{
  "meta": {
    "name": "The Replaceability Index: AI Replaceability Scores for US Occupations",
    "version": "2026-10-26",
    "source_url": "https://replaceabilityindex.com",
    "methodology_url": "https://replaceabilityindex.com/about",
    "version_note": "Export generation date; not a source-data refresh date",
    "data_vintage": {
      "wage_survey_year": null,
      "employment_projection_window": null,
      "source_snapshot_date": null,
      "note": "The source snapshot does not record the wage-survey year or employment-projection window. Check the original BLS release before treating these figures as current. Editorial changes and export dates do not establish data freshness."
    },
    "methodology_note": "The Index uses stored BLS-based occupation data. O*NET, OECD capability indicators, and task-exposure research are contextual references. The derivation of the stored occupation scores is not reproducibly documented in the published dataset.",
    "license": "CC-BY-4.0",
    "citation_sources": [
      {
        "type": "dataset",
        "name": "Bureau of Labor Statistics Occupational Outlook Handbook",
        "url": "https://www.bls.gov/ooh/"
      },
      {
        "type": "capability_inventory",
        "name": "OECD AI Capability Indicators",
        "date": "2025-06-03",
        "url": "https://www.oecd.org/en/publications/introducing-the-oecd-ai-capability-indicators_be745f04-en.html"
      },
      {
        "type": "contextual_task_exposure_research",
        "name": "GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models",
        "authors": "Eloundou, T., Manning, S., Mishkin, P., & Rock, D.",
        "year": 2023,
        "url": "https://arxiv.org/abs/2303.10130"
      }
    ],
    "score_scale": {
      "min": 0,
      "max": 100,
      "semantics": "Relative estimated task exposure: 0 = lowest relative exposure; 100 = highest relative exposure. Not a job-loss probability or measured percentage of automatable tasks.",
      "tiers": {
        "shielded": "0-30",
        "exposed": "31-60",
        "targeted": "61-85",
        "boss": "86-100"
      }
    },
    "coverage": {
      "occupations": 709,
      "industry_families": 22,
      "country": "United States"
    }
  },
  "occupations": [
    {
      "soc": "11-1011",
      "title": "Chief Executives",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 213550,
      "hourly_wage_usd": 102.67,
      "projected_growth_pct": 3,
      "employment_volume": 210340,
      "description": "Determine and formulate policies and provide overall direction of companies or private and public sector organizations.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Negotiation",
        "Strategic Planning",
        "Communication"
      ]
    },
    {
      "soc": "11-1021",
      "title": "General and Operations Managers",
      "replaceability_score": 16,
      "tier": "shielded",
      "median_wage_usd": 101280,
      "hourly_wage_usd": 48.69,
      "projected_growth_pct": 5,
      "employment_volume": 3281100,
      "description": "Plan, direct, or coordinate the operations of public or private sector organizations, overseeing multiple departments or locations.",
      "skills": [
        "Leadership",
        "Coordination",
        "Problem Solving",
        "Time Management",
        "Communication"
      ]
    },
    {
      "soc": "11-2011",
      "title": "Advertising and Promotions Managers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 131870,
      "hourly_wage_usd": 63.4,
      "projected_growth_pct": 3,
      "employment_volume": 22200,
      "description": "Plan, direct, or coordinate advertising policies and programs or produce collateral materials.",
      "skills": [
        "Creativity",
        "Persuasion",
        "Communication",
        "Strategic Thinking",
        "Analytics"
      ]
    },
    {
      "soc": "11-2021",
      "title": "Marketing Managers",
      "replaceability_score": 24,
      "tier": "shielded",
      "median_wage_usd": 161030,
      "hourly_wage_usd": 77.41,
      "projected_growth_pct": 6.6,
      "employment_volume": 384980,
      "description": "Plan, direct, or coordinate marketing policies and programs, such as determining the demand for products and services.",
      "skills": [
        "Social Perceptiveness",
        "Persuasion",
        "Originality",
        "Negotiation",
        "Analytics"
      ]
    },
    {
      "soc": "11-2022",
      "title": "Sales Managers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 135160,
      "hourly_wage_usd": 64.98,
      "projected_growth_pct": 4,
      "employment_volume": 469800,
      "description": "Plan, direct, or coordinate the actual distribution or movement of a product or service to the customer.",
      "skills": [
        "Persuasion",
        "Negotiation",
        "Leadership",
        "Communication",
        "Strategic Thinking"
      ]
    },
    {
      "soc": "11-3011",
      "title": "Administrative Services Managers",
      "replaceability_score": 46,
      "tier": "exposed",
      "median_wage_usd": 107560,
      "hourly_wage_usd": 51.71,
      "projected_growth_pct": 5,
      "employment_volume": 359300,
      "description": "Plan, direct, or coordinate one or more administrative services of an organization.",
      "skills": [
        "Coordination",
        "Time Management",
        "Communication",
        "Problem Solving",
        "Organization"
      ]
    },
    {
      "soc": "11-3021",
      "title": "Computer and Information Systems Managers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 169510,
      "hourly_wage_usd": 81.49,
      "projected_growth_pct": 15.4,
      "employment_volume": 582300,
      "description": "Plan, direct, or coordinate activities in electronic data processing, information systems, systems analysis, and computer programming.",
      "skills": [
        "Systems Thinking",
        "Leadership",
        "Technical Knowledge",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "11-3031",
      "title": "Financial Managers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 156100,
      "hourly_wage_usd": 75.05,
      "projected_growth_pct": 16.8,
      "employment_volume": 781600,
      "description": "Plan, direct, or coordinate accounting, investing, banking, insurance, securities, and other financial activities.",
      "skills": [
        "Analytics",
        "Decision Making",
        "Communication",
        "Mathematics",
        "Leadership"
      ]
    },
    {
      "soc": "11-3051",
      "title": "Industrial Production Managers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 115480,
      "hourly_wage_usd": 55.52,
      "projected_growth_pct": 1,
      "employment_volume": 210910,
      "description": "Plan, direct, or coordinate the work activities and resources necessary for manufacturing products.",
      "skills": [
        "Coordination",
        "Problem Solving",
        "Quality Control",
        "Leadership",
        "Time Management"
      ]
    },
    {
      "soc": "11-3061",
      "title": "Purchasing Managers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 136380,
      "hourly_wage_usd": 65.57,
      "projected_growth_pct": 4,
      "employment_volume": 82600,
      "description": "Plan, direct, or coordinate the activities of buyers, purchasing officers, and related workers involved in purchasing materials, products, and services.",
      "skills": [
        "Negotiation",
        "Analytics",
        "Communication",
        "Decision Making",
        "Mathematics"
      ]
    },
    {
      "soc": "11-3121",
      "title": "Human Resources Managers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 136350,
      "hourly_wage_usd": 65.55,
      "projected_growth_pct": 6,
      "employment_volume": 198600,
      "description": "Plan, direct, or coordinate human resources activities and staff of an organization.",
      "skills": [
        "Social Perceptiveness",
        "Negotiation",
        "Communication",
        "Leadership",
        "Empathy"
      ]
    },
    {
      "soc": "11-9013",
      "title": "Farmers, Ranchers, and Other Agricultural Managers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 80320,
      "hourly_wage_usd": 38.62,
      "projected_growth_pct": -1,
      "employment_volume": 291010,
      "description": "Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments.",
      "skills": [
        "Decision Making",
        "Problem Solving",
        "Physical Stamina",
        "Coordination",
        "Business Management"
      ]
    },
    {
      "soc": "11-9021",
      "title": "Construction Managers",
      "replaceability_score": 3,
      "tier": "shielded",
      "median_wage_usd": 106980,
      "hourly_wage_usd": 51.43,
      "projected_growth_pct": 8.7,
      "employment_volume": 523100,
      "description": "Plan, direct, or coordinate, usually through subordinate supervisory personnel, activities concerned with the construction and maintenance of structures, facilities, and systems.",
      "skills": [
        "Coordination",
        "Problem Solving",
        "Leadership",
        "Technical Knowledge",
        "Time Management"
      ]
    },
    {
      "soc": "11-9031",
      "title": "Education and Childcare Administrators, Preschool and Daycare",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 52930,
      "hourly_wage_usd": 25.45,
      "projected_growth_pct": 5,
      "employment_volume": 77170,
      "description": "Plan, direct, or coordinate academic or nonacademic activities of preschool and childcare centers or programs.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Leadership",
        "Empathy",
        "Organization"
      ]
    },
    {
      "soc": "11-9041",
      "title": "Architectural and Engineering Managers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 165370,
      "hourly_wage_usd": 79.51,
      "projected_growth_pct": 3,
      "employment_volume": 201700,
      "description": "Plan, direct, or coordinate activities in architectural and engineering companies.",
      "skills": [
        "Systems Thinking",
        "Technical Knowledge",
        "Leadership",
        "Problem Solving",
        "Creativity"
      ]
    },
    {
      "soc": "11-9111",
      "title": "Medical and Health Services Managers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 110680,
      "hourly_wage_usd": 53.21,
      "projected_growth_pct": 28.4,
      "employment_volume": 563700,
      "description": "Plan, direct, or coordinate medical and health services in hospitals, clinics, managed care organizations, public health agencies, or similar organizations.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Leadership",
        "Problem Solving",
        "Empathy"
      ]
    },
    {
      "soc": "11-9121",
      "title": "Natural Sciences Managers",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 157740,
      "hourly_wage_usd": 75.84,
      "projected_growth_pct": 4,
      "employment_volume": 82300,
      "description": "Plan, direct, or coordinate activities in life sciences, physical sciences, mathematics, statistics, and related fields.",
      "skills": [
        "Critical Thinking",
        "Leadership",
        "Technical Knowledge",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "11-9198",
      "title": "Personal Service Managers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 45600,
      "hourly_wage_usd": 21.92,
      "projected_growth_pct": 8,
      "employment_volume": 301800,
      "description": "Plan, direct, or coordinate activities of personal service establishments or departments.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Coordination",
        "Customer Service",
        "Problem Solving"
      ]
    },
    {
      "soc": "13-1041",
      "title": "Compliance Officers",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 75670,
      "hourly_wage_usd": 36.38,
      "projected_growth_pct": 4.6,
      "employment_volume": 357700,
      "description": "Examine, evaluate, and investigate eligibility for or conformity with laws and regulations governing contract compliance.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Attention to Detail",
        "Analytics",
        "Problem Solving"
      ]
    },
    {
      "soc": "13-1071",
      "title": "Human Resources Specialists",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 67650,
      "hourly_wage_usd": 32.52,
      "projected_growth_pct": 8,
      "employment_volume": 857600,
      "description": "Recruit, screen, interview, or place individuals within an organization.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Negotiation",
        "Empathy",
        "Organization"
      ]
    },
    {
      "soc": "13-1082",
      "title": "Project Management Specialists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 98580,
      "hourly_wage_usd": 47.39,
      "projected_growth_pct": 7,
      "employment_volume": 1018400,
      "description": "Analyze and coordinate the schedule, timeline, procurement, staffing, and budget of a product or service on a per-project basis.",
      "skills": [
        "Coordination",
        "Communication",
        "Problem Solving",
        "Time Management",
        "Leadership"
      ]
    },
    {
      "soc": "13-1111",
      "title": "Management Analysts",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 99410,
      "hourly_wage_usd": 47.79,
      "projected_growth_pct": 10,
      "employment_volume": 1010100,
      "description": "Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Problem Solving",
        "Persuasion"
      ]
    },
    {
      "soc": "13-1151",
      "title": "Training and Development Specialists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 64340,
      "hourly_wage_usd": 30.93,
      "projected_growth_pct": 6,
      "employment_volume": 380400,
      "description": "Design or conduct work-related training and development programs to improve individual skills or organizational performance.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Creativity",
        "Active Learning"
      ]
    },
    {
      "soc": "13-1161",
      "title": "Market Research Analysts",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 74680,
      "hourly_wage_usd": 35.9,
      "projected_growth_pct": 8,
      "employment_volume": 905000,
