{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-35-2021-00",
  "socCode": "35-2021.00",
  "title": "Food Preparation Workers",
  "summary": "Perform a variety of food preparation duties other than cooking, such as preparing cold foods and shellfish, slicing meat, and brewing coffee or tea.",
  "aliases": [
    "Cook",
    "Deli Clerk (Delicatessen Clerk)",
    "Dietary Aide",
    "Food Service Worker (FSW)",
    "Cook Aide",
    "Diet Aide",
    "Food Prep (Food Preparer)",
    "Food Service Aide",
    "Line Cook",
    "Nutrition Aide",
    "Back of House Team Member (BOH Team Member)",
    "Cafeteria Aide"
  ],
  "tasks": [
    {
      "text": "Clean and sanitize work areas, equipment, utensils, dishes, or silverware.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Assist cooks and kitchen staff with various tasks as needed, and provide cooks with needed items.",
      "type": "Core",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "text": "Distribute food to waiters and waitresses to serve to customers.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "text": "Take and record temperature of food and food storage areas, such as refrigerators and freezers.",
      "type": "Core",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "text": "Carry food supplies, equipment, and utensils to and from storage and work areas.",
      "type": "Core",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "text": "Remove trash and clean kitchen garbage containers.",
      "type": "Core",
      "iwa": "4.A.3.a.1.e"
    },
    {
      "text": "Store food in designated containers and storage areas to prevent spoilage.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ak"
    },
    {
      "text": "Weigh or measure ingredients.",
      "type": "Core",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "text": "Operate cash register, handle money, and give correct change.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "text": "Vacuum dining area and sweep and mop kitchen floor.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Inform supervisors when equipment is not working properly and when food and supplies are getting low, and order needed items.",
      "type": "Core",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "text": "Prepare a variety of foods, such as meats, vegetables, or desserts, according to customers' orders or supervisors' instructions, following approved procedures.",
      "type": "Core",
      "iwa": "4.A.3.a.2.c"
    }
  ],
  "emergingTasks": [
    {
      "text": "Check and log refrigerator, freezer, and cooler temperatures."
    }
  ],
  "activities": [
    {
      "name": "Clean food preparation areas, facilities, or equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Clean tableware.",
      "iwa": "4.A.3.a.1.h"
    },
    {
      "name": "Cook foods.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Assess equipment functioning.",
      "iwa": "4.A.1.a.2.a"
    },
    {
      "name": "Prepare foods for cooking or serving.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Report information to managers or other personnel.",
      "iwa": "4.A.4.a.2.c"
    },
    {
      "name": "Operate cash registers.",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "name": "Process customer bills or payments.",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "name": "Clean food service areas.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Arrange food for serving.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Store supplies or goods in kitchens or storage areas.",
      "iwa": "4.A.3.a.2.ak"
    },
    {
      "name": "Serve food or beverages.",
      "iwa": "4.A.3.a.1.o"
    },
    {
      "name": "Package food or supplies.",
      "iwa": "4.A.3.a.2.ap"
    },
    {
      "name": "Measure ingredients.",
      "iwa": "4.A.1.b.3.a"
    },
    {
      "name": "Assist chefs or caterers with food or drink preparation.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Stock serving stations or dining areas with food or supplies.",
      "iwa": "4.A.3.a.2.ak"
    },
    {
      "name": "Remove trash.",
      "iwa": "4.A.3.a.1.e"
    },
    {
      "name": "Prepare hot or cold beverages.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Move equipment, supplies or food to required locations.",
      "iwa": "4.A.3.a.1.j"
    },
    {
      "name": "Cut cooked or raw foods.",
      "iwa": "4.A.3.a.2.c"
    },
    {
      "name": "Distribute resources to patrons or employees.",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "name": "Record operational or production data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Mix ingredients.",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "name": "Present food or beverage information or menus to customers.",
      "iwa": "4.A.4.a.3.c"
    }
  ],
  "capabilities": [
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.27
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Food Production",
      "family": "knowledge",
      "value": 2.94
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 2.69
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 2.62
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.5
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Stamina",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.44
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.38
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.34
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.25
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 2.25
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 2.25
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.12
    },
    {
      "name": "Time Sharing",
      "family": "ability",
      "value": 2.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 2.12
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 2
    }
  ],
  "skills": [
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "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": "Barrington Software CookenPro Commercial",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "CBORD Foodservice Suite",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "CBORD NetRecipe",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Culinary Software Services ChefTec",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "EGS CALCMENU",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "iPro",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Master Cook Deluxe Professional Cook",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Mealmaster Cookbook Wizard",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "MicroBlast Recipe Wizard for Windows",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Quizlet",
