{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-39-3021-00",
  "socCode": "39-3021.00",
  "title": "Motion Picture Projectionists",
  "summary": "Set up and operate motion picture projection and related sound reproduction equipment.",
  "aliases": [
    "Booth Operator",
    "Movie Projectionist",
    "Projectionist",
    "Technical Projection Guide",
    "Cinema Projectionist",
    "Digital Projectionist",
    "Film Specialist",
    "Motion Picture Projectionist",
    "Projection Technician",
    "Projector Booth Operator",
    "Booth Usher",
    "Cinema Operator"
  ],
  "tasks": [
    {
      "text": "Monitor operations to ensure that standards for sound and image projection quality are met.",
      "type": "Core",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "text": "Inspect movie films to ensure that they are complete and in good condition.",
      "type": "Supplemental",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "text": "Start projectors and open shutters to project images onto screens.",
      "type": "Core",
      "iwa": "4.A.3.a.3.e"
    },
    {
      "text": "Open and close facilities according to rules and schedules.",
      "type": "Core",
      "iwa": "4.A.2.b.5.a"
    },
    {
      "text": "Operate equipment to show films in a number of theaters simultaneously.",
      "type": "Core",
      "iwa": "4.A.3.a.3.e"
    },
    {
      "text": "Perform regular maintenance tasks, such as rotating or replacing xenon bulbs, cleaning projectors and lenses, lubricating machinery, and keeping electrical contacts clean and tight.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Set up and adjust picture projectors and screens to achieve proper size, illumination, and focus of images, and proper volume and tone of sound.",
      "type": "Core",
      "iwa": "4.A.3.a.3.e"
    },
    {
      "text": "Inspect projection equipment prior to operation to ensure proper working order.",
      "type": "Core",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "text": "Perform minor repairs, such as replacing worn sprockets, or notify maintenance personnel of the need for major repairs.",
      "type": "Core",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "text": "Set up and inspect curtain and screen controls.",
      "type": "Core",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "text": "Remove full take-up reels and run film through rewinding machines to rewind projected films so they may be shown again.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "text": "Install and connect auxiliary equipment, such as microphones, amplifiers, disc playback machines, and lights.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.3.e"
    }
  ],
  "emergingTasks": [
    {
      "text": "Download digital keys to unlock digital movie files."
    },
    {
      "text": "Ingest digital content, such as films, advertisements, or trailers, into servers or projectors."
    }
  ],
  "activities": [
    {
      "name": "Perform basic equipment maintenance.",
      "iwa": "4.A.3.b.4.a"
    },
    {
      "name": "Clean work areas.",
      "iwa": "4.A.3.a.1.c"
    },
    {
      "name": "Operate audio-visual equipment.",
      "iwa": "4.A.3.a.3.e"
    },
    {
      "name": "Monitor operational quality or safety.",
      "iwa": "4.A.1.a.2.b"
    },
    {
      "name": "Prepare film for distribution or use.",
      "iwa": "4.A.3.a.2.at"
    },
    {
      "name": "Inspect equipment to ensure proper functioning.",
      "iwa": "4.A.1.b.2.g"
    },
    {
      "name": "Arrange facility schedules.",
      "iwa": "4.A.2.b.5.a"
    },
    {
      "name": "Prepare operational reports or records.",
      "iwa": "4.A.3.b.6.o"
    }
  ],
  "capabilities": [
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 4.06
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.29
    },
    {
      "name": "Mechanical",
      "family": "knowledge",
      "value": 3.18
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.17
    },
    {
      "name": "Operations Monitoring",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Control Precision",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Operation and Control",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Arm-Hand Steadiness",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Manual Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Reaction Time",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Visual Color Discrimination",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 2.88
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Troubleshooting",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Repairing",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.8
    },
    {
      "name": "Equipment Maintenance",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.75
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 2.75
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Facebook",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Installation",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Apple macOS",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Facebook",
      "category": "Web page creation and editing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Outlook",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Audio calibration software",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Avid Technology iNEWS",
      "category": "Video creation and editing software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.73
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.33
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.3
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.98
    },
    {
      "name": "Telephone Conversations",
      "value": 3.85
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.68
    },
    {
      "name": "Time Pressure",
      "value": 3.56
    },
    {
      "name": "E-Mail",
      "value": 3.55
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.55
    },
    {
      "name": "Contact With Others",
      "value": 3.52
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 3.46
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.42
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.39
    },
    {
      "name": "Degree of Automation",
      "value": 3.34
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.87
    },
    {
      "name": "Spend Time Sitting",
      "value": 2.86
    },
    {
      "name": "Spend Time Standing",
      "value": 2.84
    },
    {
      "name": "Written Letters and Memos",
      "value": 2.8
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.71
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 2.7
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.61
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.57
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 2.56
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.56
    },
    {
      "name": "Conflict Situations",
      "value": 2.55
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.52
    },
    {
      "name": "Consequence of Error",
      "value": 2.5
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.47
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.39
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.36
    },
    {
      "name": "Physical Proximity",
      "value": 2.36
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.21
    },
    {
      "name": "Level of Competition",
      "value": 2.13