      "description": "Research conditions in local, regional, national, or online markets. Gather information to determine potential sales of a product or service.",
      "skills": [
        "Analytics",
        "Critical Thinking",
        "Communication",
        "Mathematics",
        "Research"
      ]
    },
    {
      "soc": "13-2011",
      "title": "Accountants and Auditors",
      "replaceability_score": 69,
      "tier": "targeted",
      "median_wage_usd": 81680,
      "hourly_wage_usd": 39.27,
      "projected_growth_pct": 4.6,
      "employment_volume": 1502500,
      "description": "Examine, analyze, and interpret accounting records to prepare financial statements, give advice, or audit and evaluate statements.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Analytics",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "13-2051",
      "title": "Financial Analysts",
      "replaceability_score": 77,
      "tier": "targeted",
      "median_wage_usd": 101350,
      "hourly_wage_usd": 48.73,
      "projected_growth_pct": 5.7,
      "employment_volume": 382300,
      "description": "Conduct quantitative analyses of information involving investment programs or financial data of public or private institutions.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Communication",
        "Decision Making"
      ]
    },
    {
      "soc": "13-2072",
      "title": "Loan Officers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 67600,
      "hourly_wage_usd": 32.5,
      "projected_growth_pct": 2,
      "employment_volume": 382700,
      "description": "Evaluate, authorize, or recommend approval of commercial, real estate, or credit loans.",
      "skills": [
        "Communication",
        "Analytics",
        "Decision Making",
        "Customer Service",
        "Mathematics"
      ]
    },
    {
      "soc": "13-2082",
      "title": "Tax Preparers",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 48060,
      "hourly_wage_usd": 23.11,
      "projected_growth_pct": -1,
      "employment_volume": 62700,
      "description": "Prepare tax returns for individuals or small businesses.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Communication",
        "Analytics",
        "Organization"
      ]
    },
    {
      "soc": "15-1211",
      "title": "Computer Systems Analysts",
      "replaceability_score": 65,
      "tier": "targeted",
      "median_wage_usd": 103790,
      "hourly_wage_usd": 49.9,
      "projected_growth_pct": 8.7,
      "employment_volume": 540800,
      "description": "Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems.",
      "skills": [
        "Systems Thinking",
        "Analytics",
        "Communication",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "15-1232",
      "title": "Computer User Support Specialists",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 60810,
      "hourly_wage_usd": 29.24,
      "projected_growth_pct": 5,
      "employment_volume": 914300,
      "description": "Provide technical assistance to computer users. Answer questions or resolve computer problems for clients.",
      "skills": [
        "Communication",
        "Technical Knowledge",
        "Problem Solving",
        "Patience",
        "Active Listening"
      ]
    },
    {
      "soc": "15-1241",
      "title": "Computer Network Architects",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 129840,
      "hourly_wage_usd": 62.42,
      "projected_growth_pct": 3,
      "employment_volume": 182900,
      "description": "Design and implement computer and information networks, such as local area networks, wide area networks, intranets, extranets, and other data communications networks.",
      "skills": [
        "Systems Thinking",
        "Technical Knowledge",
        "Problem Solving",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "15-1244",
      "title": "Network and Computer Systems Administrators",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 95360,
      "hourly_wage_usd": 45.85,
      "projected_growth_pct": 2,
      "employment_volume": 363900,
      "description": "Install, configure, and maintain an organization's local area network, wide area network, data communications network, operating systems, and physical and virtual servers.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Communication",
        "Systems Thinking"
      ]
    },
    {
      "soc": "15-1251",
      "title": "Computer Programmers",
      "replaceability_score": 70,
      "tier": "targeted",
      "median_wage_usd": 98670,
      "hourly_wage_usd": 47.43,
      "projected_growth_pct": -6,
      "employment_volume": 109870,
      "description": "Create, modify, and test the code and scripts that allow computer applications to run.",
      "skills": [
        "Programming",
        "Problem Solving",
        "Attention to Detail",
        "Mathematics",
        "Critical Thinking"
      ]
    },
    {
      "soc": "15-1252",
      "title": "Software Developers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 132270,
      "hourly_wage_usd": 63.59,
      "projected_growth_pct": 17,
      "employment_volume": 1857500,
      "description": "Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions.",
      "skills": [
        "Problem Solving",
        "Creativity",
        "Systems Thinking",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "15-1253",
      "title": "Software Quality Assurance Analysts",
      "replaceability_score": 54,
      "tier": "exposed",
      "median_wage_usd": 101800,
      "hourly_wage_usd": 48.94,
      "projected_growth_pct": 17,
      "employment_volume": 221500,
      "description": "Develop and execute software tests to identify software problems and their causes.",
      "skills": [
        "Attention to Detail",
        "Critical Thinking",
        "Problem Solving",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "15-1254",
      "title": "Web Developers",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 92750,
      "hourly_wage_usd": 44.59,
      "projected_growth_pct": 8,
      "employment_volume": 216200,
      "description": "Develop and implement websites, web applications, application databases, and interactive web interfaces.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "15-1255",
      "title": "Web and Digital Interface Designers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 101920,
      "hourly_wage_usd": 49,
      "projected_growth_pct": 8,
      "employment_volume": 126900,
      "description": "Design digital user interfaces or websites. Develop and test layouts, interfaces, functionality, and navigation for usability.",
      "skills": [
        "Creativity",
        "Originality",
        "Technical Knowledge",
        "Social Perceptiveness",
        "Attention to Detail"
      ]
    },
    {
      "soc": "15-1299",
      "title": "Computer Occupations, All Other",
      "replaceability_score": 50,
      "tier": "exposed",
      "median_wage_usd": 101440,
      "hourly_wage_usd": 48.77,
      "projected_growth_pct": 5,
      "employment_volume": 472300,
      "description": "All computer occupations not listed separately.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Analytics",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "15-2021",
      "title": "Mathematicians",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 120950,
      "hourly_wage_usd": 58.15,
      "projected_growth_pct": 3,
      "employment_volume": 3100,
      "description": "Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields.",
      "skills": [
        "Mathematics",
        "Critical Thinking",
        "Problem Solving",
        "Analytics",
        "Creativity"
      ]
    },
    {
      "soc": "15-2031",
      "title": "Operations Research Analysts",
      "replaceability_score": 56,
      "tier": "exposed",
      "median_wage_usd": 83640,
      "hourly_wage_usd": 40.21,
      "projected_growth_pct": 23,
      "employment_volume": 121000,
      "description": "Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "15-2041",
      "title": "Statisticians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 104110,
      "hourly_wage_usd": 50.05,
      "projected_growth_pct": 11,
      "employment_volume": 41600,
      "description": "Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "15-2051",
      "title": "Data Scientists",
      "replaceability_score": 34,
      "tier": "exposed",
      "median_wage_usd": 108020,
      "hourly_wage_usd": 51.93,
      "projected_growth_pct": 36,
      "employment_volume": 202200,
      "description": "Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information.",
      "skills": [
        "Mathematics",
        "Programming",
        "Analytics",
        "Critical Thinking",
        "Communication"
      ]
    },
    {
      "soc": "17-2011",
      "title": "Aerospace Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 130720,
      "hourly_wage_usd": 62.85,
      "projected_growth_pct": 6,
      "employment_volume": 66200,
      "description": "Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Creativity"
      ]
    },
    {
      "soc": "17-2051",
      "title": "Civil Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 97380,
      "hourly_wage_usd": 46.82,
      "projected_growth_pct": 5,
      "employment_volume": 328200,
      "description": "Perform engineering duties in planning, designing, and overseeing construction and maintenance of building structures and facilities.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "17-2071",
      "title": "Electrical Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 110950,
      "hourly_wage_usd": 53.34,
      "projected_growth_pct": 3,
      "employment_volume": 192700,
      "description": "Research, design, develop, test, or supervise the manufacturing and installation of electrical equipment, components, or systems.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Creativity"
      ]
    },
    {
      "soc": "17-2112",
      "title": "Industrial Engineers",
      "replaceability_score": 30,
      "tier": "shielded",
      "median_wage_usd": 99380,
      "hourly_wage_usd": 47.78,
      "projected_growth_pct": 12,
      "employment_volume": 314700,
      "description": "Design, develop, test, and evaluate integrated systems for managing industrial production processes.",
      "skills": [
        "Systems Thinking",
        "Mathematics",
        "Problem Solving",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "17-2141",
      "title": "Mechanical Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 99510,
      "hourly_wage_usd": 47.84,
      "projected_growth_pct": 2,
      "employment_volume": 284900,
      "description": "Perform engineering duties in planning and designing tools, engines, machines, and other mechanically functioning equipment.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Creativity",
        "Technical Knowledge",
        "Critical Thinking"
      ]
    },
    {
      "soc": "17-2199",
      "title": "Engineers, All Other",
      "replaceability_score": 24,
      "tier": "shielded",
      "median_wage_usd": 105010,
      "hourly_wage_usd": 50.49,
      "projected_growth_pct": 3,
      "employment_volume": 194600,
      "description": "All engineers not listed separately.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "19-1042",
      "title": "Medical Scientists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 100890,
      "hourly_wage_usd": 48.51,
      "projected_growth_pct": 10,
      "employment_volume": 152200,
      "description": "Conduct research dealing with the understanding of human diseases and the improvement of human health.",
      "skills": [
        "Critical Thinking",
        "Research",
        "Analytics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "19-3011",
      "title": "Economists",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 115730,
      "hourly_wage_usd": 55.64,
      "projected_growth_pct": 6,
      "employment_volume": 20600,
      "description": "Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Communication",
        "Research"
      ]
    },
    {
      "soc": "19-3031",
      "title": "Clinical and Counseling Psychologists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 96100,
      "hourly_wage_usd": 46.2,
      "projected_growth_pct": 11,
      "employment_volume": 94900,
      "description": "Diagnose and treat mental disorders; learning disabilities; and cognitive, behavioral, and emotional problems.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "19-4099",
      "title": "Life, Physical, and Social Science Technicians",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 50200,
      "hourly_wage_usd": 24.13,
      "projected_growth_pct": 5,
      "employment_volume": 193200,
      "description": "All life, physical, and social science technicians not listed separately.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Analytics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1012",
      "title": "Educational, Guidance, and Career Counselors",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 61710,
      "hourly_wage_usd": 29.67,
      "projected_growth_pct": 4,
      "employment_volume": 332100,
      "description": "Advise and assist students and provide vocational and educational guidance services.",
      "skills": [
        "Social Perceptiveness",
        "Empathy",
        "Active Listening",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1014",
      "title": "Mental Health Counselors",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 53710,
      "hourly_wage_usd": 25.82,
      "projected_growth_pct": 22,
      "employment_volume": 348100,
      "description": "Counsel individuals, groups, or families to help them understand problems, define goals, and develop realistic action plans.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1021",
      "title": "Child, Family, and School Social Workers",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 53940,
      "hourly_wage_usd": 25.93,
      "projected_growth_pct": 5,
      "employment_volume": 379900,
      "description": "Provide social services and assistance to improve the social and psychological functioning of children and their families.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "23-1011",
      "title": "Lawyers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 145760,
