{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-43-9022-00",
  "socCode": "43-9022.00",
  "title": "Word Processors and Typists",
  "summary": "Use word processor, computer, or typewriter to type letters, reports, forms, or other material from rough draft, corrected copy, or voice recording. May perform other clerical duties as assigned.",
  "aliases": [
    "Clerk Typist",
    "Keyboard Specialist",
    "Typist",
    "Word Processor",
    "Clerk Specialist",
    "Office Technician",
    "Stenographer",
    "Account Clerk Typist",
    "Addresser",
    "Bordereau Clerk",
    "Continuity Clerk",
    "Court Stenographer"
  ],
  "tasks": [
    {
      "text": "Perform other clerical duties, such as answering telephone, sorting and distributing mail, running errands or sending faxes.",
      "type": "Core",
      "iwa": "4.A.2.a.2.b"
    },
    {
      "text": "Check completed work for spelling, grammar, punctuation, and format.",
      "type": "Core",
      "iwa": "4.A.2.a.3.a"
    },
    {
      "text": "File and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update, and delete documents.",
      "type": "Core",
      "iwa": "4.A.3.a.2.ak"
    },
    {
      "text": "Print and make copies of work.",
      "type": "Core",
      "iwa": "4.A.3.a.3.a"
    },
    {
      "text": "Transmit work electronically to other locations.",
      "type": "Core",
      "iwa": "4.A.3.b.1.e"
    },
    {
      "text": "Address envelopes or prepare envelope labels, using typewriter or computer.",
      "type": "Core",
      "iwa": "4.A.4.c.1.a"
    },
    {
      "text": "Gather, register, and arrange the material to be typed, following instructions.",
      "type": "Core",
      "iwa": "4.A.2.a.2.c"
    },
    {
      "text": "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation, or previous versions, using a computer, word processor, or typewriter.",
      "type": "Core",
      "iwa": "4.A.4.c.1.a"
    },
    {
      "text": "Compute and verify totals on report forms, requisitions, or bills, using adding machine or calculator.",
      "type": "Core",
      "iwa": "4.A.1.b.3.c"
    },
    {
      "text": "Manage schedules and set dates, times, and locations for meetings and appointments.",
      "type": "Supplemental",
      "iwa": "4.A.2.b.5.c"
    },
    {
      "text": "Keep records of work performed.",
      "type": "Core",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "text": "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required.",
      "type": "Core",
      "iwa": "4.A.2.a.2.c"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Schedule appointments.",
      "iwa": "4.A.2.b.5.c"
    },
    {
      "name": "Proofread documents, records, or other files to ensure accuracy.",
      "iwa": "4.A.2.a.3.a"
    },
    {
      "name": "Sort mail.",
      "iwa": "4.A.2.a.2.b"
    },
    {
      "name": "Answer telephones to direct calls or provide information.",
      "iwa": "4.A.4.a.3.c"
    },
    {
      "name": "Distribute incoming mail.",
      "iwa": "4.A.4.c.3.c"
    },
    {
      "name": "Compile data or documentation.",
      "iwa": "4.A.2.a.2.c"
    },
    {
      "name": "Type documents.",
      "iwa": "4.A.4.c.1.a"
    },
    {
      "name": "Store records or related materials.",
      "iwa": "4.A.3.a.2.ak"
    },
    {
      "name": "Operate office equipment.",
      "iwa": "4.A.3.a.3.a"
    },
    {
      "name": "Maintain operational records.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Calculate financial data.",
      "iwa": "4.A.1.b.3.c"
    },
    {
      "name": "Verify accuracy of financial or transactional data.",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "name": "Format digital documents, data, or images.",
      "iwa": "4.A.3.b.1.f"
    },
    {
      "name": "Search files, databases or reference materials to obtain needed information.",
      "iwa": "4.A.1.a.1.d"
    },
    {
      "name": "Maintain office equipment in proper operating condition.",
      "iwa": "4.A.3.b.5.a"
    },
    {
      "name": "Operate computers or computerized equipment.",
      "iwa": "4.A.3.b.1.e"
    },
    {
      "name": "Prepare research or technical reports.",
      "iwa": "4.A.3.b.6.c"
    },
    {
      "name": "Enter information into databases or software programs.",
      "iwa": "4.A.3.b.1.f"
    }
  ],
  "capabilities": [
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 4.81
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 4.26
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.19
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.51
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Wrist-Finger Speed",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Finger Dexterity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3
    },
    {
      "name": "Service Orientation",
      "family": "transferable_skill",
      "value": 2.88
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 2.88
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 2.75
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 2.62
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 2.62
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 2.62
    },
    {
      "name": "Law and Government",
      "family": "knowledge",
      "value": 2.58
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 2.5
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 2.5
    },
    {
      "name": "Administration and Management",
      "family": "knowledge",
      "value": 2.42
    },
    {
      "name": "Quality Control Analysis",
      "family": "transferable_skill",
      "value": 2.38
    },
    {
      "name": "Mathematical Reasoning",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 2.38
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 2.25
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Visio",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft SharePoint",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Adobe Acrobat",
      "type": "Specialized Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Publisher",
      "type": "Specialized Skill"
    },
    {
