{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-13-1041-04",
  "socCode": "13-1041.04",
  "title": "Government Property Inspectors and Investigators",
  "summary": "Investigate or inspect government property to ensure compliance with contract agreements and government regulations.",
  "aliases": [
    "Housing Inspector",
    "Housing Quality Standard Inspector (HQS Inspector)",
    "Quality Assurance Specialist",
    "Rehabilitation Construction Specialist",
    "Airport Operations Officer",
    "Housing Management Representative",
    "Neighborhood Conservation Officer",
    "Adjustment Examiner",
    "Compliance Analyst",
    "Compliance Coordinator",
    "Contract Inspector",
    "Government Gauger"
  ],
  "tasks": [
    {
      "text": "Prepare correspondence, reports of inspections or investigations, or recommendations for action.",
      "type": "Core",
      "iwa": "4.A.4.a.3.c"
    },
    {
      "text": "Investigate alleged license or permit violations.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.1.c"
    },
    {
      "text": "Examine records, reports, or other documents to establish facts or detect discrepancies.",
      "type": "Core",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "text": "Inspect government property, such as construction sites or public housing, to ensure compliance with contract specifications or legal requirements.",
      "type": "Core",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "text": "Inspect manufactured or processed products to ensure compliance with contract specifications or legal requirements.",
      "type": "Supplemental",
      "iwa": "4.A.2.a.3.a"
    },
    {
      "text": "Collect, identify, evaluate, or preserve case evidence.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.1.c"
    },
    {
      "text": "Submit samples of products to government laboratories for testing, as required.",
      "type": "Supplemental",
      "iwa": "4.A.4.b.1.c"
    },
    {
      "text": "Inspect government-owned equipment or materials in the possession of private contractors to ensure compliance with contracts or regulations or to prevent misuse.",
      "type": "Supplemental",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "text": "Investigate applications for special licenses or permits.",
      "type": "Supplemental",
      "iwa": "4.A.1.a.1.c"
    },
    {
      "text": "Recommend legal or administrative action to protect government property.",
      "type": "Supplemental",
      "iwa": "4.A.4.b.6.h"
    },
    {
      "text": "Testify in court or at administrative proceedings concerning investigation findings.",
      "type": "Supplemental",
      "iwa": "4.A.4.a.3.a"
    },
    {
      "text": "Coordinate with or assist law enforcement agencies in matters of mutual concern.",
      "type": "Supplemental",
      "iwa": "4.A.4.b.4.k"
    }
  ],
  "emergingTasks": [
    {
      "text": "Use emerging technologies, such as drones, for remote or automated inspections."
    }
  ],
  "activities": [
    {
      "name": "Inform individuals or organizations of status or findings.",
      "iwa": "4.A.4.a.3.c"
    },
    {
      "name": "Verify accuracy of financial information.",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "name": "Monitor organizational compliance with regulations.",
      "iwa": "4.A.1.a.2.k"
    },
    {
      "name": "Collect evidence for legal proceedings.",
      "iwa": "4.A.1.a.1.c"
    },
    {
      "name": "Examine product information to ensure compliance with regulations.",
      "iwa": "4.A.2.a.3.a"
    },
    {
      "name": "Coordinate enforcement of laws or regulations.",
      "iwa": "4.A.4.b.4.k"
    },
    {
      "name": "Testify at legal or legislative proceedings.",
      "iwa": "4.A.4.a.3.a"
    },
    {
      "name": "Inspect facilities or equipment to ensure specifications are met.",
      "iwa": "4.A.1.b.2.e"
    },
    {
      "name": "Advise others on legal or regulatory compliance matters.",
      "iwa": "4.A.4.b.6.h"
    },
    {
      "name": "Communicate with government agencies.",
      "iwa": "4.A.4.b.1.c"
    },
    {
      "name": "Investigate legal issues.",
      "iwa": "4.A.1.a.1.c"
    },
    {
      "name": "Review license or permit applications.",
      "iwa": "4.A.2.a.3.a"
    }
  ],
  "capabilities": [
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 4.42
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 4.33
    },
    {
      "name": "Public Safety and Security",
      "family": "knowledge",
      "value": 4.25
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 4.12
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 4.12
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 4
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 4
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 4
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 4
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 4
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Building and Construction",
      "family": "knowledge",
      "value": 3.99