      "hourly_wage_usd": 70.08,
      "projected_growth_pct": 5.6,
      "employment_volume": 827100,
      "description": "Represent clients in criminal and civil litigation and other legal proceedings, draw up legal documents, or manage or advise clients on legal transactions.",
      "skills": [
        "Critical Thinking",
        "Persuasion",
        "Communication",
        "Negotiation",
        "Analytics"
      ]
    },
    {
      "soc": "23-2011",
      "title": "Paralegals and Legal Assistants",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 60970,
      "hourly_wage_usd": 29.31,
      "projected_growth_pct": 4,
      "employment_volume": 351800,
      "description": "Assist lawyers by investigating facts, preparing legal documents, or researching legal precedent.",
      "skills": [
        "Research",
        "Attention to Detail",
        "Communication",
        "Organization",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1011",
      "title": "Business Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 100320,
      "hourly_wage_usd": 48.23,
      "projected_growth_pct": 5,
      "employment_volume": 98000,
      "description": "Teach courses in business administration and management at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Creativity",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-2021",
      "title": "Elementary School Teachers",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 63670,
      "hourly_wage_usd": 30.61,
      "projected_growth_pct": 1,
      "employment_volume": 1510800,
      "description": "Teach academic and social skills to students at the elementary school level.",
      "skills": [
        "Instructing",
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience"
      ]
    },
    {
      "soc": "25-2031",
      "title": "Secondary School Teachers",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 65220,
      "hourly_wage_usd": 31.36,
      "projected_growth_pct": 1,
      "employment_volume": 1099800,
      "description": "Teach students in one or more subjects at the secondary school level.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Patience",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-3098",
      "title": "Substitute Teachers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 36400,
      "hourly_wage_usd": 17.5,
      "projected_growth_pct": 3,
      "employment_volume": 576500,
      "description": "Teach or instruct in a public or private school setting on a temporary or substitute basis.",
      "skills": [
        "Instructing",
        "Communication",
        "Adaptability",
        "Social Perceptiveness",
        "Patience"
      ]
    },
    {
      "soc": "25-4022",
      "title": "Librarians and Media Collections Specialists",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 64370,
      "hourly_wage_usd": 30.95,
      "projected_growth_pct": 3,
      "employment_volume": 143600,
      "description": "Administer and maintain libraries or collections of information for public use or in institutions.",
      "skills": [
        "Organization",
        "Communication",
        "Research",
        "Technical Knowledge",
        "Customer Service"
      ]
    },
    {
      "soc": "27-1011",
      "title": "Art Directors",
      "replaceability_score": 26,
      "tier": "shielded",
      "median_wage_usd": 105680,
      "hourly_wage_usd": 50.81,
      "projected_growth_pct": 5,
      "employment_volume": 109200,
      "description": "Formulate design concepts and presentation approaches for visual productions and media.",
      "skills": [
        "Creativity",
        "Originality",
        "Communication",
        "Leadership",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "27-1013",
      "title": "Fine Artists",
      "replaceability_score": 24,
      "tier": "shielded",
      "median_wage_usd": 55560,
      "hourly_wage_usd": 26.71,
      "projected_growth_pct": 5,
      "employment_volume": 14900,
      "description": "Create original artwork using any of a wide variety of media and techniques.",
      "skills": [
        "Creativity",
        "Originality",
        "Fine Motor Skills",
        "Visual Perception",
        "Self-Motivation"
      ]
    },
    {
      "soc": "27-1024",
      "title": "Graphic Designers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 60360,
      "hourly_wage_usd": 29.02,
      "projected_growth_pct": 2,
      "employment_volume": 266440,
      "description": "Design or create graphics to meet specific commercial or promotional needs, such as packaging, displays, or logos.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Communication",
        "Attention to Detail",
        "Originality"
      ]
    },
    {
      "soc": "27-1025",
      "title": "Interior Designers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 64680,
      "hourly_wage_usd": 31.1,
      "projected_growth_pct": 4,
      "employment_volume": 92800,
      "description": "Plan, design, and furnish the internal space of rooms or buildings.",
      "skills": [
        "Creativity",
        "Originality",
        "Communication",
        "Social Perceptiveness",
        "Spatial Perception"
      ]
    },
    {
      "soc": "27-2011",
      "title": "Actors",
      "replaceability_score": 24,
      "tier": "shielded",
      "median_wage_usd": 58580,
      "hourly_wage_usd": 28.16,
      "projected_growth_pct": 3,
      "employment_volume": 42200,
      "description": "Play parts in stage, television, radio, video, or film productions, or other settings for entertainment, information, or instruction.",
      "skills": [
        "Creativity",
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Memorization"
      ]
    },
    {
      "soc": "27-2012",
      "title": "Producers and Directors",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 86140,
      "hourly_wage_usd": 41.41,
      "projected_growth_pct": 5,
      "employment_volume": 152000,
      "description": "Produce, direct, or coordinate the production of shows, plays, and other stage or media productions.",
      "skills": [
        "Leadership",
        "Creativity",
        "Communication",
        "Coordination",
        "Decision Making"
      ]
    },
    {
      "soc": "27-2032",
      "title": "Choreographers",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 52980,
      "hourly_wage_usd": 25.47,
      "projected_growth_pct": 4,
      "employment_volume": 10200,
      "description": "Create new dance routines. Instruct dancers in proper dance techniques and movements.",
      "skills": [
        "Creativity",
        "Originality",
        "Physical Stamina",
        "Communication",
        "Instructing"
      ]
    },
    {
      "soc": "27-2042",
      "title": "Musicians and Singers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 51900,
      "hourly_wage_usd": 24.95,
      "projected_growth_pct": 4,
      "employment_volume": 40500,
      "description": "Play one or more musical instruments or sing. May perform on stage, for on-air broadcasting, or for sound or video recording.",
      "skills": [
        "Creativity",
        "Originality",
        "Fine Motor Skills",
        "Active Listening",
        "Communication"
      ]
    },
    {
      "soc": "27-3011",
      "title": "Broadcast Announcers and Radio Disc Jockeys",
      "replaceability_score": 56,
      "tier": "exposed",
      "median_wage_usd": 41710,
      "hourly_wage_usd": 20.05,
      "projected_growth_pct": -6,
      "employment_volume": 25100,
      "description": "Speak or read from scripted materials on radio, television, or internet broadcasts.",
      "skills": [
        "Communication",
        "Creativity",
        "Social Perceptiveness",
        "Active Listening",
        "Quick Thinking"
      ]
    },
    {
      "soc": "27-3023",
      "title": "News Analysts, Reporters, and Journalists",
      "replaceability_score": 34,
      "tier": "exposed",
      "median_wage_usd": 57500,
      "hourly_wage_usd": 27.64,
      "projected_growth_pct": -3,
      "employment_volume": 49500,
      "description": "Narrate or write news stories, reviews, or commentary for print, broadcast, or other communications media.",
      "skills": [
        "Communication",
        "Critical Thinking",
        "Research",
        "Creativity",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "27-3041",
      "title": "Editors",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 73580,
      "hourly_wage_usd": 35.38,
      "projected_growth_pct": -5,
      "employment_volume": 130100,
      "description": "Plan, coordinate, revise, or edit content of written materials.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Critical Thinking",
        "Creativity",
        "Organization"
      ]
    },
    {
      "soc": "27-3042",
      "title": "Technical Writers",
      "replaceability_score": 94,
      "tier": "boss",
      "median_wage_usd": 91670,
      "hourly_wage_usd": 44.07,
      "projected_growth_pct": 0.9,
      "employment_volume": 57600,
      "description": "Write technical materials, such as equipment manuals, appendices, or operating and maintenance instructions.",
      "skills": [
        "Communication",
        "Technical Knowledge",
        "Attention to Detail",
        "Organization",
        "Research"
      ]
    },
    {
      "soc": "27-3043",
      "title": "Writers and Authors",
      "replaceability_score": 36,
      "tier": "exposed",
      "median_wage_usd": 73690,
      "hourly_wage_usd": 35.43,
      "projected_growth_pct": -3,
      "employment_volume": 51250,
      "description": "Originate and prepare written material, such as scripts, stories, advertisements, and other material.",
      "skills": [
        "Creativity",
        "Originality",
        "Communication",
        "Critical Thinking",
        "Self-Motivation"
      ]
    },
    {
      "soc": "27-3091",
      "title": "Interpreters and Translators",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 57090,
      "hourly_wage_usd": 27.45,
      "projected_growth_pct": 4,
      "employment_volume": 72100,
      "description": "Interpret oral or sign language, or translate written text from one language into another.",
      "skills": [
        "Communication",
        "Active Listening",
        "Social Perceptiveness",
        "Cultural Knowledge",
        "Attention to Detail"
      ]
    },
    {
      "soc": "27-4011",
      "title": "Audio and Video Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 55590,
      "hourly_wage_usd": 26.73,
      "projected_growth_pct": 5,
      "employment_volume": 109800,
      "description": "Set up, maintain, and dismantle audio and video equipment for concerts, sports events, meetings and conventions, presentations, and news conferences.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Communication",
        "Coordination"
      ]
    },
    {
      "soc": "27-4021",
      "title": "Photographers",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 43100,
      "hourly_wage_usd": 20.72,
      "projected_growth_pct": -4,
      "employment_volume": 50300,
      "description": "Photograph people, landscapes, merchandise, or other subjects. May use lighting equipment or photo editing software.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Originality"
      ]
    },
    {
      "soc": "29-1051",
      "title": "Pharmacists",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 136030,
      "hourly_wage_usd": 65.4,
      "projected_growth_pct": -2,
      "employment_volume": 330600,
      "description": "Dispense drugs prescribed by physicians and other health practitioners and provide information to patients about medications.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Analytics",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "29-1071",
      "title": "Physician Assistants",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 133260,
      "hourly_wage_usd": 64.07,
      "projected_growth_pct": 20.4,
      "employment_volume": 153200,
      "description": "Provide healthcare services typically performed by a physician, under the supervision of a physician.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Active Listening",
        "Critical Thinking",
        "Empathy"
      ]
    },
    {
      "soc": "29-1123",
      "title": "Physical Therapists",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 101020,
      "hourly_wage_usd": 48.57,
      "projected_growth_pct": 10.9,
      "employment_volume": 274790,
      "description": "Assess, plan, organize, and participate in rehabilitative programs that improve mobility, relieve pain, increase strength, and improve or correct disabling conditions.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-1141",
      "title": "Registered Nurses",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 93600,
      "hourly_wage_usd": 45,
      "projected_growth_pct": 4.9,
      "employment_volume": 3290900,
      "description": "Assess patient health problems and needs, develop and implement nursing care plans, and maintain medical records.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1171",
      "title": "Nurse Practitioners",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 129210,
      "hourly_wage_usd": 62.12,
      "projected_growth_pct": 40.1,
      "employment_volume": 385000,
      "description": "Diagnose and treat acute and chronic conditions, and provide primary and specialty healthcare.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1215",
      "title": "Family Medicine Physicians",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 224460,
      "hourly_wage_usd": 107.91,
      "projected_growth_pct": 3,
      "employment_volume": 122060,
      "description": "Diagnose, treat, and provide preventive care to individuals and families across all ages.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Decision Making"
      ]
    },
    {
      "soc": "29-1228",
      "title": "Physicians, All Other",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 229300,
      "hourly_wage_usd": 110.24,
      "projected_growth_pct": 3,
      "employment_volume": 392200,
      "description": "All physicians not listed separately.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Decision Making"
      ]
    },
    {
      "soc": "29-2010",
