{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-47-2082-00",
  "socCode": "47-2082.00",
  "title": "Tapers",
  "summary": "Seal joints between plasterboard or other wallboard to prepare wall surface for painting or papering.",
  "aliases": [
    "Drywall Finisher",
    "Drywall Taper",
    "Finisher",
    "Taper",
    "Drywall Mechanic",
    "Sheet Rock Taper",
    "Spackler",
    "Wall Taper"
  ],
  "tasks": [
    {
      "text": "Spread sealing compound between boards or panels or over cracks, holes, nail heads, or screw heads, using trowels, broadknives, or spatulas.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "text": "Press paper tape over joints to embed tape into sealing compound and to seal joints.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "text": "Apply additional coats to fill in holes and make surfaces smooth.",
      "type": "Core",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "text": "Seal joints between plasterboard or other wallboard to prepare wall surfaces for painting or papering.",
      "type": "Core",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "text": "Spread and smooth cementing material over tape, using trowels or floating machines to blend joints with wall surfaces.",
      "type": "Core",
      "iwa": "4.A.3.a.1.g"
    },
    {
      "text": "Sand or patch nicks or cracks in plasterboard or wallboard.",
      "type": "Core",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "text": "Mix sealing compounds by hand or with portable electric mixers.",
      "type": "Core",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "text": "Work on high ceilings, using scaffolding or other tools, such as stilts.",
      "type": "Core",
      "iwa": "4.A.3.a.1.n"
    },
    {
      "text": "Select the correct sealing compound or tape.",
      "type": "Core",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "text": "Countersink nails or screws below surfaces of walls before applying sealing compounds, using hammers or screwdrivers.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ad"
    },
    {
      "text": "Remove extra compound after surfaces have been covered sufficiently.",
      "type": "Core",
      "iwa": "4.A.3.a.1.e"
    },
    {
      "text": "Install metal molding at wall corners to secure wallboard.",
      "type": "Core",
      "iwa": "4.A.3.a.2.a"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Remove excess materials from finished construction projects.",
      "iwa": "4.A.3.a.1.e"
    },
    {
      "name": "Apply sealants or other protective coatings.",
      "iwa": "4.A.3.a.2.ag"
    },
    {
      "name": "Mix substances or compounds needed for work activities.",
      "iwa": "4.A.3.a.1.a"
    },
    {
      "name": "Apply adhesives to construction materials.",
      "iwa": "4.A.3.a.1.g"
    },
    {
      "name": "Apply material to fill gaps in surfaces.",
      "iwa": "4.A.3.a.2.am"
    },
    {
      "name": "Smooth surfaces with abrasive materials or tools.",
      "iwa": "4.A.3.a.2.o"
    },
    {
      "name": "Install metal structural components.",
      "iwa": "4.A.3.a.2.a"
    },
    {
      "name": "Drill holes in construction materials.",
      "iwa": "4.A.3.a.2.ad"
    },
    {
      "name": "Select construction materials.",
      "iwa": "4.A.2.b.1.j"
    },
    {
      "name": "Prepare surfaces for finishing.",
      "iwa": "4.A.3.a.1.g"
    },
    {
      "name": "Evaluate quality of materials or products.",
      "iwa": "4.A.2.a.1.e"
    },
    {
      "name": "Climb equipment or structures to access work areas.",
      "iwa": "4.A.3.a.1.n"
    }
  ],
  "capabilities": [
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 4.03
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Multilimb Coordination",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Trunk Strength",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Extent Flexibility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "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": "Information Ordering",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "Stamina",
      "family": "ability",
      "value": 2.75
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 2.64
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.62
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Gross Body Equilibrium",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Education and Training",
      "family": "knowledge",
      "value": 2.53
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.5
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Gross Body Coordination",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 2.48
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.38
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 2.38
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Static Strength",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.35
    }
  ],
  "skills": [
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "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": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Dynamics",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Project Management Software",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Accounting Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Intuit QuickBooks",
      "category": "Accounting software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Applied Computer Systems JOBPOWER",
      "category": "Accounting software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Construction Software Center EasyEst",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "DevWave Estimate Works",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Microsoft Dynamics",
      "category": "Enterprise resource planning ERP software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "On Center Quick Bid",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Turtle Creek Software Goldenseal",
      "category": "Accounting software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Spend Time Standing",
      "value": 4.78
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 4.7
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.55
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.24
    },
    {
      "name": "Exposed to Contaminants",
      "value": 4.12
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 4.1
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.98
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.93
    },
    {
      "name": "Time Pressure",
      "value": 3.91
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.79
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 3.77
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.73
    },
    {
      "name": "Exposed to High Places",
      "value": 3.72
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.71
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 3.7
    },
    {
      "name": "Telephone Conversations",
      "value": 3.66
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.64
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 3.64
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.63
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.41
    },
    {
      "name": "Contact With Others",
      "value": 3.34
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 3.33
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.29
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 3.25
    },
    {
      "name": "Level of Competition",