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Law and Government",
      "family": "knowledge",
      "value": 3.79
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Far Vision",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Administrative",
      "family": "knowledge",
      "value": 3.66
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.5
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.5
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.49
    },
    {
      "name": "Design",
      "family": "knowledge",
      "value": 3.41
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Systems Evaluation",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Systems Analysis",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Fluency of Ideas",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Speed of Closure",
      "family": "ability",
      "value": 3.25
    }
  ],
  "skills": [
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Apple IOS",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Windows",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Adobe Photoshop",
      "type": "Specialized Skill"
    },
    {
      "name": "Adobe InDesign",
      "type": "Specialized Skill"
    },
    {
      "name": "Adobe Illustrator",
      "type": "Specialized Skill"
    },
    {
      "name": "Adobe Acrobat",
      "type": "Specialized Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Netmeeting",
      "type": "Specialized Skill"
    },
    {
      "name": "Email Software",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "Apple iOS",
      "category": "Operating system software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Google Workspace software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Adobe Acrobat",
      "category": "Document management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Adobe Creative Cloud software",
      "category": "Graphics or photo imaging software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Adobe Illustrator",
      "category": "Graphics or photo imaging software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Adobe InDesign",
      "category": "Desktop publishing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Adobe Photoshop",
      "category": "Graphics or photo imaging software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Autodesk AutoCAD Civil 3D",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Bentley MicroStation",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Access",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Windows",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "SAP software",
      "category": "Enterprise resource planning ERP software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "BrioQuery",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Coeus",
      "category": "Project management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Database software",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Deltek Costpoint",
      "category": "Accounting software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Email software",
      "category": "Electronic mail software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Esri ArcGIS",
      "category": "Geographic information system",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Inventory control system software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Microsoft NetMeeting",
      "category": "Video conferencing software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Peninsula Software Quicktrack Pro",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Plant Clearance Automated Reutilization Screening System PCARSS",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Radio frequency identification RFID software",
      "category": "Inventory management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Records management software",
      "category": "Document management software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Shipping software",
      "category": "Materials requirements planning logistics and supply chain software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Unique Identification UID system databases",
      "category": "Data base user interface and query software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Wide Area Workflow WAWF system",
      "category": "Materials requirements planning logistics and supply chain software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Telephone Conversations",
      "value": 4.82
    },
    {
      "name": "Contact With Others",
      "value": 4.75
    },
    {
      "name": "E-Mail",
      "value": 4.6
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.59
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 4.44
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.44
    },
    {
      "name": "Frequency of Decision Making",
      "value": 4.38
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.36
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.24
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 4.11