      "title": "Clinical Laboratory Technologists and Technicians",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 60780,
      "hourly_wage_usd": 29.22,
      "projected_growth_pct": 5,
      "employment_volume": 343900,
      "description": "Perform complex medical laboratory tests for diagnosis, treatment, and prevention of disease.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Analytics",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "29-2061",
      "title": "Licensed Practical Nurses",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 59730,
      "hourly_wage_usd": 28.72,
      "projected_growth_pct": 3,
      "employment_volume": 683400,
      "description": "Care for ill, injured, or convalescing patients in hospitals, nursing homes, clinics, or patient homes.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Attention to Detail",
        "Active Listening"
      ]
    },
    {
      "soc": "31-1120",
      "title": "Home Health and Personal Care Aides",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 33530,
      "hourly_wage_usd": 16.12,
      "projected_growth_pct": 20,
      "employment_volume": 3832300,
      "description": "Monitor the health status of an individual and address individual needs.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "31-9091",
      "title": "Dental Assistants",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 46540,
      "hourly_wage_usd": 22.38,
      "projected_growth_pct": 9,
      "employment_volume": 378800,
      "description": "Assist dentist, set up equipment, prepare patient for treatment, and keep records.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Coordination",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "31-9092",
      "title": "Medical Assistants",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 42000,
      "hourly_wage_usd": 20.19,
      "projected_growth_pct": 14,
      "employment_volume": 780100,
      "description": "Perform administrative and certain clinical duties under the direction of a physician.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Social Perceptiveness",
        "Organization",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "33-1012",
      "title": "First-Line Supervisors of Police and Detectives",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 100420,
      "hourly_wage_usd": 48.28,
      "projected_growth_pct": 3,
      "employment_volume": 135600,
      "description": "Directly supervise and coordinate activities of members of police force.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-3051",
      "title": "Police and Sheriff's Patrol Officers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 74910,
      "hourly_wage_usd": 36.02,
      "projected_growth_pct": 3,
      "employment_volume": 665300,
      "description": "Maintain order and protect life and property by enforcing local, tribal, State, or Federal laws and ordinances.",
      "skills": [
        "Social Perceptiveness",
        "Decision Making",
        "Communication",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-9032",
      "title": "Security Guards",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 36680,
      "hourly_wage_usd": 17.63,
      "projected_growth_pct": 5,
      "employment_volume": 1163200,
      "description": "Guard, patrol, or monitor premises to prevent theft, violence, or infractions of rules.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "35-1012",
      "title": "First-Line Supervisors of Food Preparation and Serving Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 41460,
      "hourly_wage_usd": 19.93,
      "projected_growth_pct": 8,
      "employment_volume": 1273700,
      "description": "Directly supervise and coordinate activities of workers engaged in preparing and serving food.",
      "skills": [
        "Coordination",
        "Communication",
        "Social Perceptiveness",
        "Time Management",
        "Leadership"
      ]
    },
    {
      "soc": "35-2014",
      "title": "Cooks, Restaurant",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 35550,
      "hourly_wage_usd": 17.09,
      "projected_growth_pct": 15,
      "employment_volume": 1457500,
      "description": "Prepare, season, and cook dishes such as soups, meats, vegetables, or desserts in restaurants.",
      "skills": [
        "Creativity",
        "Coordination",
        "Time Management",
        "Attention to Detail",
        "Physical Stamina"
      ]
    },
    {
      "soc": "35-3031",
      "title": "Waiters and Waitresses",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 31830,
      "hourly_wage_usd": 15.3,
      "projected_growth_pct": 3,
      "employment_volume": 2361500,
      "description": "Take orders and serve food and beverages to patrons at tables in dining establishment.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Customer Service",
        "Physical Stamina",
        "Coordination"
      ]
    },
    {
      "soc": "35-3023",
      "title": "Fast Food and Counter Workers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 29080,
      "hourly_wage_usd": 13.98,
      "projected_growth_pct": 3,
      "employment_volume": 3997800,
      "description": "Perform duties such as taking orders and serving food and beverages. Serve customers at counter or from a steam table.",
      "skills": [
        "Communication",
        "Customer Service",
        "Physical Stamina",
        "Time Management",
        "Coordination"
      ]
    },
    {
      "soc": "37-2011",
      "title": "Janitors and Cleaners",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 35020,
      "hourly_wage_usd": 16.84,
      "projected_growth_pct": 3,
      "employment_volume": 2482800,
      "description": "Keep buildings in clean and orderly condition. Perform heavy cleaning duties.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Time Management",
        "Reliability",
        "Self-Motivation"
      ]
    },
    {
      "soc": "39-5012",
      "title": "Hairdressers, Hairstylists, and Cosmetologists",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 35870,
      "hourly_wage_usd": 17.24,
      "projected_growth_pct": 5,
      "employment_volume": 699800,
      "description": "Provide beauty services, such as shampooing, cutting, coloring, and styling hair, and massaging and treating scalp.",
      "skills": [
        "Creativity",
        "Social Perceptiveness",
        "Communication",
        "Customer Service",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "39-5094",
      "title": "Skincare Specialists",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 41240,
      "hourly_wage_usd": 19.83,
      "projected_growth_pct": 12,
      "employment_volume": 82200,
      "description": "Provide skincare treatments to face and body to enhance an individual's appearance.",
      "skills": [
        "Customer Service",
        "Social Perceptiveness",
        "Communication",
        "Fine Motor Skills",
        "Empathy"
      ]
    },
    {
      "soc": "39-9011",
      "title": "Childcare Workers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 30370,
      "hourly_wage_usd": 14.6,
      "projected_growth_pct": 3,
      "employment_volume": 544800,
      "description": "Attend to children at schools, businesses, private households, and childcare institutions.",
      "skills": [
        "Social Perceptiveness",
        "Empathy",
        "Communication",
        "Patience",
        "Creativity"
      ]
    },
    {
      "soc": "39-9031",
      "title": "Exercise Trainers and Group Fitness Instructors",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 46480,
      "hourly_wage_usd": 22.35,
      "projected_growth_pct": 14,
      "employment_volume": 382600,
      "description": "Instruct or coach groups or individuals in exercise activities for the primary purpose of personal fitness.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Instructing",
        "Empathy"
      ]
    },
    {
      "soc": "41-1012",
      "title": "First-Line Supervisors of Non-Retail Sales Workers",
      "replaceability_score": 24,
      "tier": "shielded",
      "median_wage_usd": 90880,
      "hourly_wage_usd": 43.69,
      "projected_growth_pct": 3,
      "employment_volume": 289300,
      "description": "Directly supervise and coordinate activities of sales workers other than retail sales workers.",
      "skills": [
        "Leadership",
        "Communication",
        "Persuasion",
        "Coordination",
        "Decision Making"
      ]
    },
    {
      "soc": "41-2031",
      "title": "Retail Salespersons",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 33920,
      "hourly_wage_usd": 16.31,
      "projected_growth_pct": 0,
      "employment_volume": 3682400,
      "description": "Sell merchandise, such as furniture, motor vehicles, appliances, or apparel to consumers.",
      "skills": [
        "Communication",
        "Customer Service",
        "Persuasion",
        "Social Perceptiveness",
        "Product Knowledge"
      ]
    },
    {
      "soc": "41-3011",
      "title": "Advertising Sales Agents",
      "replaceability_score": 54,
      "tier": "exposed",
      "median_wage_usd": 60750,
      "hourly_wage_usd": 29.21,
      "projected_growth_pct": -7,
      "employment_volume": 111000,
      "description": "Sell or solicit advertising space, time, or media in publications, signage, TV, radio, or Internet establishments.",
      "skills": [
        "Persuasion",
        "Communication",
        "Negotiation",
        "Customer Service",
        "Analytics"
      ]
    },
    {
      "soc": "41-3021",
      "title": "Insurance Sales Agents",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 59080,
      "hourly_wage_usd": 28.4,
      "projected_growth_pct": 6,
      "employment_volume": 575800,
      "description": "Sell life, property, casualty, health, automotive, or other types of insurance.",
      "skills": [
        "Persuasion",
        "Communication",
        "Customer Service",
        "Analytics",
        "Negotiation"
      ]
    },
    {
      "soc": "41-3031",
      "title": "Securities, Commodities, and Financial Services Sales Agents",
      "replaceability_score": 46,
      "tier": "exposed",
      "median_wage_usd": 76990,
      "hourly_wage_usd": 37.01,
      "projected_growth_pct": 7,
      "employment_volume": 506100,
      "description": "Buy and sell securities or commodities in investment and trading firms, or provide financial services to businesses and individuals.",
      "skills": [
        "Persuasion",
        "Communication",
        "Analytics",
        "Decision Making",
        "Negotiation"
      ]
    },
    {
      "soc": "41-4012",
      "title": "Sales Representatives, Wholesale and Manufacturing",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 73080,
      "hourly_wage_usd": 35.13,
      "projected_growth_pct": 1,
      "employment_volume": 1354300,
      "description": "Sell goods for wholesalers or manufacturers to businesses or groups of individuals.",
      "skills": [
        "Persuasion",
        "Communication",
        "Customer Service",
        "Product Knowledge",
        "Negotiation"
      ]
    },
    {
      "soc": "41-9022",
      "title": "Real Estate Sales Agents",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 56620,
      "hourly_wage_usd": 27.22,
      "projected_growth_pct": 2,
      "employment_volume": 191200,
      "description": "Rent, buy, or sell property for clients. Perform duties such as study property listings and interview prospective clients.",
      "skills": [
        "Persuasion",
        "Communication",
        "Negotiation",
        "Customer Service",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "43-1011",
      "title": "First-Line Supervisors of Office and Administrative Support Workers",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 63450,
      "hourly_wage_usd": 30.51,
      "projected_growth_pct": 0,
      "employment_volume": 1575800,
      "description": "Directly supervise and coordinate the activities of clerical and administrative support workers.",
      "skills": [
        "Coordination",
        "Communication",
        "Leadership",
        "Problem Solving",
        "Time Management"
      ]
    },
    {
      "soc": "43-3011",
      "title": "Bill and Account Collectors",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 41300,
      "hourly_wage_usd": 19.86,
      "projected_growth_pct": -2,
      "employment_volume": 214900,
      "description": "Locate and notify customers of delinquent accounts by mail, telephone, or personal visit.",
      "skills": [
        "Communication",
        "Negotiation",
        "Persistence",
        "Customer Service",
        "Attention to Detail"
      ]
    },
    {
      "soc": "43-3031",
      "title": "Bookkeeping, Accounting, and Auditing Clerks",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 47440,
      "hourly_wage_usd": 22.81,
      "projected_growth_pct": -5,
      "employment_volume": 1533500,
      "description": "Compute, classify, and record numerical data to keep financial records complete.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Organization",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-3071",
      "title": "Tellers",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 37080,
      "hourly_wage_usd": 17.83,
      "projected_growth_pct": -15,
      "employment_volume": 358800,
      "description": "Receive and pay out money. Keep records of money and negotiable instruments involved in a financial institution's transactions.",
      "skills": [
        "Mathematics",
        "Customer Service",
        "Attention to Detail",
        "Communication",
        "Accuracy"
      ]
    },
    {
      "soc": "43-4051",
      "title": "Customer Service Representatives",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 39680,
      "hourly_wage_usd": 19.08,
      "projected_growth_pct": -5,
      "employment_volume": 2829600,
      "description": "Interact with customers to provide basic or scripted information in response to routine inquiries about products and services.",
      "skills": [
        "Communication",
        "Active Listening",
        "Customer Service",
        "Patience",
        "Problem Solving"
      ]
    },
    {
      "soc": "43-4171",
      "title": "Receptionists and Information Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 35880,
