{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-39-1013-00",
  "socCode": "39-1013.00",
  "title": "First-Line Supervisors of Gambling Services Workers",
  "summary": "Directly supervise and coordinate activities of workers in assigned gambling areas. May circulate among tables, observe operations, and ensure that stations and games are covered for each shift. May verify and pay off jackpots. May reset slot machines after payoffs and make repairs or adjustments to slot machines or recommend removal of slot machines for repair. May plan and organize activities and services for guests in hotels/casinos.",
  "aliases": [
    "Casino Shift Manager (CSM)",
    "Floor Supervisor",
    "Slot Supervisor",
    "Table Games Supervisor",
    "Casino Manager",
    "Pit Boss",
    "Pit Supervisor",
    "Slot Floor Person",
    "Slot Shift Manager",
    "Slot Shift Supervisor",
    "Blackjack Pit Boss",
    "Blackjack Supervisor"
  ],
  "tasks": [
    {
      "text": "Monitor game operations to ensure that house rules are followed, that tribal, state, and federal regulations are adhered to, and that employees provide prompt and courteous service.",
      "type": "Core",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "text": "Observe gamblers' behavior for signs of cheating, such as marking, switching, or counting cards, and notify security staff of suspected cheating.",
      "type": "Core",
      "iwa": "4.A.1.a.2.f"
    },
    {
      "text": "Perform paperwork required for monetary transactions.",
      "type": "Core",
      "iwa": "4.A.3.b.6.j"
    },
    {
      "text": "Respond to and resolve patrons' complaints.",
      "type": "Core",
      "iwa": "4.A.4.a.8.c"
    },
    {
      "text": "Greet customers and ask about the quality of service they are receiving.",
      "type": "Core",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "text": "Perform minor repairs or make adjustments to slot machines, resolving problems such as machine tilts and coin jams.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Maintain familiarity with the games at a facility and with strategies or tricks used by cheaters at such games.",
      "type": "Core",
      "iwa": "4.A.2.b.3.a"
    },
    {
      "text": "Monitor payment of hand-delivered jackpots to ensure promptness.",
      "type": "Core",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "text": "Explain and interpret house rules, such as game rules or betting limits, for patrons.",
      "type": "Core",
      "iwa": "4.A.4.a.1.b"
    },
    {
      "text": "Establish and maintain banks and table limits for each game.",
      "type": "Core",
      "iwa": "4.A.4.a.8.b"
    },
    {
      "text": "Reset slot machines after payoffs.",
      "type": "Core",
      "iwa": "4.A.4.a.8.b"
    },
    {
      "text": "Answer patrons' questions about gaming machine functions and payouts.",
      "type": "Core",
      "iwa": "4.A.4.a.8.c"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Monitor operational quality or safety.",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "name": "Resolve customer complaints or problems.",
      "iwa": "4.A.4.a.8.c"
    },
    {
      "name": "Monitor patron activities to identify problems or potential problems.",
      "iwa": "4.A.1.a.2.f"
    },
    {
      "name": "Communicate with management or other staff to resolve problems.",
      "iwa": "4.A.4.b.1.a"
    },
    {
      "name": "Perform basic equipment maintenance.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "name": "Greet customers, patrons, or visitors.",
      "iwa": "4.A.4.a.5.j"
    },
    {
      "name": "Maintain financial or account records.",
      "iwa": "4.A.3.b.6.j"
    },
    {
      "name": "Explain regulations, policies, or procedures.",
      "iwa": "4.A.4.a.1.b"
    },
    {
      "name": "Maintain knowledge of business operations.",
      "iwa": "4.A.2.b.3.a"
    },
    {
      "name": "Operate gaming equipment.",
      "iwa": "4.A.4.a.8.b"
    },
    {
      "name": "Respond to customer inquiries.",
      "iwa": "4.A.4.a.8.c"
    },
    {
      "name": "Prepare operational reports or records.",
      "iwa": "4.A.3.b.6.o"
    },
    {
      "name": "Conduct amusement or gaming activities.",
      "iwa": "4.A.4.a.8.b"
    },
    {
      "name": "Enforce rules or regulations.",
      "iwa": "4.A.3.a.1.k"
    },
    {
      "name": "Conduct gaming transactions.",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "name": "Clean facilities or equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Evaluate employee performance.",
      "iwa": "4.A.2.a.1.d"
    },
    {
      "name": "Assign duties or work schedules to employees.",
      "iwa": "4.A.4.b.1.f"
    },
    {
      "name": "Supervise service workers.",
      "iwa": "4.A.4.b.4.a"
    },
    {
      "name": "Distribute resources to patrons or employees.",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "name": "Manage budgets for personal services operations.",
      "iwa": "4.A.4.b.4.h"
    },
    {
      "name": "Develop plans for programs or services.",
      "iwa": "4.A.2.b.2.v"
    },
    {
      "name": "Conduct eligibility or selection interviews.",
      "iwa": "4.A.4.c.2.a"
    },
    {
      "name": "Hire personnel.",
      "iwa": "4.A.4.c.2.a"
    },
    {
      "name": "Prepare employee work schedules.",
      "iwa": "4.A.4.b.1.f"
    },
    {
      "name": "Train service staff.",
      "iwa": "4.A.4.b.3.d"
    }
  ],
  "capabilities": [
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.47
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.88
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.86