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 4.01
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4
    },
    {
      "name": "Conflict Situations",
      "value": 3.98
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.98
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.96
    },
    {
      "name": "Time Pressure",
      "value": 3.92
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 3.85
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.67
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.67
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 3.6
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.31
    },
    {
      "name": "Spend Time Sitting",
      "value": 3.27
    },
    {
      "name": "Level of Competition",
      "value": 3.18
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 3.17
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 3.11
    },
    {
      "name": "Physical Proximity",
      "value": 3.07
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 3.02
    },
    {
      "name": "Exposed to Contaminants",
      "value": 2.86
    },
    {
      "name": "Spend Time Standing",
      "value": 2.71
    },
    {
      "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets",
      "value": 2.69
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 2.61
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 2.53
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 2.25
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 2.22
    },
    {
      "name": "Consequence of Error",
      "value": 2.2
    },
    {
      "name": "Degree of Automation",
      "value": 2.18
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 2.15
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.14
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 2.03
    },
    {
      "name": "Exposed to Disease or Infections",
      "value": 1.98
    }
  ],
  "preparation": {
    "jobZone": "3",
    "jobZoneName": "Job Zone Three: Medium Preparation Needed",
    "education": "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.",
    "experience": "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.",
    "svpRange": "(6.0 to < 7.0)",
    "educationDistribution": [
      {
        "label": "Bachelor's Degree",
        "percentage": 39.34
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 24.68
      },
      {
        "label": "Post-Secondary Certificate",
        "percentage": 16.22
      },
      {
        "label": "Some College Courses",
        "percentage": 10.32
      },
      {
        "label": "High School Diploma",
        "percentage": 9.44
      }
    ]
  },
  "personFit": [
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 6.26
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 4.2
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 4
    },
    {
      "name": "Law",
      "family": "specific_interest_area",
      "value": 3.38
    },
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 3.32
    },
    {
      "name": "Office Work",
      "family": "specific_interest_area",
      "value": 3.14
    },
    {
      "name": "Realistic",
      "family": "career_interest_type",
      "value": 3.09
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 3
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 2.93
    },
    {
      "name": "Management/Administration",
      "family": "specific_interest_area",
      "value": 2.56
    },
    {
      "name": "Social",
      "family": "career_interest_type",
      "value": 2.41
    },
    {
      "name": "Protective Service",
      "family": "specific_interest_area",
      "value": 2.37
    },
    {
      "name": "Construction/Woodwork",
      "family": "specific_interest_area",
      "value": 2.19
    },
    {
      "name": "Public Speaking",
      "family": "specific_interest_area",
      "value": 2.19
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 2.14
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 2.1
    }
  ],
  "relatedRoles": [
    {
      "socCode": "47-4011.00",
      "slug": "role-47-4011-00",
      "title": "Construction and Building Inspectors",
      "tier": "Primary-Short"
    },
    {
      "socCode": "13-1041.01",
      "slug": "role-13-1041-01",
      "title": "Environmental Compliance Inspectors",
      "tier": "Primary-Short"
    },
    {
      "socCode": "11-9199.02",
      "slug": "role-11-9199-02",
      "title": "Compliance Managers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "19-5011.00",
      "slug": "role-19-5011-00",
      "title": "Occupational Health and Safety Specialists",
      "tier": "Primary-Short"
    },
    {
      "socCode": "13-1041.00",
      "slug": "role-13-1041-00",
      "title": "Compliance Officers",
      "tier": "Primary-Short"
    },
    {
      "socCode": "17-3022.00",
      "slug": "role-17-3022-00",
      "title": "Civil Engineering Technologists and Technicians",
      "tier": "Primary-Long"
    },
    {
      "socCode": "53-6051.01",
      "slug": "role-53-6051-01",
      "title": "Aviation Inspectors",
      "tier": "Primary-Long"