      "hourly_wage_usd": 17.25,
      "projected_growth_pct": -5,
      "employment_volume": 1080700,
      "description": "Answer inquiries and provide information to the general public, customers, visitors, and other interested parties.",
      "skills": [
        "Communication",
        "Customer Service",
        "Organization",
        "Attention to Detail",
        "Multitasking"
      ]
    },
    {
      "soc": "43-5061",
      "title": "Production, Planning, and Expediting Clerks",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 55060,
      "hourly_wage_usd": 26.47,
      "projected_growth_pct": 2,
      "employment_volume": 440100,
      "description": "Coordinate and expedite the flow of work and materials within or between departments of an establishment.",
      "skills": [
        "Coordination",
        "Communication",
        "Organization",
        "Problem Solving",
        "Time Management"
      ]
    },
    {
      "soc": "43-6011",
      "title": "Executive Secretaries and Executive Administrative Assistants",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 72400,
      "hourly_wage_usd": 34.81,
      "projected_growth_pct": -14,
      "employment_volume": 420700,
      "description": "Provide high-level administrative support by conducting research, preparing statistical reports, and handling information requests.",
      "skills": [
        "Organization",
        "Communication",
        "Coordination",
        "Attention to Detail",
        "Time Management"
      ]
    },
    {
      "soc": "43-6014",
      "title": "Secretaries and Administrative Assistants",
      "replaceability_score": 76,
      "tier": "targeted",
      "median_wage_usd": 44400,
      "hourly_wage_usd": 21.35,
      "projected_growth_pct": -10,
      "employment_volume": 1752400,
      "description": "Perform routine clerical and administrative functions such as drafting correspondence, scheduling appointments, and organizing files.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Time Management",
        "Coordination"
      ]
    },
    {
      "soc": "43-9021",
      "title": "Data Entry Keyers",
      "replaceability_score": 96,
      "tier": "boss",
      "median_wage_usd": 37790,
      "hourly_wage_usd": 18.17,
      "projected_growth_pct": -22,
      "employment_volume": 162700,
      "description": "Operate data entry device, such as keyboard or photo composing perforator.",
      "skills": [
        "Attention to Detail",
        "Speed",
        "Accuracy",
        "Technical Knowledge",
        "Organization"
      ]
    },
    {
      "soc": "43-9061",
      "title": "Office Clerks, General",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 39760,
      "hourly_wage_usd": 19.12,
      "projected_growth_pct": -5,
      "employment_volume": 2856200,
      "description": "Perform duties too varied and diverse to be classified in any specific office clerical occupation.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Multitasking",
        "Time Management"
      ]
    },
    {
      "soc": "45-2092",
      "title": "Farmworkers and Laborers, Crop",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 33500,
      "hourly_wage_usd": 16.11,
      "projected_growth_pct": 2,
      "employment_volume": 277300,
      "description": "Manually plant, cultivate, and harvest vegetables, fruits, nuts, horticultural specialties, and field crops.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Coordination",
        "Adaptability"
      ]
    },
    {
      "soc": "47-2031",
      "title": "Carpenters",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 56350,
      "hourly_wage_usd": 27.09,
      "projected_growth_pct": 3,
      "employment_volume": 790000,
      "description": "Construct, erect, install, or repair structures and fixtures made of wood and comparable materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Problem Solving",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "47-2061",
      "title": "Construction Laborers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 44190,
      "hourly_wage_usd": 21.25,
      "projected_growth_pct": 5,
      "employment_volume": 1296100,
      "description": "Perform tasks involving physical labor at construction sites.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Adaptability"
      ]
    },
    {
      "soc": "47-2111",
      "title": "Electricians",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 65280,
      "hourly_wage_usd": 31.38,
      "projected_growth_pct": 6,
      "employment_volume": 739200,
      "description": "Install, maintain, and repair electrical wiring, equipment, and fixtures.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2152",
      "title": "Plumbers, Pipefitters, and Steamfitters",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 63700,
      "hourly_wage_usd": 30.62,
      "projected_growth_pct": 5,
      "employment_volume": 511900,
      "description": "Assemble, install, alter, and repair pipelines or pipe systems that carry water, steam, air, or other liquids or gases.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Mathematics"
      ]
    },
    {
      "soc": "49-3023",
      "title": "Automotive Service Technicians and Mechanics",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 48040,
      "hourly_wage_usd": 23.1,
      "projected_growth_pct": 2,
      "employment_volume": 730800,
      "description": "Diagnose, adjust, repair, or overhaul automotive vehicles.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "49-9021",
      "title": "Heating, AC, and Refrigeration Mechanics and Installers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 57670,
      "hourly_wage_usd": 27.73,
      "projected_growth_pct": 9,
      "employment_volume": 406900,
      "description": "Install or repair heating, central air conditioning, HVAC, or refrigeration systems.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Customer Service"
      ]
    },
    {
      "soc": "49-9071",
      "title": "Maintenance and Repair Workers, General",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 46700,
      "hourly_wage_usd": 22.45,
      "projected_growth_pct": 5,
      "employment_volume": 1511200,
      "description": "Perform work involving the skills of two or more maintenance or craft occupations to keep machines, mechanical equipment, or the structure of a building in repair.",
      "skills": [
        "Problem Solving",
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Coordination"
      ]
    },
    {
      "soc": "51-1011",
      "title": "First-Line Supervisors of Production and Operating Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 66620,
      "hourly_wage_usd": 32.03,
      "projected_growth_pct": -1,
      "employment_volume": 693600,
      "description": "Directly supervise and coordinate the activities of production and operating workers.",
      "skills": [
        "Leadership",
        "Coordination",
        "Communication",
        "Problem Solving",
        "Time Management"
      ]
    },
    {
      "soc": "51-2098",
      "title": "Assemblers and Fabricators, All Other",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 38760,
      "hourly_wage_usd": 18.63,
      "projected_growth_pct": -3,
      "employment_volume": 1086800,
      "description": "All assemblers and fabricators not listed separately.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-4041",
      "title": "Machinists",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 51050,
      "hourly_wage_usd": 24.54,
      "projected_growth_pct": 0,
      "employment_volume": 330600,
      "description": "Set up and operate a variety of machine tools to produce precision parts and instruments.",
      "skills": [
        "Attention to Detail",
        "Mathematics",
        "Technical Knowledge",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-9111",
      "title": "Packaging and Filling Machine Operators",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 37340,
      "hourly_wage_usd": 17.95,
      "projected_growth_pct": -3,
      "employment_volume": 285400,
      "description": "Operate or tend machines to prepare industrial or consumer products for storage or shipment.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "51-9198",
      "title": "Helpers--Production Workers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 34430,
      "hourly_wage_usd": 16.55,
      "projected_growth_pct": -2,
      "employment_volume": 333800,
      "description": "Help production workers by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Coordination",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "53-3032",
      "title": "Heavy and Tractor-Trailer Truck Drivers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 54320,
      "hourly_wage_usd": 26.12,
      "projected_growth_pct": 4,
      "employment_volume": 2038600,
      "description": "Drive a tractor-trailer combination or a truck with a capacity of at least 26,001 pounds GVWR.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Decision Making",
        "Time Management"
      ]
    },
    {
      "soc": "53-3033",
      "title": "Light Truck Drivers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 40410,
      "hourly_wage_usd": 19.43,
      "projected_growth_pct": 12,
      "employment_volume": 1028100,
      "description": "Drive a light vehicle, such as a truck or van, with a capacity of less than 26,001 pounds GVWR.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Time Management",
        "Customer Service",
        "Attention to Detail"
      ]
    },
    {
      "soc": "53-3054",
      "title": "Taxi Drivers",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 36480,
      "hourly_wage_usd": 17.54,
      "projected_growth_pct": 12,
      "employment_volume": 368300,
      "description": "Drive automobiles to transport passengers. May assist passengers with luggage.",
      "skills": [
        "Communication",
        "Customer Service",
        "Navigation",
        "Physical Stamina",
        "Reliability"
      ]
    },
    {
      "soc": "53-7062",
      "title": "Laborers and Freight, Stock, and Material Movers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 36500,
      "hourly_wage_usd": 17.55,
      "projected_growth_pct": 4,
      "employment_volume": 2696500,
      "description": "Manually move freight, stock, luggage, or materials, or perform other unskilled general labor.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Coordination",
        "Attention to Detail",
        "Time Management"
      ]
    },
    {
      "soc": "53-7065",
      "title": "Stockers and Order Fillers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 34680,
      "hourly_wage_usd": 16.67,
      "projected_growth_pct": 0,
      "employment_volume": 2186500,
      "description": "Receive, store, and issue merchandise, materials, equipment, and other items from stockroom, warehouse, or storage yard.",
      "skills": [
        "Physical Stamina",
        "Organization",
        "Attention to Detail",
        "Reliability",
        "Coordination"
      ]
    },
    {
      "soc": "41-2011",
      "title": "Cashiers",
      "replaceability_score": 92,
      "tier": "boss",
      "median_wage_usd": 30710,
      "hourly_wage_usd": 14.76,
      "projected_growth_pct": -10,
      "employment_volume": 3336300,
      "description": "Receive and disburse money in establishments other than financial institutions.",
      "skills": [
        "Customer Service",
        "Mathematics",
        "Communication",
        "Attention to Detail",
        "Speed"
      ]
    },
    {
      "soc": "29-1031",
      "title": "Dietitians and Nutritionists",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 69680,
      "hourly_wage_usd": 33.5,
      "projected_growth_pct": 7,
      "employment_volume": 83900,
      "description": "Plan and conduct food service or nutritional programs to assist in the promotion of health and control of disease.",
      "skills": [
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Active Learning",
        "Science"
      ]
    },
    {
      "soc": "29-1011",
      "title": "Chiropractors",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 75380,
      "hourly_wage_usd": 36.24,
      "projected_growth_pct": 4,
      "employment_volume": 37940,
      "description": "Assess, treat, and care for patients by manipulation of spine and musculoskeletal system.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Fine Motor Skills",
        "Empathy",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-1021",
      "title": "Dentists, General",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 172790,
      "hourly_wage_usd": 83.07,
      "projected_growth_pct": 4.1,
      "employment_volume": 157100,
      "description": "Examine, diagnose, and treat diseases, injuries, and malformations of teeth and gums.",
      "skills": [
        "Fine Motor Skills",
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-1122",
      "title": "Occupational Therapists",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 98340,
      "hourly_wage_usd": 47.28,
      "projected_growth_pct": 13.8,
      "employment_volume": 135400,
      "description": "Assess, plan, and organize rehabilitative programs that help build or restore vocational, homemaking, and daily living skills.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Creativity",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-1127",
      "title": "Speech-Language Pathologists",
      "replaceability_score": 9,
      "tier": "shielded",
      "median_wage_usd": 95410,
      "hourly_wage_usd": 45.87,
      "projected_growth_pct": 15,
      "employment_volume": 177500,
      "description": "Assess and treat persons with speech, language, voice, and fluency disorders.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Active Listening",
        "Patience"
      ]
    },
    {
      "soc": "29-1131",
      "title": "Veterinarians",
      "replaceability_score": 7,
      "tier": "shielded",
      "median_wage_usd": 125510,
      "hourly_wage_usd": 60.34,
      "projected_growth_pct": 9.6,
      "employment_volume": 90200,
      "description": "Diagnose, treat, or research diseases and injuries of animals.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving",
