{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-47-2043-00",
  "socCode": "47-2043.00",
  "title": "Floor Sanders and Finishers",
  "summary": "Scrape and sand wooden floors to smooth surfaces using floor scraper and floor sanding machine, and apply coats of finish.",
  "aliases": [
    "Floor Finisher",
    "Floor Mechanic",
    "Floor Sander",
    "Hardwood Floor Sander",
    "Finisher",
    "Floor Refinisher",
    "Floor Sander and Finisher",
    "Hardwood Floor Finisher and Sander",
    "Hardwood Floor Refinisher",
    "Sander",
    "Bowling Alley Refinisher",
    "Floor Renovator"
  ],
  "tasks": [
    {
      "text": "Buff and vacuum floors to ensure their cleanliness prior to the application of finish.",
      "type": "Core",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "text": "Inspect floors for smoothness.",
      "type": "Core",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "text": "Scrape and sand floor edges and areas inaccessible to floor sanders, using scrapers, disk-type sanders, and sandpaper.",
      "type": "Core",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "text": "Attach sandpaper to rollers of sanding machines.",
      "type": "Core",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "text": "Guide sanding machines over surfaces of floors until surfaces are smooth.",
      "type": "Core",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "text": "Apply filler compound and coats of finish to floors to seal wood.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "text": "Remove excess glue from joints, using knives, scrapers, or wood chisels.",
      "type": "Core",
      "iwa": "4.A.3.a.1.e"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Inspect completed work to ensure proper installation.",
      "iwa": "4.A.1.b.2.f"
    },
    {
      "name": "Smooth surfaces with abrasive materials or tools.",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "name": "Load materials into construction equipment.",
      "iwa": "4.A.3.a.1.f"
    },
    {
      "name": "Apply sealants or other protective coatings.",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "name": "Remove excess materials from finished construction projects.",
      "iwa": "4.A.3.a.1.e"
    },
    {
      "name": "Clean building walls or flooring.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Clean facilities or sites.",
      "iwa": "4.A.3.a.1.c"
    }
  ],
  "capabilities": [
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 4.11
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.08
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.65
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.31
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Stamina",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 3.02
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Dynamic Strength",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 2.91
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Gross Body Coordination",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Design",
      "family": "knowledge",
      "value": 2.84
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Vimeo",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Project Management Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Floor planning software",
      "category": "Computer aided design CAD software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "FloorCOST Estimator for Excel",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Flooring Technologies QFloors",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Measure Square",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Pacific Solutions FloorRight",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Vimeo",
      "category": "Video creation and editing software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Exposed to Contaminants",
      "value": 4.9
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.88
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.74
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 4.69
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.57
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 4.56
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 4.56
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.53
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.45
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.38
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.37
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.34
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.23
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 4.2
    },
    {
      "name": "Spend Time Standing",
      "value": 4.12
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.05
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 4.01
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.99
    },
    {
      "name": "Time Pressure",
      "value": 3.97
    },
    {
      "name": "Telephone Conversations",
      "value": 3.95
    },
    {
      "name": "Contact With Others",
      "value": 3.95
    },
    {
      "name": "Exposed to Whole Body Vibration",
      "value": 3.81
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.66
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.56
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 3.51
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.5
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.38
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.23
    },
    {
      "name": "Level of Competition",
      "value": 3.22
    },
    {
      "name": "Exposed to Hazardous Conditions",
      "value": 3.14
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 3.12
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 3.07
    },
    {
      "name": "Physical Proximity",
      "value": 2.96
    },
    {
      "name": "Consequence of Error",
      "value": 2.89
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.86
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 2.77
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 2.76
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 2.56
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.55
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.35
    }
  ],
  "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": "Less than a High School Diploma",