    },
    {
      "socCode": "17-2111.00",
      "slug": "role-17-2111-00",
      "title": "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",
      "tier": "Primary-Long"
    },
    {
      "socCode": "33-2021.00",
      "slug": "role-33-2021-00",
      "title": "Fire Inspectors and Investigators",
      "tier": "Primary-Long"
    },
    {
      "socCode": "13-1041.08",
      "slug": "role-13-1041-08",
      "title": "Customs Brokers",
      "tier": "Primary-Long"
    },
    {
      "socCode": "11-9021.00",
      "slug": "role-11-9021-00",
      "title": "Construction Managers",
      "tier": "Supplemental"
    },
    {
      "socCode": "53-6051.07",
      "slug": "role-53-6051-07",
      "title": "Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation",
      "tier": "Supplemental"
    }
  ],
  "careerClusters": [
    {
      "cluster": "Energy & Natural Resources",
      "slug": "energy-natural-resources"
    },
    {
      "cluster": "Financial Services",
      "slug": "financial-services"
    },
    {
      "cluster": "Management & Entrepreneurship",
      "slug": "management-entrepreneurship"
    },
    {
      "cluster": "Public Service & Safety",
      "slug": "public-service-safety"
    }
  ],
  "educationLevel": {
    "category": "Bachelor's degree",
    "slug": "bachelor-s-degree"
  },
  "studyPrograms": [
    {
      "title": "Business, Management, Marketing, and Related Support Services",
      "slug": "business-management-marketing-and-related-support-services"
    },
    {
      "title": "Health Professions and Related Programs",
      "slug": "health-professions-and-related-programs"
    },
    {
      "title": "Homeland Security, Law Enforcement, Firefighting and Related Protective Services",
      "slug": "homeland-security-law-enforcement-firefighting-and-related-protective-services"
    },
    {
      "title": "Multi/Interdisciplinary Studies",
      "slug": "multi-interdisciplinary-studies"
    },
    {
      "title": "Natural Resources and Conservation",
      "slug": "natural-resources-and-conservation"
    }
  ],
  "market": {
    "medianWage": 78420,
    "meanWage": 84980,
    "pct10Wage": 46230,
    "pct25Wage": 59130,
    "pct75Wage": 104800,
    "pct90Wage": 130030,
    "employment": 397770,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 46410,
        "medianWage": 79920,
        "lq": 2.89
      },
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 38020,
        "medianWage": 90990,
        "lq": 1.37
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 32070,
        "medianWage": 68590,
        "lq": 0.54
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 22870,
        "medianWage": 89740,
        "lq": 3.16
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 18660,
        "medianWage": 60800,
        "lq": 0.8
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 18630,
        "medianWage": 85040,
        "lq": 0.57
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 15080,
        "medianWage": 74650,
        "lq": 0.43
      },
      {
        "naics": "48-49",
        "slug": "48-49",
        "title": "Transportation and Warehousing",
        "level": "Sector",
        "employment": 14480,
        "medianWage": 63430,
        "lq": 0.76
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 10460,
        "medianWage": 80660,
        "lq": 0.67
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 7260,
        "medianWage": 56880,
        "lq": 1.06
      },
      {
        "naics": "53",
        "slug": "53",
        "title": "Real Estate and Rental and Leasing",
        "level": "Sector",
        "employment": 7040,
        "medianWage": 65310,
        "lq": 1.15
      },
      {
        "naics": "51",
        "slug": "51",
        "title": "Information",
        "level": "Sector",
        "employment": 6310,
        "medianWage": 92300,
        "lq": 0.84
      }
    ],
    "concentrated": [
      {
        "naics": "221111",
        "slug": "221111",
        "title": "Hydroelectric Power Generation",
        "level": "National industry",
        "employment": 130,
        "lq": 7.37
      },
      {
        "naics": "524114",
        "slug": "524114",
        "title": "Direct Health and Medical Insurance Carriers",
        "level": "National industry",
        "employment": 5750,
        "lq": 4.96
      },
      {
        "naics": "221112",
        "slug": "221112",
        "title": "Fossil Fuel Electric Power Generation",
        "level": "National industry",
        "employment": 600,
        "lq": 3.26
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 22870,
        "lq": 3.16
      },
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 46410,
        "lq": 2.89
      },
      {
        "naics": "22",
        "slug": "22",
        "title": "Utilities",
        "level": "Sector",
        "employment": 4180,
        "lq": 2.8
      },
      {
        "naics": "541380",
        "slug": "541380",
        "title": "Testing Laboratories and Services",
        "level": "National industry",
        "employment": 790,