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.86
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.84
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.7
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.62
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 3.49
    },
    {
      "name": "Economics and Accounting",
      "family": "knowledge",
      "value": 3.43
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Management of Personnel Resources",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 3.33
    },
    {
      "name": "Sales and Marketing",
      "family": "knowledge",
      "value": 3.3
    },
    {
      "name": "Personnel and Human Resources",
      "family": "knowledge",
      "value": 3.29
    },
    {
      "name": "Instructing",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 3.13
    },
    {
      "name": "Negotiation",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Memorization",
      "family": "ability",
      "value": 3.12
    }
  ],
  "skills": [
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Project",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Project Management Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Access",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Project",
      "category": "Project management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Corel WordPerfect Office Suite",
      "category": "Office suite software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.9
    },
    {
      "name": "Contact With Others",
      "value": 4.85
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.84
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.73
    },
    {
      "name": "E-Mail",
      "value": 4.6
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.54
    },
    {
      "name": "Physical Proximity",
      "value": 4.46
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.42
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.42
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 4.4
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 4.35
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.34
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 4.29
    },
    {
      "name": "Conflict Situations",
      "value": 4.28
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.24
    },
    {
      "name": "Spend Time Standing",
      "value": 4.23
    },
    {
      "name": "Time Pressure",
      "value": 4
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.94
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.78
    },
    {
      "name": "Telephone Conversations",
      "value": 3.73
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.69
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.64
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.64
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.59
    },
    {
      "name": "Level of Competition",
      "value": 3.55
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.47
    },
    {
      "name": "Consequence of Error",
      "value": 3.38
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.14
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 2.85
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.57
    },
    {
      "name": "Degree of Automation",
      "value": 2.55
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 2.48
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.44
    },
    {
      "name": "Public Speaking",
      "value": 2.12
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.12
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 2.06
    },
    {
      "name": "Spend Time Sitting",
      "value": 1.87
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.85
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.82
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 1.63
    }
  ],
  "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": 47.7
      },
      {
        "label": "Some College Courses",
        "percentage": 17.22
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 11.93
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 10.6
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 6.45
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 6.09
      }
    ]
  },
  "personFit": [
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 8
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 7
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 6
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 5.93
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 5.72
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 5.49
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 5
    },
    {
      "name": "Social Orientation",
      "family": "work_style",
      "value": 4
    },
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 3.7
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 3.28
    },
    {
      "name": "Protective Service",
      "family": "specific_interest_area",
      "value": 3.17
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 3.02
    },
    {
      "name": "Human Resources",
      "family": "specific_interest_area",
      "value": 3.01
    },
    {
      "name": "Self-Control",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 2.99
    },
    {
      "name": "Leadership Orientation",
      "family": "work_style",
      "value": 2.43
    }
  ],
  "relatedRoles": [
    {
      "socCode": "11-9071.00",
      "slug": "role-11-9071-00",
      "title": "Gambling Managers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "41-2012.00",
      "slug": "role-41-2012-00",
      "title": "Gambling Change Persons and Booth Cashiers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-3041.00",