      "category": "Computer based training software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Recipe software",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "ValuSoft MasterCook",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "YouTube",
      "category": "Video creation and editing software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.68
    },
    {
      "name": "Spend Time Standing",
      "value": 4.42
    },
    {
      "name": "Contact With Others",
      "value": 4.18
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.18
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.15
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.1
    },
    {
      "name": "Time Pressure",
      "value": 3.91
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.89
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.61
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.59
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.43
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.36
    },
    {
      "name": "Physical Proximity",
      "value": 3.29
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.27
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.25
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.17
    },
    {
      "name": "Consequence of Error",
      "value": 3.11
    },
    {
      "name": "Telephone Conversations",
      "value": 3.01
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.01
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 2.93
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.74
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 2.74
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.6
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.5
    },
    {
      "name": "Degree of Automation",
      "value": 2.5
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.27
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 2.27
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.17
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.13
    },
    {
      "name": "E-Mail",
      "value": 1.99
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 1.96
    },
    {
      "name": "Level of Competition",
      "value": 1.95
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 1.94
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 1.81
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 1.8
    },
    {
      "name": "Public Speaking",
      "value": 1.78
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 1.7
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.69
    },
    {
      "name": "Conflict Situations",
      "value": 1.65
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 1.61
    }
  ],
  "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": "Doctoral Degree",
        "percentage": 4.15
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 2.73
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 1.2
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.4
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 4.8
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.18
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 2.71
    },
    {
      "name": "Culinary Art",
      "family": "specific_interest_area",
      "value": 2.46
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 2.23
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.14
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.9
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 1.88
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 1.84
    },
    {
      "name": "Health Care Service",
      "family": "specific_interest_area",
      "value": 1.69
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.35
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.23
    },
    {
      "name": "Social Service",
      "family": "specific_interest_area",
      "value": 1.21
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.2
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.2
    }
  ],
  "relatedRoles": [
    {
      "socCode": "35-2014.00",
      "slug": "role-35-2014-00",
      "title": "Cooks, Restaurant",
      "tier": "Primary-Short"
    },
    {
      "socCode": "35-2015.00",
      "slug": "role-35-2015-00",
      "title": "Cooks, Short Order",
      "tier": "Primary-Short"
    },
    {
      "socCode": "35-3023.00",
      "slug": "role-35-3023-00",
      "title": "Fast Food and Counter Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "35-2012.00",
      "slug": "role-35-2012-00",
      "title": "Cooks, Institution and Cafeteria",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-3021.00",
      "slug": "role-51-3021-00",
      "title": "Butchers and Meat Cutters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "35-9011.00",
      "slug": "role-35-9011-00",
      "title": "Dining Room and Cafeteria Attendants and Bartender Helpers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-3011.00",
      "slug": "role-51-3011-00",
      "title": "Bakers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "35-3041.00",
      "slug": "role-35-3041-00",
      "title": "Food Servers, Nonrestaurant",
      "tier": "Primary-Long"
    },
    {
      "socCode": "35-2011.00",
      "slug": "role-35-2011-00",
      "title": "Cooks, Fast Food",
      "tier": "Primary-Long"
    },
    {
      "socCode": "35-3023.01",
      "slug": "role-35-3023-01",
      "title": "Baristas",
      "tier": "Primary-Long"
    },
    {
      "socCode": "35-1011.00",
      "slug": "role-35-1011-00",
      "title": "Chefs and Head Cooks",
      "tier": "Supplemental"
    },
    {
      "socCode": "35-2013.00",
      "slug": "role-35-2013-00",
      "title": "Cooks, Private Household",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Hospitality, Events, & Tourism",
      "slug": "hospitality-events-tourism"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 34220,
    "meanWage": 33940,
    "pct10Wage": 23490,