        "lq": 1.8
      },
      {
        "naics": "623220",
        "slug": "623220",
        "title": "Residential Mental Health and Substance Abuse Facilities",
        "level": "National industry",
        "employment": 1070,
        "lq": 1.6
      }
    ],
    "count": 52
  },
  "aiSignals": [
    {
      "source": "frey_osborne",
      "label": "Computerization probability",
      "score": 0.08,
      "scale": "0-1 probability",
      "release": "2013-baseline-2016-employment-snapshot"
    },
    {
      "source": "felten_aioe",
      "label": "AI occupational exposure",
      "score": 0.6981205,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_image_generation_aioe",
      "label": "Image generation occupational exposure",
      "score": 0.8251011,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    },
    {
      "source": "felten_language_modeling_aioe",
      "label": "Language modeling occupational exposure",
      "score": 0.5718207,
      "scale": "relative exposure score",
      "release": "2021-plus-generative-ai-workbooks"
    }
  ],
  "aiOutlook": {
    "index": {
      "value": 64,
      "percentile": 64,
      "band": "Moderate",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 64,
          "source": "felten_aioe"
        },
        {
          "percentile": 60,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 67,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 3
    },
    "exposure": [
      {
        "source": "felten_aioe",
        "label": "Overall AI exposure (Felten et al.)",
        "value": 0.6981205,
        "percentile": 64,
        "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": 0.7647058823529411,
        "percentile": 60,
        "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": 0.19911368668287543,
        "percentile": 67,
        "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": 0.08,
      "percentile": 26,
      "band": "Low",
      "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": 0.11764705882352941,
      "beta": 0.4411764705882353,
      "gamma": 0.7647058823529411
    },
    "usageTasks": [
      {
        "task": "Examine records, reports, or other documents to establish facts or detect discrepancies.",
        "usagePercent": 0.012633057939517437,
        "importance": 4.07
      }
    ],
    "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2",
    "bls": {
      "growthPercent": 3,
      "growthPercentile": 51,
      "direction": "About average",
      "annualOpeningsThousands": 33.3,
      "annualOpeningsPercentile": 86,
      "employment2024Thousands": 418,
      "employment2034Thousands": 430.3
    },
    "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": 2,
    "taskCount": 2,
    "totalSample": 233,
    "autonomyMedian": 3,
    "dominantCollaboration": "directive",
    "automationShare": 45.49,
    "augmentationShare": 46.78,
    "workUsePercent": 85.41,
    "collaboration": [
      {
        "label": "directive",
        "percent": 45.49
      },
      {
        "label": "task iteration",
        "percent": 31.76
      },
      {
        "label": "validation",
        "percent": 8.58
      },
      {
        "label": "learning",
        "percent": 6.44
      }
    ],
    "useCase": [
      {
        "label": "work",
        "percent": 85.41
      }
    ],
    "delegatedTasks": [
      {
        "task": "Examine records, reports, or other documents to establish facts or detect discrepancies.",
        "usagePercent": 0.013901737717214653,
        "collaboration": "directive",
        "autonomyMedian": 3,
        "sampleCount": 139
      },
      {
        "task": "Prepare correspondence, reports of inspections or investigations or recommendations for action.",
        "usagePercent": 0.009401175146893362,
        "collaboration": "task iteration",
        "autonomyMedian": 3,
        "sampleCount": 94
      }
    ],
    "boundaryTasks": [
      {
        "task": "Examine records, reports, or other documents to establish facts or detect discrepancies.",
        "humanNeededPercent": 95.68345323741008,
        "sampleCount": 139
      },
      {
        "task": "Prepare correspondence, reports of inspections or investigations or recommendations for action.",
        "humanNeededPercent": 94.68085106382979,
        "sampleCount": 94
      }
    ],
    "seedPrompts": [
      {
        "prompt": "Do this for me: examine records, reports, or other documents to establish facts or detect discrepancies. Give me a finished draft I can review and adjust.",
        "collaboration": "directive"
      },
      {
        "prompt": "Let's work through this together, step by step: prepare correspondence, reports of inspections or investigations or recommendations for action. I'll give feedback as we go.",
        "collaboration": "task iteration"
      }
    ],
    "release": "2026-01-15-v4-plus-2025-03-27-v2"
  },
  "counts": {
    "tasks": 13,
    "skills": 49,
    "capabilities": 120,
    "tools": 33,
    "relatedRoles": 20
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "e9c0555fce6d9b5c"
  }
}