      "name": "IBM Notes",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Blackbaud CRM",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Equipment Maintenance",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Equipment Selection",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Presentation Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Adobe Acrobat",
      "category": "Document management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Google Workspace software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Intuit QuickBooks",
      "category": "Accounting software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Access",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft SharePoint",
      "category": "Document management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Visio",
      "category": "Process mapping and design software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Oracle PeopleSoft",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Act!",
      "category": "Customer relationship management CRM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Blackbaud CRM",
      "category": "Customer relationship management CRM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Corel WordPerfect Office Suite",
      "category": "Office suite software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "FileMaker Pro",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "IBM Notes",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Microsoft Publisher",
      "category": "Desktop publishing software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Oracle Siebel CRM",
      "category": "Customer relationship management CRM software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "SRSsoft SRS EHR",
      "category": "Medical software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Telephone Conversations",
      "value": 5
    },
    {
      "name": "Spend Time Sitting",
      "value": 4.9
    },
    {
      "name": "E-Mail",
      "value": 4.86
    },
    {
      "name": "Contact With Others",
      "value": 4.69
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.68
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 4.62
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.61
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.46
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4.26
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 4.16
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.11
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.05
    },
    {
      "name": "Time Pressure",
      "value": 3.96
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.71
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.7
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.67
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.47
    },
    {
      "name": "Conflict Situations",
      "value": 2.96
    },
    {
      "name": "Level of Competition",
      "value": 2.94
    },
    {
      "name": "Physical Proximity",
      "value": 2.86
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 2.76
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 2.72
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.65
    },
    {
      "name": "Frequency of Decision Making",
      "value": 2.6
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.5
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 2.46
    },
    {
      "name": "Degree of Automation",
      "value": 2.33
    },
    {
      "name": "Consequence of Error",
      "value": 2.16
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.1
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 1.97
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 1.94
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 1.86
    },
    {
      "name": "Spend Time Standing",
      "value": 1.83
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 1.61
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 1.54
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 1.52
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.51
    },
    {
      "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling",
      "value": 1.44
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.41
    },
    {
      "name": "Public Speaking",
      "value": 1.34
    }
  ],
  "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": 49.61
      },
      {
        "label": "Some College Courses",
        "percentage": 45.45
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 2.98
      },
      {
        "label": "Less than a High School Diploma",
        "percentage": 1.96
      }
    ]
  },
  "personFit": [
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 6.59
    },
    {
      "name": "Office Work",
      "family": "specific_interest_area",
      "value": 6.5
    },
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 2.87
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 2.77
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 2.4
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 2.36
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 2.32
    },
    {
      "name": "Artistic",
      "family": "career_interest_type",
      "value": 2.26
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 2.23
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 1.94
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 1.86
    },
    {
      "name": "Human Resources",
      "family": "specific_interest_area",
      "value": 1.5
    },
    {
      "name": "Personal Service",
      "family": "specific_interest_area",
      "value": 1.4
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 1.35
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 1.34
    },
    {
      "name": "Media",
      "family": "specific_interest_area",
      "value": 1.3
    }
  ],
  "relatedRoles": [
    {
      "socCode": "43-9021.00",
      "slug": "role-43-9021-00",
      "title": "Data Entry Keyers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-4071.00",
      "slug": "role-43-4071-00",