    "pct25Wage": 28740,
    "pct75Wage": 37540,
    "pct90Wage": 44260,
    "employment": 888770,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 515940,
        "medianWage": 33280,
        "lq": 6.29
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 233660,
        "medianWage": 35270,
        "lq": 2.6
      },
      {
        "naics": "722511",
        "slug": "722511",
        "title": "Full-Service Restaurants",
        "level": "National industry",
        "employment": 214960,
        "medianWage": 35540,
        "lq": 6.96
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 54410,
        "medianWage": 33800,
        "lq": 0.41
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 33580,
        "medianWage": 36190,
        "lq": 0.43
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 15000,
        "medianWage": 35130,
        "lq": 0.2
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 10030,
        "medianWage": 35720,
        "lq": 0.66
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 9920,
        "medianWage": 33500,
        "lq": 0.19
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 7840,
        "medianWage": 33040,
        "lq": 0.51
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 3400,
        "medianWage": 33390,
        "lq": 0.13
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 3040,
        "medianWage": 38770,
        "lq": 1.56
      },
      {
        "naics": "624120",
        "slug": "624120",
        "title": "Services for the Elderly and Persons with Disabilities",
        "level": "National industry",
        "employment": 2930,
        "medianWage": 29680,
        "lq": 0.21
      }
    ],
    "concentrated": [
      {
        "naics": "722511",
        "slug": "722511",
        "title": "Full-Service Restaurants",
        "level": "National industry",
        "employment": 214960,
        "lq": 6.96
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 515940,
        "lq": 6.29
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 233660,
        "lq": 2.6
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 3040,
        "lq": 1.56
      },
      {
        "naics": "711110",
        "slug": "711110",
        "title": "Theater Companies and Dinner Theaters",
        "level": "National industry",
        "employment": 280,
        "lq": 0.67
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 10030,
        "lq": 0.66
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 7840,
        "lq": 0.51
      },
      {
        "naics": "623220",
        "slug": "623220",
        "title": "Residential Mental Health and Substance Abuse Facilities",
        "level": "National industry",
        "employment": 690,
        "lq": 0.46
      }
    ],
    "count": 28
  },
  "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": -1.226416,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.701858,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.9339887,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 20,
      "percentile": 17,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 9,
          "source": "felten_aioe"
        },
        {
          "percentile": 8,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 44,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.226416,
        "percentile": 9,
        "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": 0.05555555555555555,
        "percentile": 8,
        "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": 0.13682859394722605,
        "percentile": 44,
        "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": 0.018518518518518517,
      "beta": 0.037037037037037035,
      "gamma": 0.05555555555555555
    },
    "usageTasks": [
      {
        "task": "Store food in designated containers and storage areas to prevent spoilage.",
        "usagePercent": 0.019617187532096184,
        "importance": 4.42
      },
      {
        "task": "Keep records of the quantities of food used.",
        "usagePercent": 0.0026704024912801087,
        "importance": 3.96
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": -3.4,
      "growthPercentile": 15,
      "direction": "Declining",
      "annualOpeningsThousands": 148,
      "annualOpeningsPercentile": 97,
      "employment2024Thousands": 902.7,
      "employment2034Thousands": 871.8
    },
    "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": 2,
    "taskCount": 4,
    "totalSample": 187,
    "autonomyMedian": 3,
    "dominantCollaboration": "learning",
    "automationShare": 20,
    "augmentationShare": 55.38,
    "collaboration": [
      {
        "label": "learning",
        "percent": 55.38
      },
      {
        "label": "directive",
        "percent": 20
      }
    ],
    "useCase": [
      {
        "label": "personal",
        "percent": 92.31
      }
    ],
    "delegatedTasks": [
      {
        "task": "Store food in designated containers and storage areas to prevent spoilage.",
        "usagePercent": 0.009901237654706838,
        "collaboration": "learning",
        "autonomyMedian": 3,
        "sampleCount": 99
      },
      {
        "task": "Receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas.",
        "usagePercent": 0.0031003875484435553,
        "collaboration": "learning",
        "autonomyMedian": 3,
        "sampleCount": 31
      }
    ],
    "boundaryTasks": [
      {
        "task": "Store food in designated containers and storage areas to prevent spoilage.",
        "humanNeededPercent": 100,
        "sampleCount": 99
      },
      {
        "task": "Receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas.",
        "humanNeededPercent": 100,
        "sampleCount": 31
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Teach me how to store food in designated containers and storage areas to prevent spoilage, then check my work as I try it myself.",
        "collaboration": "learning"
      },
      {
        "prompt": "Teach me how to receive and store food supplies, equipment, and utensils in refrigerators, cupboards, and other storage areas, then check my work as I try it myself.",
        "collaboration": "learning"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 31,
    "skills": 32,
    "capabilities": 120,
    "tools": 15,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "da8535f8a4af643e"
  }
}