        "Empathy"
      ]
    },
    {
      "soc": "29-1151",
      "title": "Nurse Anesthetists",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 212040,
      "hourly_wage_usd": 101.94,
      "projected_growth_pct": 9,
      "employment_volume": 46820,
      "description": "Administer anesthesia, monitor patient's vital signs, and oversee patient recovery from anesthesia.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Attention to Detail",
        "Decision Making",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-1229",
      "title": "Surgeons, All Other",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 260000,
      "hourly_wage_usd": 125,
      "projected_growth_pct": 3,
      "employment_volume": 36200,
      "description": "Perform surgical procedures to treat diseases, injuries, or deformities.",
      "skills": [
        "Fine Motor Skills",
        "Critical Thinking",
        "Decision Making",
        "Communication",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-2034",
      "title": "Radiologic Technologists and Technicians",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 73410,
      "hourly_wage_usd": 35.29,
      "projected_growth_pct": 6,
      "employment_volume": 217100,
      "description": "Take X-rays and CAT scans or administer nonradioactive materials into patients' bloodstream for diagnostic or research purposes.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2052",
      "title": "Pharmacy Technicians",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 40300,
      "hourly_wage_usd": 19.38,
      "projected_growth_pct": 6,
      "employment_volume": 462600,
      "description": "Prepare medications under the direction of a pharmacist. May measure, mix, count out, label, and record amounts and dosages of medications.",
      "skills": [
        "Attention to Detail",
        "Customer Service",
        "Mathematics",
        "Communication",
        "Organization"
      ]
    },
    {
      "soc": "29-2055",
      "title": "Surgical Technologists",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 60370,
      "hourly_wage_usd": 29.02,
      "projected_growth_pct": 6,
      "employment_volume": 117300,
      "description": "Assist in operations, under the supervision of surgeons, registered nurses, or other surgical personnel.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Technical Knowledge",
        "Coordination",
        "Physical Stamina"
      ]
    },
    {
      "soc": "31-1131",
      "title": "Nursing Assistants",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 38200,
      "hourly_wage_usd": 18.37,
      "projected_growth_pct": 4,
      "employment_volume": 1521700,
      "description": "Provide or assist with basic care or support under the direction of onsite licensed nursing staff.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "31-2021",
      "title": "Physical Therapist Assistants",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 64080,
      "hourly_wage_usd": 30.81,
      "projected_growth_pct": 14,
      "employment_volume": 102300,
      "description": "Assist physical therapists in providing physical therapy treatments and procedures.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Empathy",
        "Instructing"
      ]
    },
    {
      "soc": "31-9097",
      "title": "Phlebotomists",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 42040,
      "hourly_wage_usd": 20.21,
      "projected_growth_pct": 11,
      "employment_volume": 145200,
      "description": "Draw blood for tests, transfusions, donations, or research.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Fine Motor Skills",
        "Patience"
      ]
    },
    {
      "soc": "39-2021",
      "title": "Animal Caretakers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 32810,
      "hourly_wage_usd": 15.77,
      "projected_growth_pct": 14,
      "employment_volume": 294500,
      "description": "Feed, water, groom, bathe, exercise, or otherwise care for pets and other nonfarm animals.",
      "skills": [
        "Physical Stamina",
        "Social Perceptiveness",
        "Communication",
        "Patience",
        "Attention to Detail"
      ]
    },
    {
      "soc": "39-5011",
      "title": "Barbers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 37920,
      "hourly_wage_usd": 18.23,
      "projected_growth_pct": 5,
      "employment_volume": 87700,
      "description": "Provide barbering services, such as cutting, trimming, shampooing, and styling hair.",
      "skills": [
        "Creativity",
        "Social Perceptiveness",
        "Communication",
        "Customer Service",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "39-9032",
      "title": "Recreation Workers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 33640,
      "hourly_wage_usd": 16.17,
      "projected_growth_pct": 7,
      "employment_volume": 444200,
      "description": "Conduct recreation activities with groups in public, private, or volunteer agencies or recreation facilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Creativity",
        "Leadership",
        "Empathy"
      ]
    },
    {
      "soc": "39-3091",
      "title": "Amusement and Recreation Attendants",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 29520,
      "hourly_wage_usd": 14.19,
      "projected_growth_pct": 9,
      "employment_volume": 359100,
      "description": "Perform a variety of attending duties at amusement or recreation facility.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Coordination"
      ]
    },
    {
      "soc": "47-2073",
      "title": "Operating Engineers and Other Construction Equipment Operators",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 56810,
      "hourly_wage_usd": 27.31,
      "projected_growth_pct": 4,
      "employment_volume": 455200,
      "description": "Operate one or several types of power construction equipment.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Technical Knowledge",
        "Problem Solving"
      ]
    },
    {
      "soc": "47-4011",
      "title": "Construction and Building Inspectors",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 65740,
      "hourly_wage_usd": 31.61,
      "projected_growth_pct": 1,
      "employment_volume": 147000,
      "description": "Inspect structures using engineering skills to determine structural soundness and compliance with specifications, building codes, and other regulations.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Communication",
        "Critical Thinking",
        "Problem Solving"
      ]
    },
    {
      "soc": "49-1011",
      "title": "First-Line Supervisors of Mechanics, Installers, and Repairers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 77380,
      "hourly_wage_usd": 37.2,
      "projected_growth_pct": 2,
      "employment_volume": 555200,
      "description": "Directly supervise and coordinate the activities of mechanics, installers, and repairers.",
      "skills": [
        "Leadership",
        "Technical Knowledge",
        "Communication",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "49-3042",
      "title": "Mobile Heavy Equipment Mechanics",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 62190,
      "hourly_wage_usd": 29.9,
      "projected_growth_pct": 5,
      "employment_volume": 167500,
      "description": "Diagnose, adjust, repair, or overhaul mobile mechanical, hydraulic, and pneumatic equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Coordination"
      ]
    },
    {
      "soc": "49-9041",
      "title": "Industrial Machinery Mechanics",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 62090,
      "hourly_wage_usd": 29.85,
      "projected_growth_pct": 15,
      "employment_volume": 419700,
      "description": "Repair, install, adjust, or maintain industrial production and processing machinery or refinery and pipeline distribution systems.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Coordination"
      ]
    },
    {
      "soc": "51-4121",
      "title": "Welders, Cutters, Solderers, and Brazers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 48560,
      "hourly_wage_usd": 23.35,
      "projected_growth_pct": 1,
      "employment_volume": 393800,
      "description": "Use hand-welding, flame-cutting, hand-soldering, or brazing equipment to weld or join metal components.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Fine Motor Skills",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-9061",
      "title": "Inspectors, Testers, Sorters, Samplers, and Weighers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 44880,
      "hourly_wage_usd": 21.58,
      "projected_growth_pct": -3,
      "employment_volume": 605500,
      "description": "Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Communication",
        "Problem Solving",
        "Reliability"
      ]
    },
    {
      "soc": "53-1042",
      "title": "First-Line Supervisors of Transportation Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 61730,
      "hourly_wage_usd": 29.68,
      "projected_growth_pct": 5,
      "employment_volume": 281000,
      "description": "Directly supervise and coordinate activities of transportation and material-moving machine and vehicle operators.",
      "skills": [
        "Leadership",
        "Communication",
        "Coordination",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "53-3031",
      "title": "Driver/Sales Workers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 36170,
      "hourly_wage_usd": 17.39,
      "projected_growth_pct": 3,
      "employment_volume": 434800,
      "description": "Drive truck or other vehicle over established routes or within an established territory and sell or deliver goods.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Reliability",
        "Time Management"
      ]
    },
    {
      "soc": "53-4011",
      "title": "Locomotive Engineers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 78620,
      "hourly_wage_usd": 37.8,
      "projected_growth_pct": -5,
      "employment_volume": 37000,
      "description": "Drive electric, diesel-electric, steam, or gas-turbine-electric locomotives to transport passengers and freight.",
      "skills": [
        "Attention to Detail",
        "Decision Making",
        "Physical Stamina",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "53-6021",
      "title": "Parking Attendants",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 31500,
      "hourly_wage_usd": 15.14,
      "projected_growth_pct": 3,
      "employment_volume": 149800,
      "description": "Park vehicles or issue tickets for customers in a parking lot or parking garage.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "53-7051",
      "title": "Industrial Truck and Tractor Operators",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42360,
      "hourly_wage_usd": 20.37,
      "projected_growth_pct": 1,
      "employment_volume": 824800,
      "description": "Operate industrial trucks or tractors equipped to move materials around a warehouse, storage yard, factory, construction site, or similar location.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "11-3013",
      "title": "Facilities Managers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 104900,
      "hourly_wage_usd": 50.43,
      "projected_growth_pct": 5,
      "employment_volume": 161800,
      "description": "Plan, direct, or coordinate operations and functionalities of facilities and buildings.",
      "skills": [
        "Coordination",
        "Communication",
        "Problem Solving",
        "Leadership",
        "Organization"
      ]
    },
    {
      "soc": "11-9032",
      "title": "Education Administrators, Kindergarten through Secondary",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 103460,
      "hourly_wage_usd": 49.74,
      "projected_growth_pct": 1,
      "employment_volume": 301200,
      "description": "Plan, direct, or coordinate the academic, administrative, or auxiliary activities of kindergarten through secondary school programs.",
      "skills": [
        "Leadership",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "11-9033",
      "title": "Education Administrators, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 102610,
      "hourly_wage_usd": 49.33,
      "projected_growth_pct": 4,
      "employment_volume": 196600,
      "description": "Plan, direct, or coordinate student instruction, administration, and services, and other research and educational activities at postsecondary institutions.",
      "skills": [
        "Leadership",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "11-9051",
      "title": "Food Service Managers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 63060,
      "hourly_wage_usd": 30.32,
      "projected_growth_pct": 6,
      "employment_volume": 406200,
      "description": "Plan, direct, or coordinate activities of an organization or department that serves food and beverages.",
      "skills": [
        "Coordination",
        "Communication",
        "Social Perceptiveness",
        "Leadership",
        "Problem Solving"
      ]
    },
    {
      "soc": "11-9071",
      "title": "Gambling Managers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 88120,
      "hourly_wage_usd": 42.37,
      "projected_growth_pct": 3,
      "employment_volume": 5100,
      "description": "Plan, direct, or coordinate gambling operations in a casino.",
      "skills": [
        "Leadership",
        "Communication",
        "Decision Making",
        "Problem Solving",
        "Mathematics"
      ]
    },
    {
      "soc": "11-9081",
      "title": "Lodging Managers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 62020,
      "hourly_wage_usd": 29.82,
      "projected_growth_pct": 8,
      "employment_volume": 48300,
      "description": "Plan, direct, or coordinate activities of an organization or department that provides lodging and other accommodations.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Coordination",
        "Leadership",
        "Customer Service"
      ]
    },
    {
      "soc": "13-1031",
      "title": "Claims Adjusters, Examiners, and Investigators",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 75070,
      "hourly_wage_usd": 36.09,
      "projected_growth_pct": -4,
      "employment_volume": 301200,
