r"
    },
    {
      "name": "Monitor surroundings to detect potential hazards.",
      "iwa": "4.A.1.a.2.g"
    },
    {
      "name": "Drive passenger vehicles.",
      "iwa": "4.A.3.a.4.a"
    },
    {
      "name": "Move materials, equipment, or supplies.",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "name": "Inspect motor vehicles.",
      "iwa": "4.A.1.b.2.d"
    },
    {
      "name": "Assist passengers during vehicle boarding.",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "name": "Maintain vehicles in good working condition.",
      "iwa": "4.A.3.b.4.e"
    }
  ],
  "capabilities": [
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.48
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Spatial Orientation",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.08
    },
    {
      "name": "Transportation",
      "family": "knowledge",
      "value": 3.02
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Depth Perception",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Stamina",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Gross Body Coordination",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Night Vision",
      "family": "ability",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Email Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "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": "CorePark Valet",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Email software",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Payment processing software",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "SMS Valet",
      "category": "Point of sale POS software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Contact With Others",
      "value": 4.6
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.26
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.25
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.21
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 3.97
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.95
    },
    {
      "name": "Physical Proximity",
      "value": 3.93
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.87
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.8
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.79
    },
    {
      "name": "Telephone Conversations",
      "value": 3.74
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.61
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.59
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.54
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.53
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.51
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 3.46
    },
    {
      "name": "Consequence of Error",
      "value": 3.46
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 3.45
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.42
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.42
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.41
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.36
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.24
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.21
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.17
    },
    {
      "name": "Spend Time Standing",
      "value": 3.07
    },
    {
      "name": "Spend Time Sitting",
      "value": 3.06
    },
    {
      "name": "Time Pressure",
      "value": 2.99
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 2.91
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.89
    },
    {
      "name": "Conflict Situations",
      "value": 2.72
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.67
    },
    {
      "name": "Degree of Automation",
      "value": 2.59
    },
    {
      "name": "Level of Competition",
      "value": 2.34
    },
    {
      "name": "Public Speaking",
      "value": 2.23
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.23
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 2.05
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 2
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 1.89
    }
  ],
  "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": 60.75
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 38.29
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 0.96
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 5.64
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 5.07
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 4.05
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 3.2
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 3.12
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 3.03
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 2.93
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.03
    },
    {
      "name": "Cooperation",
      "family": "work_style",
      "value": 1.7
    },
    {
      "name": "Sales",
      "family": "specific_interest_area",
      "value": 1.6
    },
    {
      "name": "Protective Service",
      "family": "specific_interest_area",
      "value": 1.55
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.51
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 1.51
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 1.44
    },
    {
      "name": "Optimism",
      "family": "work_style",
      "value": 1.36
    },
    {
      "name": "Social Orientation",
      "family": "work_style",
      "value": 1.31
    }
  ],
  "relatedRoles": [
    {
      "socCode": "53-3053.00",
      "slug": "role-53-3053-00",
      "title": "Shuttle Drivers and Chauffeurs",
      "tier": "Primary-Short"
    },
    {
      "socCode": "33-3041.00",
      "slug": "role-33-3041-00",
      "title": "Parking Enforcement Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-6011.00",
      "slug": "role-39-6011-00",
      "title": "Baggage Porters and Bellhops",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-3054.00",
      "slug": "role-53-3054-00",
      "title": "Taxi Drivers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "41-2021.00",
      "slug": "role-41-2021-00",
      "title": "Counter and Rental Clerks",
      "tier": "Primary-Short"
    },
    {
      "socCode": "53-6061.00",
      "slug": "role-53-6061-00",
      "title": "Passenger Attendants",
      "tier": "Primary-Long"
    },
    {
      "socCode": "39-6012.00",
      "slug": "role-39-6012-00",
      "title": "Concierges",
      "tier": "Primary-Long"
    },
    {
      "socCode": "39-3093.00",