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 1.81
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.66
    },
    {
      "name": "Exposed to High Places",
      "value": 1.6
    },
    {
      "name": "Exposed to Minor Burns, Cuts, Bites, or Stings",
      "value": 1.57
    },
    {
      "name": "Public Speaking",
      "value": 1.53
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 1.52
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.5
    }
  ],
  "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": 61.11
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 19.85
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 10.09
      },
      {
        "label": "Some College Courses",
        "percentage": 8.94
      }
    ]
  },
  "personFit": [
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 5.44
    },
    {
      "name": "Mechanics/Electronics",
      "family": "specific_interest_area",
      "value": 5.01
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 4.39
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 3.1
    },
    {
      "name": "Engineering",
      "family": "specific_interest_area",
      "value": 2.6
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.41
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
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    },
    {
      "name": "Physical/Manual Labor",
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    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 2.02
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 2.02
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 2.01
    },
    {
      "name": "Media",
      "family": "specific_interest_area",
      "value": 2
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.99
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 1.69
    },
    {
      "name": "Transportation/Machine Operation",
      "family": "specific_interest_area",
      "value": 1.56
    },
    {
      "name": "Visual Arts",
      "family": "specific_interest_area",
      "value": 1.53
    }
  ],
  "relatedRoles": [
    {
      "socCode": "49-9061.00",
      "slug": "role-49-9061-00",
      "title": "Camera and Photographic Equipment Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "27-4015.00",
      "slug": "role-27-4015-00",
      "title": "Lighting Technicians",
      "tier": "Primary-Short"
    },
    {
      "socCode": "49-2097.00",
      "slug": "role-49-2097-00",
      "title": "Audiovisual Equipment Installers and Repairers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-9151.00",
      "slug": "role-51-9151-00",
      "title": "Photographic Process Workers and Processing Machine Operators",
      "tier": "Primary-Short"
    },
    {
      "socCode": "27-4011.00",
      "slug": "role-27-4011-00",
      "title": "Audio and Video Technicians",
      "tier": "Primary-Short"
    },
    {
      "socCode": "51-5111.00",
      "slug": "role-51-5111-00",
      "title": "Prepress Technicians and Workers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "27-4031.00",
      "slug": "role-27-4031-00",
      "title": "Camera Operators, Television, Video, and Film",
      "tier": "Primary-Long"
    },
    {
      "socCode": "49-2011.00",
      "slug": "role-49-2011-00",
      "title": "Computer, Automated Teller, and Office Machine Repairers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "27-4014.00",
      "slug": "role-27-4014-00",
      "title": "Sound Engineering Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "27-4012.00",
      "slug": "role-27-4012-00",
      "title": "Broadcast Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-9071.00",
      "slug": "role-43-9071-00",
      "title": "Office Machine Operators, Except Computer",
      "tier": "Supplemental"
    },
    {
      "socCode": "49-2021.00",
      "slug": "role-49-2021-00",
      "title": "Radio, Cellular, and Tower Equipment Installers and Repairers",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Arts, Entertainment, & Design",
      "slug": "arts-entertainment-design"
    }
  ],
  "educationLevel": {
    "category": "No formal educational credential",
    "slug": "no-formal-educational-credential"
  },
  "studyPrograms": [],
  "market": {
    "medianWage": 38180,
    "meanWage": 50290,
    "pct10Wage": 24160,
    "pct25Wage": 29250,
    "pct75Wage": 75380,
    "pct90Wage": 82040,
    "employment": 1950,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 1340,
        "medianWage": 33860,
        "lq": 36.44
      },
      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 320,
        "medianWage": 53160,
        "lq": 9.58
      },
      {
        "naics": "711110",
        "slug": "711110",
        "title": "Theater Companies and Dinner Theaters",
        "level": "National industry",
        "employment": 80,
        "medianWage": 44690
      }
    ],
    "concentrated": [
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 1340,
        "lq": 36.44
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      {
        "naics": "71",
        "slug": "71",
        "title": "Arts, Entertainment, and Recreation",
        "level": "Sector",
        "employment": 320,
        "lq": 9.58
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    ],
    "count": 3
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  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.97,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
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    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": -0.3786598,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
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      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": -0.6494384,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
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    "index": {
      "value": 26,
      "percentile": 24,
      "band": "Low",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 38,
          "source": "felten_aioe"
        },
        {
          "percentile": 30,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 11,
          "source": "microsoft_working_with_ai"
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      ],
      "componentCount": 3
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    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": -0.3786598,
        "percentile": 38,
        "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)",
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        "percentile": 30,
        "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": 0.05209343680130222,
        "percentile": 11,
        "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": 0.97,
      "percentile": 94,
      "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": {
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    "usageTasks": [],
    "bls": {
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      "growthPercentile": 15,
      "direction": "Declining",
      "annualOpeningsThousands": 0.5,
      "annualOpeningsPercentile": 7,
      "employment2024Thousands": 2,
      "employment2034Thousands": 2
    },
    "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"
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    ]
  },
  "counts": {
    "tasks": 17,
    "skills": 37,
    "capabilities": 120,
    "tools": 11,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "d5de1ae67780f49f"
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}