      "description": "Review settled claims to determine that payments and settlements are made in accordance with company practices and procedures.",
      "skills": [
        "Analytics",
        "Communication",
        "Attention to Detail",
        "Critical Thinking",
        "Negotiation"
      ]
    },
    {
      "soc": "13-1199",
      "title": "Business Operations Specialists, All Other",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 82720,
      "hourly_wage_usd": 39.77,
      "projected_growth_pct": 5,
      "employment_volume": 976200,
      "description": "All business operations specialists not listed separately.",
      "skills": [
        "Communication",
        "Analytics",
        "Problem Solving",
        "Organization",
        "Critical Thinking"
      ]
    },
    {
      "soc": "13-2041",
      "title": "Credit Analysts",
      "replaceability_score": 100,
      "tier": "boss",
      "median_wage_usd": 80970,
      "hourly_wage_usd": 38.93,
      "projected_growth_pct": -4.4,
      "employment_volume": 63700,
      "description": "Analyze credit data and financial statements of individuals or firms to determine the degree of risk involved in extending credit or lending money.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "15-1212",
      "title": "Information Security Analysts",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 120360,
      "hourly_wage_usd": 57.87,
      "projected_growth_pct": 33,
      "employment_volume": 188100,
      "description": "Plan, implement, upgrade, or monitor security measures for the protection of computer networks and information.",
      "skills": [
        "Critical Thinking",
        "Technical Knowledge",
        "Problem Solving",
        "Communication",
        "Analytics"
      ]
    },
    {
      "soc": "15-1221",
      "title": "Computer and Information Research Scientists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 145080,
      "hourly_wage_usd": 69.75,
      "projected_growth_pct": 26,
      "employment_volume": 40200,
      "description": "Conduct research into fundamental computer and information science as theorists, designers, or inventors.",
      "skills": [
        "Critical Thinking",
        "Creativity",
        "Mathematics",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "15-1231",
      "title": "Computer Network Support Specialists",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 72060,
      "hourly_wage_usd": 34.64,
      "projected_growth_pct": 2,
      "employment_volume": 170900,
      "description": "Analyze, test, troubleshoot, and evaluate existing network systems, such as local area networks, wide area networks, cloud networks, and Internet systems.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Communication",
        "Analytics",
        "Attention to Detail"
      ]
    },
    {
      "soc": "15-1256",
      "title": "Database Administrators",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 101510,
      "hourly_wage_usd": 48.8,
      "projected_growth_pct": 8,
      "employment_volume": 163500,
      "description": "Administer, test, and implement computer databases, applying knowledge of database management systems.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "15-1257",
      "title": "Database Architects",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 135980,
      "hourly_wage_usd": 65.38,
      "projected_growth_pct": 8.7,
      "employment_volume": 96200,
      "description": "Design strategies for enterprise databases, data warehouse systems, and multidatabase systems.",
      "skills": [
        "Systems Thinking",
        "Technical Knowledge",
        "Problem Solving",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "17-2061",
      "title": "Computer Hardware Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 138200,
      "hourly_wage_usd": 66.44,
      "projected_growth_pct": 7,
      "employment_volume": 86200,
      "description": "Research, design, develop, or test computer or computer-related equipment for commercial, industrial, military, or scientific use.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Creativity",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "17-2081",
      "title": "Environmental Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 100090,
      "hourly_wage_usd": 48.12,
      "projected_growth_pct": 6,
      "employment_volume": 46300,
      "description": "Research, design, plan, or perform engineering duties in the prevention, control, and remediation of environmental hazards.",
      "skills": [
        "Critical Thinking",
        "Problem Solving",
        "Mathematics",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "17-2171",
      "title": "Petroleum Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 135690,
      "hourly_wage_usd": 65.24,
      "projected_growth_pct": -2,
      "employment_volume": 28700,
      "description": "Devise methods to improve oil and gas extraction and production and determine the need for new or modified tool designs.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "17-3011",
      "title": "Architectural and Civil Drafters",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 63840,
      "hourly_wage_usd": 30.69,
      "projected_growth_pct": 0,
      "employment_volume": 78400,
      "description": "Prepare detailed drawings of architectural and structural features of buildings or infrastructure.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Creativity"
      ]
    },
    {
      "soc": "17-3023",
      "title": "Electrical and Electronic Engineering Technologists and Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 70030,
      "hourly_wage_usd": 33.67,
      "projected_growth_pct": 2,
      "employment_volume": 124100,
      "description": "Apply electrical and electronic theory and related knowledge, usually under the direction of engineering staff.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "19-1013",
      "title": "Soil and Plant Scientists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 70150,
      "hourly_wage_usd": 33.73,
      "projected_growth_pct": 7,
      "employment_volume": 18300,
      "description": "Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-2031",
      "title": "Chemists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 84680,
      "hourly_wage_usd": 40.71,
      "projected_growth_pct": 6,
      "employment_volume": 82100,
      "description": "Conduct qualitative and quantitative chemical analyses or experiments in laboratories for quality or process control or to develop new products or knowledge.",
      "skills": [
        "Critical Thinking",
        "Research",
        "Attention to Detail",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "19-2041",
      "title": "Environmental Scientists and Specialists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 78980,
      "hourly_wage_usd": 37.97,
      "projected_growth_pct": 6,
      "employment_volume": 82400,
      "description": "Conduct research or perform investigation for the purpose of identifying, abating, or eliminating sources of pollutants or hazards.",
      "skills": [
        "Critical Thinking",
        "Research",
        "Communication",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "21-1015",
      "title": "Rehabilitation Counselors",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 42280,
      "hourly_wage_usd": 20.33,
      "projected_growth_pct": 3,
      "employment_volume": 130600,
      "description": "Counsel individuals to maximize the independence and employability of persons coping with personal, social, and vocational difficulties.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1022",
      "title": "Healthcare Social Workers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 62940,
      "hourly_wage_usd": 30.26,
      "projected_growth_pct": 7,
      "employment_volume": 198200,
      "description": "Provide individuals, families, and groups with the psychosocial support needed to cope with chronic, acute, or terminal illnesses.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Communication",
        "Active Listening",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1093",
      "title": "Social and Human Service Assistants",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 39860,
      "hourly_wage_usd": 19.16,
      "projected_growth_pct": 8,
      "employment_volume": 450800,
      "description": "Assist in providing client services in a wide variety of fields, such as psychology, rehabilitation, or social work.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Organization",
        "Active Listening"
      ]
    },
    {
      "soc": "23-1012",
      "title": "Judicial Law Clerks",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 59590,
      "hourly_wage_usd": 28.65,
      "projected_growth_pct": 3,
      "employment_volume": 14300,
      "description": "Assist judges in court by researching issues before the court and drafting orders and opinions.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Attention to Detail",
        "Analytics"
      ]
    },
    {
      "soc": "25-1021",
      "title": "Computer Science Teachers, Postsecondary",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 97210,
      "hourly_wage_usd": 46.74,
      "projected_growth_pct": 5,
      "employment_volume": 53200,
      "description": "Teach courses in computer science at the postsecondary level.",
      "skills": [
        "Instructing",
        "Technical Knowledge",
        "Communication",
        "Critical Thinking",
        "Creativity"
      ]
    },
    {
      "soc": "25-2011",
      "title": "Preschool Teachers",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 37750,
      "hourly_wage_usd": 18.15,
      "projected_growth_pct": 3,
      "employment_volume": 512150,
      "description": "Instruct preschool-aged children in activities designed to promote social, physical, and intellectual growth.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Creativity",
        "Patience"
      ]
    },
    {
      "soc": "25-2032",
      "title": "Career/Technical Education Teachers, Secondary School",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 65220,
      "hourly_wage_usd": 31.36,
      "projected_growth_pct": 1,
      "employment_volume": 147300,
      "description": "Teach occupational, career and technical, or vocational subjects at the secondary school level.",
      "skills": [
        "Instructing",
        "Communication",
        "Technical Knowledge",
        "Social Perceptiveness",
        "Patience"
      ]
    },
    {
      "soc": "25-3011",
      "title": "Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 62020,
      "hourly_wage_usd": 29.82,
      "projected_growth_pct": 4,
      "employment_volume": 63400,
      "description": "Teach or instruct out-of-school youths and adults in remedial education classes, preparatory classes for the GED test, or English as a Second Language.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Patience"
      ]
    },
    {
      "soc": "25-9031",
      "title": "Instructional Coordinators",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 74620,
      "hourly_wage_usd": 35.88,
      "projected_growth_pct": 2,
      "employment_volume": 213400,
      "description": "Develop instructional material, coordinate educational content, and incorporate current technology into instruction.",
      "skills": [
        "Instructing",
        "Communication",
        "Creativity",
        "Critical Thinking",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "27-1014",
      "title": "Special Effects Artists and Animators",
      "replaceability_score": 70,
      "tier": "targeted",
      "median_wage_usd": 99800,
      "hourly_wage_usd": 47.98,
      "projected_growth_pct": 1.6,
      "employment_volume": 84400,
      "description": "Create special effects or animations using film, video, computers, or other electronic tools and media.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Originality",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "27-2022",
      "title": "Coaches and Scouts",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 46760,
      "hourly_wage_usd": 22.48,
      "projected_growth_pct": 12,
      "employment_volume": 315200,
      "description": "Instruct or coach groups or individuals in the fundamentals of sports for the primary purpose of competition.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Instructing",
        "Leadership",
        "Empathy"
      ]
    },
    {
      "soc": "27-3031",
      "title": "Public Relations Specialists",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 66750,
      "hourly_wage_usd": 32.09,
      "projected_growth_pct": 6,
      "employment_volume": 346700,
      "description": "Promote or create an intended public image for individuals, groups, or organizations.",
      "skills": [
        "Communication",
        "Creativity",
        "Social Perceptiveness",
        "Persuasion",
        "Critical Thinking"
      ]
    },
    {
      "soc": "29-1081",
      "title": "Podiatrists",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 152640,
      "hourly_wage_usd": 73.38,
      "projected_growth_pct": 1,
      "employment_volume": 10700,
      "description": "Diagnose and treat diseases and deformities of the human foot.",
      "skills": [
        "Fine Motor Skills",
        "Communication",
        "Social Perceptiveness",
        "Critical Thinking",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-1181",
      "title": "Audiologists",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 87740,
      "hourly_wage_usd": 42.18,
      "projected_growth_pct": 10,
      "employment_volume": 14400,
      "description": "Assess and treat persons with hearing and related disorders.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Technical Knowledge",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1211",
      "title": "Anesthesiologists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 302970,
      "hourly_wage_usd": 145.66,
      "projected_growth_pct": 3,
      "employment_volume": 33100,
      "description": "Administer anesthetics and analgesics for the management of pain during and after surgical procedures.",
      "skills": [
        "Critical Thinking",
        "Decision Making",
        "Communication",