      "title": "File Clerks",
      "tier": "Primary-Short"
    },
    {
      "socCode": "31-9094.00",
      "slug": "role-31-9094-00",
      "title": "Medical Transcriptionists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-9061.00",
      "slug": "role-43-9061-00",
      "title": "Office Clerks, General",
      "tier": "Primary-Short"
    },
    {
      "socCode": "27-3092.00",
      "slug": "role-27-3092-00",
      "title": "Court Reporters and Simultaneous Captioners",
      "tier": "Primary-Short"
    },
    {
      "socCode": "43-9081.00",
      "slug": "role-43-9081-00",
      "title": "Proofreaders and Copy Markers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-3031.00",
      "slug": "role-43-3031-00",
      "title": "Bookkeeping, Accounting, and Auditing Clerks",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-9071.00",
      "slug": "role-43-9071-00",
      "title": "Office Machine Operators, Except Computer",
      "tier": "Primary-Long"
    },
    {
      "socCode": "15-1299.03",
      "slug": "role-15-1299-03",
      "title": "Document Management Specialists",
      "tier": "Primary-Long"
    },
    {
      "socCode": "43-4171.00",
      "slug": "role-43-4171-00",
      "title": "Receptionists and Information Clerks",
      "tier": "Primary-Long"
    },
    {
      "socCode": "29-2072.00",
      "slug": "role-29-2072-00",
      "title": "Medical Records Specialists",
      "tier": "Supplemental"
    },
    {
      "socCode": "43-6014.00",
      "slug": "role-43-6014-00",
      "title": "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Management & Entrepreneurship",
      "slug": "management-entrepreneurship"
    }
  ],
  "educationLevel": {
    "category": "High school diploma or equivalent",
    "slug": "high-school-diploma-or-equivalent"
  },
  "studyPrograms": [
    {
      "title": "Business, Management, Marketing, and Related Support Services",
      "slug": "business-management-marketing-and-related-support-services"
    },
    {
      "title": "Computer and Information Sciences and Support Services",
      "slug": "computer-and-information-sciences-and-support-services"
    }
  ],
  "market": {
    "medianWage": 47850,
    "meanWage": 49730,
    "pct10Wage": 35300,
    "pct25Wage": 39740,
    "pct75Wage": 56000,
    "pct90Wage": 64370,
    "employment": 36030,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 12710,
        "medianWage": 47310,
        "lq": 3.99
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 2270,
        "lq": 1.08
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 1820,
        "medianWage": 51700,
        "lq": 0.72
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 1480,
        "medianWage": 49480,
        "lq": 0.27
      },
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 590,
        "medianWage": 47160,
        "lq": 0.41
      },
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 500,
        "medianWage": 35350,
        "lq": 0.74
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 180,
        "medianWage": 52550,
        "lq": 0.67
      },
      {
        "naics": "513110",
        "slug": "513110",
        "title": "Newspaper Publishers",
        "level": "National industry",
        "employment": 140,
        "medianWage": 25100,
        "lq": 6.61
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 130,
        "medianWage": 43930,
        "lq": 0.23
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 80,
        "medianWage": 40950
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 70,
        "medianWage": 44440
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 70,
        "medianWage": 41780
      }
    ],
    "concentrated": [
      {
        "naics": "513110",
        "slug": "513110",
        "title": "Newspaper Publishers",
        "level": "National industry",
        "employment": 140,
        "lq": 6.61
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 12710,
        "lq": 3.99
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 2270,
        "lq": 1.08
      },
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 500,
        "lq": 0.74
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 1820,
        "lq": 0.72
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "employment": 180,
        "lq": 0.67
      },
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 590,
        "lq": 0.41
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 1480,
        "lq": 0.27
      }
    ],
    "count": 19
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.81,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": 0.6219606,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": 0.5258988,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": 0.5072381,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 70,
      "percentile": 70,
      "band": "High",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 62,
          "source": "felten_aioe"
        },
        {
          "percentile": 63,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 84,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": 0.6219606,
        "percentile": 62,
        "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": 0.7837837837837838,
        "percentile": 63,
        "band": "Moderate",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
        "value": 0.2647822550496732,
        "percentile": 84,
        "band": "High",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "freyHistorical": {
      "source": "frey",
      "label": "Computerization probability (Frey & Osborne, 2013)",
      "value": 0.81,
      "percentile": 65,
      "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": true,
    "eloundou": {
      "alpha": 0.7027027027027027,
      "beta": 0.7432432432432433,
      "gamma": 0.7837837837837838
    },
    "usageTasks": [
      {
        "task": "Reformat documents, moving paragraphs or columns.",
        "usagePercent": 0.27823539803376207,
        "importance": 3.66
      },
      {
        "task": "Check completed work for spelling, grammar, punctuation, and format.",