      "slug": "role-43-3041-00",
      "title": "Gambling Cage Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-3012.00",
      "slug": "role-39-3012-00",
      "title": "Gambling and Sports Book Writers and Runners",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-3011.00",
      "slug": "role-39-3011-00",
      "title": "Gambling Dealers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-1011.00",
      "slug": "role-43-1011-00",
      "title": "First-Line Supervisors of Office and Administrative Support Workers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "33-9031.00",
      "slug": "role-33-9031-00",
      "title": "Gambling Surveillance Officers and Gambling Investigators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-1011.00",
      "slug": "role-49-1011-00",
      "title": "First-Line Supervisors of Mechanics, Installers, and Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "41-1011.00",
      "slug": "role-41-1011-00",
      "title": "First-Line Supervisors of Retail Sales Workers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-1042.00",
      "slug": "role-53-1042-00",
      "title": "First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",
      "tier": "Primary-Long"
    },
    {
      "socCode": "41-1012.00",
      "slug": "role-41-1012-00",
      "title": "First-Line Supervisors of Non-Retail Sales Workers",
      "tier": "Supplemental"
    },
    {
      "socCode": "37-1011.00",
      "slug": "role-37-1011-00",
      "title": "First-Line Supervisors of Housekeeping and Janitorial Workers",
      "tier": "Supplemental"
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    {
      "cluster": "Hospitality, Events, & Tourism",
      "slug": "hospitality-events-tourism"
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    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
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    {
      "title": "Business, Management, Marketing, and Related Support Services",
      "slug": "business-management-marketing-and-related-support-services"
    },
    {
      "title": "Culinary, Entertainment, and Personal Services",
      "slug": "culinary-entertainment-and-personal-services"
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    "meanWage": 62600,
    "pct10Wage": 38360,
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    "employment": 25530,
    "areaTitle": "U.S."
  },
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        "slug": "72",
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        "naics": "721120",
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      {
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      },
      {
        "naics": "81",
        "slug": "81",
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        "level": "Sector",
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        "medianWage": 41650,
        "lq": 0.5
      },
      {
        "naics": "56",
        "slug": "56",
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      {
        "naics": "62",
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        "medianWage": 78050
      },
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "medianWage": 43090
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
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    ],
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        "title": "Casino Hotels",
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        "employment": 13870,
        "lq": 248.57
      },
      {
        "naics": "71",
        "slug": "71",
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      },
      {
        "naics": "72",
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        "employment": 13900,
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      {
        "naics": "81",
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    ],
    "count": 8
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  "aiSignals": [],
  "aiOutlook": {
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      "percentile": 64,
      "band": "Moderate",
      "version": "ai-exposure-index-v1",
      "components": [
        {
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          "source": "openai_gpts_are_gpts"
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        {
          "percentile": 83,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 2
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    "exposure": [
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        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
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        "band": "Moderate",
        "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",
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        "percentile": 83,
        "band": "High",
        "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."
      }
    ],
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        "task": "Greet customers and ask about the quality of service they are receiving.",
        "usagePercent": 0.0230065445402594,
        "importance": 4.61
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": 2,
      "growthPercentile": 40,
      "direction": "About average",
      "annualOpeningsThousands": 3.3,
      "annualOpeningsPercentile": 39,
      "employment2024Thousands": 32.5,
      "employment2034Thousands": 33.1
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 30,
    "skills": 39,
    "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": "e54ea983b7ab03e9"
  }
}