      "slug": "role-39-3093-00",
      "title": "Locker Room, Coatroom, and Dressing Room Attendants",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-3052.00",
      "slug": "role-53-3052-00",
      "title": "Bus Drivers, Transit and Intercity",
      "tier": "Primary-Long"
    },
    {
      "socCode": "39-3091.00",
      "slug": "role-39-3091-00",
      "title": "Amusement and Recreation Attendants",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-3033.00",
      "slug": "role-53-3033-00",
      "title": "Light Truck Drivers",
      "tier": "Supplemental"
    },
    {
      "socCode": "43-5032.00",
      "slug": "role-43-5032-00",
      "title": "Dispatchers, Except Police, Fire, and Ambulance",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Supply Chain & Transportation",
      "slug": "supply-chain-transportation"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 34600,
    "meanWage": 34190,
    "pct10Wage": 24960,
    "pct25Wage": 29590,
    "pct75Wage": 37230,
    "pct90Wage": 43840,
    "employment": 134650,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 73190,
        "medianWage": 34960,
        "lq": 18.93
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 22340,
        "medianWage": 34120,
        "lq": 1.64
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 7580,
        "medianWage": 33990,
        "lq": 3.29
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 7150,
        "medianWage": 33420,
        "lq": 0.58
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 3940,
        "medianWage": 36020,
        "lq": 1.91
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 2600,
        "medianWage": 34700,
        "lq": 0.4
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 2580,
        "medianWage": 32640,
        "lq": 8.77
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 2060,
        "medianWage": 31680,
        "lq": 0.39
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 2060,
        "medianWage": 37610,
        "lq": 0.1
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 1680,
        "medianWage": 37110,
        "lq": 0.14
      },
      {
        "naics": "722511",
        "slug": "722511",
        "title": "Full-Service Restaurants",
        "level": "National industry",
        "employment": 690,
        "medianWage": 34960,
        "lq": 0.15
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 230,
        "medianWage": 33560,
        "lq": 0.09
      }
    ],
    "concentrated": [
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 73190,
        "lq": 18.93
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 2580,
        "lq": 8.77
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 7580,
        "lq": 3.29
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 3940,
        "lq": 1.91
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 22340,
        "lq": 1.64
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 7150,
        "lq": 0.58
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 2600,
        "lq": 0.4
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 2060,
        "lq": 0.39
      }
    ],
    "count": 20
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.87,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.8353891,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.0814306,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.037648,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 31,
      "percentile": 29,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 24,
          "source": "felten_aioe"
        },
        {
          "percentile": 23,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 45,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.8353891,
        "percentile": 24,
        "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": 0.17857142857142855,
        "percentile": 23,
        "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": 0.13749818125495236,
        "percentile": 45,
        "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": 0.87,
      "percentile": 74,
      "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": 0.03571428571428571,
      "beta": 0.10714285714285714,
      "gamma": 0.17857142857142855
    },
    "usageTasks": [
      {
        "task": "Explain and calculate parking charges, collect fees from customers, and respond to customer complaints.",
        "usagePercent": 0.002773110279406267,
        "importance": 4.01
      },
      {
        "task": "Provide customer assistance and information, such as giving directions or handling wheelchairs.",
        "usagePercent": 0.0017460323981446867,
        "importance": 3.97
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": 3,
      "growthPercentile": 51,
      "direction": "About average",
      "annualOpeningsThousands": 18.5,
      "annualOpeningsPercentile": 77,
      "employment2024Thousands": 135.7,
      "employment2034Thousands": 139.8
    },
    "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"
      }
    ]
  },
  "aiPlaybook": {
    "trustedTaskCount": 1,
    "taskCount": 1,
    "totalSample": 85,
    "autonomyMedian": 4,
    "dominantCollaboration": "directive",
    "automationShare": 42.35,
    "augmentationShare": 41.18,
    "workUsePercent": 35.29,
    "collaboration": [
      {
        "label": "directive",
        "percent": 42.35
      },
      {
        "label": "task iteration",
        "percent": 41.18
      }
    ],
    "useCase": [
      {
        "label": "personal",
        "percent": 61.18
      },
      {
        "label": "work",
        "percent": 35.29
      }
    ],
    "delegatedTasks": [
      {
        "task": "Provide customer assistance and information, such as giving directions or handling wheelchairs.",
        "usagePercent": 0.008501062632829104,
        "collaboration": "directive",
        "autonomyMedian": 4,
        "sampleCount": 85
      }
    ],
    "boundaryTasks": [
      {
        "task": "Provide customer assistance and information, such as giving directions or handling wheelchairs.",
        "humanNeededPercent": 97.6470588235294,
        "sampleCount": 85
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Do this for me: provide customer assistance and information, such as giving directions or handling wheelchairs. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 15,
    "skills": 35,
    "capabilities": 120,
    "tools": 8,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "baf9ee93232d435f"
  }
}