      "value": 3.25
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 3.24
    },
    {
      "name": "Spend Time Climbing Ladders, Scaffolds, or Poles",
      "value": 3.2
    },
    {
      "name": "Physical Proximity",
      "value": 3.19
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.1
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 2.87
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 2.76
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 2.75
    },
    {
      "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection",
      "value": 2.67
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 2.54
    },
    {
      "name": "Spend Time Keeping or Regaining Balance",
      "value": 2.53
    },
    {
      "name": "Conflict Situations",
      "value": 2.49
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 2.43
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.38
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 2.32
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.3
    }
  ],
  "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": 45.73
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 28.99
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 25.28
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 6.49
    },
    {
      "name": "Physical/Manual Labor",
      "family": "specific_interest_area",
      "value": 5.87
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 3.44
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 2.99
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.25
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 1.98
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 1.73
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.64
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 1.45
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 1.41
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 1.41
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.23
    },
    {
      "name": "Applied Arts and Design",
      "family": "specific_interest_area",
      "value": 1.16
    },
    {
      "name": "Visual Arts",
      "family": "specific_interest_area",
      "value": 1.13
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 1.1
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.08
    }
  ],
  "relatedRoles": [
    {
      "socCode": "47-2081.00",
      "slug": "role-47-2081-00",
      "title": "Drywall and Ceiling Tile Installers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2131.00",
      "slug": "role-47-2131-00",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2051.00",
      "slug": "role-47-2051-00",
      "title": "Cement Masons and Concrete Finishers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2161.00",
      "slug": "role-47-2161-00",
      "title": "Plasterers and Stucco Masons",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2132.00",
      "slug": "role-47-2132-00",
      "title": "Insulation Workers, Mechanical",
      "tier": "Primary-Short"
    },
    {
      "socCode": "47-2181.00",
      "slug": "role-47-2181-00",
      "title": "Roofers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2061.00",
      "slug": "role-47-2061-00",
      "title": "Construction Laborers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2021.00",
      "slug": "role-47-2021-00",
      "title": "Brickmasons and Blockmasons",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2042.00",
      "slug": "role-47-2042-00",
      "title": "Floor Layers, Except Carpet, Wood, and Hard Tiles",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2044.00",
      "slug": "role-47-2044-00",
      "title": "Tile and Stone Setters",
      "tier": "Primary-Long"
    },
    {
      "socCode": "47-2171.00",
      "slug": "role-47-2171-00",
      "title": "Reinforcing Iron and Rebar Workers",
      "tier": "Supplemental"
    },
    {
      "socCode": "47-3011.00",
      "slug": "role-47-3011-00",
      "title": "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Construction",
      "slug": "construction"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 64700,
    "meanWage": 70390,
    "pct10Wage": 43450,
    "pct25Wage": 50780,
    "pct75Wage": 82990,
    "pct90Wage": 106160,
    "employment": 12500,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 12390,
        "medianWage": 64840,
        "lq": 18.82
      },
      {
        "naics": "238310",
        "slug": "238310",
        "title": "Drywall and Insulation Contractors",
        "level": "National industry",
        "employment": 9780,
        "medianWage": 63940,
        "lq": 491.03
      },
      {
        "naics": "238320",
        "slug": "238320",
        "title": "Painting and Wall Covering Contractors",
        "level": "National industry",
        "employment": 620,
        "medianWage": 46400,
        "lq": 37
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 70,
        "medianWage": 46300
      },
      {
        "naics": "238140",
        "slug": "238140",
        "title": "Masonry Contractors",
        "level": "National industry",
        "medianWage": 63060
      }
    ],
    "concentrated": [
      {
        "naics": "238310",
        "slug": "238310",
        "title": "Drywall and Insulation Contractors",
        "level": "National industry",
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        "lq": 491.03
      },
      {
        "naics": "238320",
        "slug": "238320",
        "title": "Painting and Wall Covering Contractors",
        "level": "National industry",
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      },
      {
        "naics": "23",
        "slug": "23",
        "title": "Construction",
        "level": "Sector",
        "employment": 12390,
        "lq": 18.82
      }
    ],
    "count": 5
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.62,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -1.540774,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": -1.505167,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -1.344603,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
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      "value": 6,
      "percentile": 3,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 5,
          "source": "felten_aioe"
        },
        {
          "percentile": 3,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 10,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -1.540774,
        "percentile": 5,
        "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,
        "percentile": 3,
        "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)",
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        "percentile": 10,
        "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": 0.62,
      "percentile": 53,
      "band": "Moderate",
      "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,
      "gamma": 0
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    "usageTasks": [],
    "bls": {
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      "growthPercentile": 27,
      "direction": "About average",
      "annualOpeningsThousands": 1.1,
      "annualOpeningsPercentile": 17,
      "employment2024Thousands": 15.6,
      "employment2034Thousands": 15.6
    },
    "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": 16,
    "skills": 34,
    "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": "a1fd8730c4e7c458"
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}
