{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-41-2012-00",
  "socCode": "41-2012.00",
  "title": "Gambling Change Persons and Booth Cashiers",
  "summary": "Exchange coins, tokens, and chips for patrons' money. May issue payoffs and obtain customer's signature on receipt. May operate a booth in the slot machine area and furnish change persons with money bank at the start of the shift, or count and audit money in drawers.",
  "aliases": [
    "Cage Cashier",
    "Cashier",
    "Change Person",
    "Slot Attendant",
    "Booth Cashier",
    "Casino Banker",
    "Casino Cashier",
    "Slot Floor Person",
    "Slot Technician",
    "Vault Cashier",
    "Bingo Cashier",
    "Booth Monitor"
  ],
  "tasks": [
    {
      "text": "Keep accurate records of monetary exchanges, authorization forms, and transaction reconciliations.",
      "type": "Core",
      "iwa": "4.A.3.b.6.j"
    },
    {
      "text": "Obtain customers' signatures on receipts when winnings exceed the amount held in a slot machine.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.1.q"
    },
    {
      "text": "Calculate the value of chips won or lost by players.",
      "type": "Supplemental",
      "iwa": "4.A.1.b.3.c"
    },
    {
      "text": "Exchange money, credit, tickets, or casino chips and make change for customers.",
      "type": "Core",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "text": "Count money and audit money drawers.",
      "type": "Core",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "text": "Check identifications to verify age of players.",
      "type": "Core",
      "iwa": "4.A.2.a.2.e"
    },
    {
      "text": "Maintain cage security according to rules.",
      "type": "Core",
      "iwa": "4.A.1.a.2.g"
    },
    {
      "text": "Reconcile daily summaries of transactions to balance books.",
      "type": "Core",
      "iwa": "4.A.2.a.2.d"
    },
    {
      "text": "Furnish change persons with a money bank at the start of each shift.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "text": "Accept credit applications and verify credit references to provide check-cashing authorization or to establish house credit accounts.",
      "type": "Supplemental",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "text": "Listen for jackpot alarm bells and issue payoffs to winners.",
      "type": "Supplemental",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "text": "Sell gambling chips, tokens, or tickets to patrons, or to other workers for resale to patrons.",
      "type": "Supplemental",
      "iwa": "4.A.4.a.6.b"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Issue money, credit, or vouchers.",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "name": "Process sales or other transactions.",
      "iwa": "4.A.4.c.1.c"
    },
    {
      "name": "Examine personal documentation to ensure that it is valid.",
      "iwa": "4.A.2.a.2.e"
    },
    {
      "name": "Verify patron or staff credentials.",
      "iwa": "4.A.2.a.2.e"
    },
    {
      "name": "Clean work areas.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Clean facilities or equipment.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Review accuracy of sales or other transactions.",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "name": "Reconcile records of sales or other financial transactions.",
      "iwa": "4.A.2.a.2.d"
    },
    {
      "name": "Maintain records of sales or other business transactions.",
      "iwa": "4.A.3.b.6.j"
    },
    {
      "name": "Monitor work areas to provide security.",
      "iwa": "4.A.1.a.2.g"
    },
    {
      "name": "Obtain written authorization to perform activities.",
      "iwa": "4.A.1.a.1.q"
    },
    {
      "name": "Sell products or services.",
      "iwa": "4.A.4.a.6.b"
    },
    {
      "name": "Compute gaming wins and losses.",
      "iwa": "4.A.1.b.3.c"
    },
    {
      "name": "Verify customer credit information.",
      "iwa": "4.A.2.a.2.a"
    }
  ],
  "capabilities": [
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.15
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.73
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.12
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Mathematical Reasoning",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Number Facility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speech Clarity",
      "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": "Coordination",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.97
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 2.75
    },
    {
      "name": "Time Sharing",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Auditory Attention",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 2.72
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 2.63
    }
  ],
  "skills": [
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Contact With Others",
      "value": 4.87
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.84
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.71
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 4.61
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.56
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.55
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 4.46
    },
    {
      "name": "Spend Time Standing",
      "value": 4.43
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.28
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.23
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.23
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.05
    },
    {
      "name": "Telephone Conversations",
      "value": 4
    },
    {
      "name": "Physical Proximity",
      "value": 3.8
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.67
    },
    {
      "name": "Exposed to Contaminants",
      "value": 3.56
    },
    {
      "name": "Time Pressure",
      "value": 3.38
    },
    {
      "name": "Conflict Situations",
      "value": 3.35
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.26
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.17
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.11
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.99
    },
    {
      "name": "Level of Competition",
      "value": 2.86
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.82
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 2.76
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.72
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.63