        "usagePercent": 0.05032681618181744,
        "importance": 4.31
      },
      {
        "task": "Search for specific sets of stored, typed characters to make changes.",
        "usagePercent": 0.021671343294619342,
        "importance": 3.83
      },
      {
        "task": "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required.",
        "usagePercent": 0.005648928346938691,
        "importance": 3.84
      },
      {
        "task": "Use data entry devices, such as optical scanners, to input data into computers for revision or editing.",
        "usagePercent": 0.002567694703153951,
        "importance": 3.63
      },
      {
        "task": "Compute and verify totals on report forms, requisitions, or bills, using adding machine or calculator.",
        "usagePercent": 0.0015406168218923706,
        "importance": 3.96
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": -36.1,
      "growthPercentile": 0,
      "direction": "Declining",
      "annualOpeningsThousands": 2.2,
      "annualOpeningsPercentile": 30,
      "employment2024Thousands": 40,
      "employment2034Thousands": 25.6
    },
    "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"
      }
    ]
  },
  "aiPlaybook": {
    "trustedTaskCount": 7,
    "taskCount": 10,
    "totalSample": 3640,
    "autonomyMedian": 3,
    "dominantCollaboration": "directive",
    "automationShare": 57.81,
    "augmentationShare": 38.38,
    "workUsePercent": 59.86,
    "collaboration": [
      {
        "label": "directive",
        "percent": 55.34
      },
      {
        "label": "task iteration",
        "percent": 34.53
      },
      {
        "label": "feedback loop",
        "percent": 2.47
      },
      {
        "label": "validation",
        "percent": 2.05
      },
      {
        "label": "learning",
        "percent": 1.8
      },
      {
        "label": "none",
        "percent": 1.65
      }
    ],
    "useCase": [
      {
        "label": "work",
        "percent": 59.86
      },
      {
        "label": "personal",
        "percent": 22.41
      },
      {
        "label": "coursework",
        "percent": 16.35
      }
    ],
    "delegatedTasks": [
      {
        "task": "Reformat documents, moving paragraphs or columns.",
        "usagePercent": 0.28443555444430557,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 2844
      },
      {
        "task": "File and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update and delete documents.",
        "usagePercent": 0.01860232529066133,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 186
      },
      {
        "task": "Check completed work for spelling, grammar, punctuation, and format.",
        "usagePercent": 0.015401925240655083,
        "collaboration": "task iteration",
        "autonomyMedian": 3,
        "sampleCount": 154
      },
      {
        "task": "Use data entry devices, such as optical scanners, to input data into computers for revision or editing.",
        "usagePercent": 0.015301912739092385,
        "collaboration": "directive",
        "autonomyMedian": 2,
        "sampleCount": 153
      },
      {
        "task": "Search for specific sets of stored, typed characters to make changes.",
        "usagePercent": 0.010201275159394924,
        "collaboration": "directive",
        "autonomyMedian": 2.5,
        "sampleCount": 102
      },
      {
        "task": "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required.",
        "usagePercent": 0.006700837604700588,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 67
      },
      {
        "task": "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation or previous versions, using a computer, word processor, or typewriter.",
        "usagePercent": 0.005900737592199025,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 59
      }
    ],
    "boundaryTasks": [
      {
        "task": "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation or previous versions, using a computer, word processor, or typewriter.",
        "humanNeededPercent": 100,
        "sampleCount": 59
      },
      {
        "task": "Check completed work for spelling, grammar, punctuation, and format.",
        "humanNeededPercent": 98.05194805194806,
        "sampleCount": 154
      },
      {
        "task": "Use data entry devices, such as optical scanners, to input data into computers for revision or editing.",
        "humanNeededPercent": 98.0392156862745,
        "sampleCount": 153
      },
      {
        "task": "Search for specific sets of stored, typed characters to make changes.",
        "humanNeededPercent": 97.05882352941177,
        "sampleCount": 102
      },
      {
        "task": "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required.",
        "humanNeededPercent": 97.01492537313433,
        "sampleCount": 67
      },
      {
        "task": "Reformat documents, moving paragraphs or columns.",
        "humanNeededPercent": 95.85091420534458,
        "sampleCount": 2844
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Do this for me: reformat documents, moving paragraphs or columns. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      },
      {
        "prompt": "Do this for me: file and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update and delete documents. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      },
      {
        "prompt": "Let's work through this together, step by step: check completed work for spelling, grammar, punctuation, and format. I'll give feedback as we go.",
        "collaboration": "task iteration"
      },
      {
        "prompt": "Do this for me: use data entry devices, such as optical scanners, to input data into computers for revision or editing. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      },
      {
        "prompt": "Do this for me: search for specific sets of stored, typed characters to make changes. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 19,
    "skills": 45,
    "capabilities": 120,
    "tools": 21,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "d85f18720934b751"
  }
}