        "percentage": 46.62
      },
      {
        "label": "High School Diploma",
        "percentage": 34.6
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 16.44
      },
      {
        "label": "Some College Courses",
        "percentage": 2.34
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 7
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 6.36
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 6.27
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.33
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.11
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.06
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 1.77
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.54
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.5
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.43
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.39
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.38
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.37
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 1.26
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 1.24
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.2
    }
  ],
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    {
      "socCode": "47-2042.00",
      "slug": "role-47-2042-00",
      "title": "Floor Layers, Except Carpet, Wood, and Hard Tiles",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-7021.00",
      "slug": "role-51-7021-00",
      "title": "Furniture Finishers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2041.00",
      "slug": "role-47-2041-00",
      "title": "Carpet Installers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2053.00",
      "slug": "role-47-2053-00",
      "title": "Terrazzo Workers and Finishers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2044.00",
      "slug": "role-47-2044-00",
      "title": "Tile and Stone Setters",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2081.00",
      "slug": "role-47-2081-00",
      "title": "Drywall and Ceiling Tile Installers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2051.00",
      "slug": "role-47-2051-00",
      "title": "Cement Masons and Concrete Finishers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "51-9022.00",
      "slug": "role-51-9022-00",
      "title": "Grinding and Polishing Workers, Hand",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-3011.00",
      "slug": "role-47-3011-00",
      "title": "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2131.00",
      "slug": "role-47-2131-00",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2021.00",
      "slug": "role-47-2021-00",
      "title": "Brickmasons and Blockmasons",
      "tier": "Supplemental"
    },
    {
      "socCode": "47-2161.00",
      "slug": "role-47-2161-00",
      "title": "Plasterers and Stucco Masons",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Construction",
      "slug": "construction"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [
    {
      "title": "Construction Trades",
      "slug": "construction-trades"
    }
  ],
  "market": {
    "medianWage": 49150,
    "meanWage": 50880,
    "pct10Wage": 35790,
    "pct25Wage": 41320,
    "pct75Wage": 58230,
    "pct90Wage": 66510,
    "employment": 4140,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3840,
        "medianWage": 49490,
        "lq": 17.61
      },
      {
        "naics": "238110",
        "slug": "238110",
        "title": "Poured Concrete Foundation and Structure Contractors",
        "level": "National industry",
        "employment": 210,
        "medianWage": 50310,
        "lq": 30.23
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 100,
        "medianWage": 47410,
        "lq": 0.29
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 100,
        "medianWage": 37910,
        "lq": 0.41
      },
      {
        "naics": "44-45",
        "slug": "44-45",
        "title": "Retail Trade",
        "level": "Sector",
        "employment": 80,
        "medianWage": 54340
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "medianWage": 37910
      }
    ],
    "concentrated": [
      {
        "naics": "238110",
        "slug": "238110",
        "title": "Poured Concrete Foundation and Structure Contractors",
        "level": "National industry",
        "employment": 210,
        "lq": 30.23
      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 3840,
        "lq": 17.61
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 100,
        "lq": 0.41
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 100,
        "lq": 0.29
      }
    ],
    "count": 6
  },
  "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": -1.748722,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.827787,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.574358,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 7,
      "percentile": 4,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 3,
          "source": "felten_aioe"
        },
        {
          "percentile": 19,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 0,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.748722,
        "percentile": 3,
        "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": 0.14285714285714285,
        "percentile": 19,
        "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,
        "percentile": 0,
        "band": "Low",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.87,
      "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,
      "beta": 0.07142857142857142,
      "gamma": 0.14285714285714285
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 2.6,
      "growthPercentile": 48,
      "direction": "About average",
      "annualOpeningsThousands": 0.4,
      "annualOpeningsPercentile": 6,
      "employment2024Thousands": 5.6,
      "employment2034Thousands": 5.8
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "dingel_neiman",
        "version": "dingel-neiman-workathome"
      },
      {
        "source": "felten_aioe",
        "version": "felten-raj-seamans-aioe"
      },
      {
        "source": "frey_osborne",
        "version": "frey-osborne-automation"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 7,
    "skills": 34,
    "capabilities": 120,
    "tools": 7,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "fb26d3eed314a89f"
  }
}