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.58
    },
    {
      "name": "Consequence of Error",
      "value": 2.55
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 2.27
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.1
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 2.08
    },
    {
      "name": "Degree of Automation",
      "value": 2.03
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 1.99
    },
    {
      "name": "Public Speaking",
      "value": 1.86
    },
    {
      "name": "E-Mail",
      "value": 1.85
    },
    {
      "name": "Spend Time Sitting",
      "value": 1.85
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 1.81
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 1.66
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.62
    }
  ],
  "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": 96.45
      },
      {
        "label": "Some College Courses",
        "percentage": 2.36
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 1.19
      }
    ]
  },
  "personFit": [
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 6.36
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 4.19
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 4
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 3.83
    },
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 3.07
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 2.84
    },
    {
      "name": "Office Work",
      "family": "specific_interest_area",
      "value": 2.77
    },
    {
      "name": "Finance",
      "family": "specific_interest_area",
      "value": 2.6
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 2.43
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 2.28
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.14
    },
    {
      "name": "Sales",
      "family": "specific_interest_area",
      "value": 1.71
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.62
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 1.59
    },
    {
      "name": "Self-Control",
      "family": "work_style",
      "value": 1.53
    }
  ],
  "relatedRoles": [
    {
      "socCode": "43-3041.00",
      "slug": "role-43-3041-00",
      "title": "Gambling Cage Workers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-3071.00",
      "slug": "role-43-3071-00",
      "title": "Tellers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "39-1013.00",
      "slug": "role-39-1013-00",
      "title": "First-Line Supervisors of Gambling Services 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": "41-2011.00",
      "slug": "role-41-2011-00",
      "title": "Cashiers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "11-9071.00",
      "slug": "role-11-9071-00",
      "title": "Gambling Managers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "39-3011.00",
      "slug": "role-39-3011-00",
      "title": "Gambling Dealers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "33-9031.00",
      "slug": "role-33-9031-00",
      "title": "Gambling Surveillance Officers and Gambling Investigators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-3031.00",
      "slug": "role-43-3031-00",
      "title": "Bookkeeping, Accounting, and Auditing Clerks",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-4141.00",
      "slug": "role-43-4141-00",
      "title": "New Accounts Clerks",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-4171.00",
      "slug": "role-43-4171-00",
      "title": "Receptionists and Information Clerks",
      "tier": "Supplemental"
    },
    {
      "socCode": "43-4081.00",
      "slug": "role-43-4081-00",
      "title": "Hotel, Motel, and Resort Desk Clerks",
      "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": 34810,
    "meanWage": 36820,
    "pct10Wage": 22810,
    "pct25Wage": 28870,
    "pct75Wage": 39350,
    "pct90Wage": 49190,
    "employment": 21930,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 12320,
        "medianWage": 34400,
        "lq": 32.78
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 8710,
        "medianWage": 35820,
        "lq": 4.3
      },
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 8490,
        "medianWage": 36020,
        "lq": 177.13
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 520,
        "medianWage": 29270,
        "lq": 0.83
      }
    ],
    "concentrated": [
      {
        "naics": "721120",
        "slug": "721120",
        "title": "Casino Hotels",
        "level": "National industry",
        "employment": 8490,
        "lq": 177.13
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 12320,
        "lq": 32.78
      },
      {
        "naics": "72",
        "slug": "72",
        "title": "Accommodation and Food Services",
        "level": "Sector",
        "employment": 8710,
        "lq": 4.3
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 520,
        "lq": 0.83
      }
    ],
    "count": 4
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.83,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.0500926,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -0.3736283,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.1038614,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 42,
      "percentile": 40,
      "band": "Moderate",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 47,
          "source": "felten_aioe"
        },
        {
          "percentile": 31,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 47,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.0500926,
        "percentile": 47,
        "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": 0.2857142857142857,
        "percentile": 31,
        "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": 0.14307836296391357,
        "percentile": 47,
        "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": 0.83,
      "percentile": 68,
      "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": 0.23809523809523808,
      "beta": 0.26190476190476186,
      "gamma": 0.2857142857142857
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": -6.4,
      "growthPercentile": 9,
      "direction": "Declining",
      "annualOpeningsThousands": 4,
      "annualOpeningsPercentile": 43,
      "employment2024Thousands": 22.6,
      "employment2034Thousands": 21.1
    },
    "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": 13,
    "skills": 33,
    "capabilities": 120,
    "tools": 2,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "97bf6af9844b54fc"
  }
}