        "Attention to Detail",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-1216",
      "title": "General Internal Medicine Physicians",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 224460,
      "hourly_wage_usd": 107.91,
      "projected_growth_pct": 3,
      "employment_volume": 59500,
      "description": "Diagnose and provide non-surgical treatment of diseases and injuries of internal organ systems.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Decision Making"
      ]
    },
    {
      "soc": "29-1223",
      "title": "Psychiatrists",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 247350,
      "hourly_wage_usd": 118.92,
      "projected_growth_pct": 3,
      "employment_volume": 25160,
      "description": "Diagnose, treat, and help prevent disorders of the mind.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1224",
      "title": "Radiologists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 340280,
      "hourly_wage_usd": 163.6,
      "projected_growth_pct": 3,
      "employment_volume": 33900,
      "description": "Examine and diagnose disorders and diseases using X-rays and radioactive materials.",
      "skills": [
        "Critical Thinking",
        "Attention to Detail",
        "Communication",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "29-1241",
      "title": "Ophthalmologists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 302000,
      "hourly_wage_usd": 145.19,
      "projected_growth_pct": 3,
      "employment_volume": 16400,
      "description": "Diagnose and perform surgery to treat and help prevent disorders and diseases of the eye.",
      "skills": [
        "Fine Motor Skills",
        "Communication",
        "Critical Thinking",
        "Attention to Detail",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-1243",
      "title": "Pediatricians, General",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 198420,
      "hourly_wage_usd": 95.39,
      "projected_growth_pct": 3,
      "employment_volume": 30900,
      "description": "Diagnose, treat, and help prevent diseases and injuries in children.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1291",
      "title": "Acupuncturists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 71310,
      "hourly_wage_usd": 34.28,
      "projected_growth_pct": 17,
      "employment_volume": 8300,
      "description": "Diagnose and treat disorders by manipulating the flow of energy in the body through the insertion of needles at specific points.",
      "skills": [
        "Fine Motor Skills",
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Active Listening"
      ]
    },
    {
      "soc": "29-2042",
      "title": "Emergency Medical Technicians",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 40030,
      "hourly_wage_usd": 19.25,
      "projected_growth_pct": 5,
      "employment_volume": 270200,
      "description": "Assess injuries, administer emergency medical care, and transport sick or injured persons to medical facilities.",
      "skills": [
        "Decision Making",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-9092",
      "title": "Genetic Counselors",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 93560,
      "hourly_wage_usd": 44.98,
      "projected_growth_pct": 18,
      "employment_volume": 5100,
      "description": "Assess individual or family risk for a variety of inherited conditions.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "31-2011",
      "title": "Occupational Therapy Assistants",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 67420,
      "hourly_wage_usd": 32.41,
      "projected_growth_pct": 18,
      "employment_volume": 49400,
      "description": "Assist occupational therapists in providing occupational therapy treatments and procedures.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "33-2011",
      "title": "Firefighters",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 57120,
      "hourly_wage_usd": 27.46,
      "projected_growth_pct": 4,
      "employment_volume": 330800,
      "description": "Control and extinguish fires or respond to emergency situations where life, property, or the environment is at risk.",
      "skills": [
        "Physical Stamina",
        "Decision Making",
        "Communication",
        "Courage",
        "Coordination"
      ]
    },
    {
      "soc": "33-3012",
      "title": "Correctional Officers and Jailers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 49610,
      "hourly_wage_usd": 23.85,
      "projected_growth_pct": -6,
      "employment_volume": 392900,
      "description": "Guard inmates in penal or rehabilitative institutions in accordance with established regulations and procedures.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Decision Making",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-3021",
      "title": "Detectives and Criminal Investigators",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 95500,
      "hourly_wage_usd": 45.91,
      "projected_growth_pct": 3,
      "employment_volume": 121100,
      "description": "Conduct investigations related to suspected violations of federal, state, or local laws.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "35-2021",
      "title": "Food Preparation Workers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 31170,
      "hourly_wage_usd": 14.99,
      "projected_growth_pct": 5,
      "employment_volume": 1091800,
      "description": "Perform a variety of food preparation duties other than cooking.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Reliability",
        "Time Management"
      ]
    },
    {
      "soc": "37-3011",
      "title": "Landscaping and Groundskeeping Workers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37750,
      "hourly_wage_usd": 18.15,
      "projected_growth_pct": 5,
      "employment_volume": 1165400,
      "description": "Landscape or maintain grounds of property using hand or power tools or equipment.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "39-4031",
      "title": "Morticians, Undertakers, and Funeral Arrangers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 57300,
      "hourly_wage_usd": 27.55,
      "projected_growth_pct": 3,
      "employment_volume": 23500,
      "description": "Perform various tasks to arrange and direct individual funeral services and handle the remains of the deceased.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Organization",
        "Attention to Detail"
      ]
    },
    {
      "soc": "41-1011",
      "title": "First-Line Supervisors of Retail Sales Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 46310,
      "hourly_wage_usd": 22.26,
      "projected_growth_pct": 0,
      "employment_volume": 1242600,
      "description": "Directly supervise and coordinate activities of retail sales workers in an establishment or department.",
      "skills": [
        "Leadership",
        "Communication",
        "Customer Service",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "41-9021",
      "title": "Real Estate Brokers",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 68630,
      "hourly_wage_usd": 33,
      "projected_growth_pct": 2,
      "employment_volume": 51900,
      "description": "Operate real estate office, or work for commercial real estate firm, overseeing real estate transactions.",
      "skills": [
        "Persuasion",
        "Communication",
        "Negotiation",
        "Leadership",
        "Customer Service"
      ]
    },
    {
      "soc": "43-4111",
      "title": "Interviewers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 38520,
      "hourly_wage_usd": 18.52,
      "projected_growth_pct": -5,
      "employment_volume": 143200,
      "description": "Interview persons by telephone, mail, in person, or by other means for the purpose of completing forms, applications, or questionnaires.",
      "skills": [
        "Communication",
        "Active Listening",
        "Attention to Detail",
        "Organization",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "43-5071",
      "title": "Shipping, Receiving, and Inventory Clerks",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 38280,
      "hourly_wage_usd": 18.4,
      "projected_growth_pct": -5,
      "employment_volume": 692600,
      "description": "Verify and maintain records on incoming and outgoing shipments involving inventory.",
      "skills": [
        "Attention to Detail",
        "Organization",
        "Physical Stamina",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "47-1011",
      "title": "First-Line Supervisors of Construction Trades and Extraction Workers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 77650,
      "hourly_wage_usd": 37.33,
      "projected_growth_pct": 4,
      "employment_volume": 774300,
      "description": "Directly supervise and coordinate activities of construction or extraction workers.",
      "skills": [
        "Leadership",
        "Communication",
        "Coordination",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "49-2022",
      "title": "Telecommunications Equipment Installers and Repairers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 65010,
      "hourly_wage_usd": 31.26,
      "projected_growth_pct": -5,
      "employment_volume": 179100,
      "description": "Install, set up, rearrange, or remove switching, distribution, routing, and dialing equipment used in central offices or headends.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Communication"
      ]
    },
    {
      "soc": "51-3011",
      "title": "Bakers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 35540,
      "hourly_wage_usd": 17.09,
      "projected_growth_pct": 9,
      "employment_volume": 230600,
      "description": "Mix and bake ingredients to produce breads, rolls, cookies, cakes, pies, pastries, or other baked goods.",
      "skills": [
        "Attention to Detail",
        "Creativity",
        "Physical Stamina",
        "Time Management",
        "Coordination"
      ]
    },
    {
      "soc": "53-2012",
      "title": "Commercial Pilots",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 113080,
      "hourly_wage_usd": 54.37,
      "projected_growth_pct": 6,
      "employment_volume": 44300,
      "description": "Pilot and navigate the flight of fixed-wing aircraft on nonscheduled air carrier routes, or helicopters.",
      "skills": [
        "Decision Making",
        "Attention to Detail",
        "Communication",
        "Physical Stamina",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "53-2011",
      "title": "Airline Pilots, Copilots, and Flight Engineers",
      "replaceability_score": 65,
      "tier": "targeted",
      "median_wage_usd": 226600,
      "hourly_wage_usd": 108.94,
      "projected_growth_pct": 3.9,
      "employment_volume": 97700,
      "description": "Pilot and navigate the flight of fixed-wing aircraft, usually on scheduled air carrier routes.",
      "skills": [
        "Decision Making",
        "Attention to Detail",
        "Communication",
        "Technical Knowledge",
        "Coordination"
      ]
    },
    {
      "soc": "25-4013",
      "title": "Museum Technicians and Conservators",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 53620,
      "hourly_wage_usd": 25.78,
      "projected_growth_pct": 3,
      "employment_volume": 15900,
      "description": "Restore, maintain, or prepare objects in museum collections for storage, research, or exhibit.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Research",
        "Creativity"
      ]
    },
    {
      "soc": "39-3031",
      "title": "Ushers, Lobby Attendants, and Ticket Takers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 28640,
      "hourly_wage_usd": 13.77,
      "projected_growth_pct": 5,
      "employment_volume": 167500,
      "description": "Assist patrons at entertainment events by performing duties such as collecting admission tickets and passes.",
      "skills": [
        "Customer Service",
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Reliability"
      ]
    },
    {
      "soc": "31-9011",
      "title": "Massage Therapists",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 55310,
      "hourly_wage_usd": 26.59,
      "projected_growth_pct": 18,
      "employment_volume": 120600,
      "description": "Perform therapeutic massages of soft tissues and joints. May assist in the assessment of range of motion and muscle strength.",
      "skills": [
        "Fine Motor Skills",
        "Physical Stamina",
        "Communication",
        "Social Perceptiveness",
        "Empathy"
      ]
    },
    {
      "soc": "17-1011",
      "title": "Architects, Except Landscape and Naval",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 96640,
      "hourly_wage_usd": 46.46,
      "projected_growth_pct": 5,
      "employment_volume": 123700,
      "description": "Plan and design structures, such as private residences, office buildings, theaters, factories, and other structural property.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Communication",
        "Problem Solving",
        "Originality"
      ]
    },
    {
      "soc": "11-9151",
      "title": "Social and Community Service Managers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 77030,
      "hourly_wage_usd": 37.03,
      "projected_growth_pct": 9,
      "employment_volume": 207100,
      "description": "Plan, direct, or coordinate the activities of a social service program or community outreach organization.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Leadership",
        "Empathy",
        "Problem Solving"
      ]
    },
    {
      "soc": "15-2011",
      "title": "Actuaries",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 120000,
      "hourly_wage_usd": 57.69,
      "projected_growth_pct": 23,
      "employment_volume": 32300,
      "description": "Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Critical Thinking",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "13-1023",
      "title": "Purchasing Agents",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 66800,
      "hourly_wage_usd": 32.12,
      "projected_growth_pct": -5,
      "employment_volume": 232000,
      "description": "Purchase machinery, equipment, tools, parts, supplies, or services necessary for the operation of an establishment.",
      "skills": [
        "Negotiation",
        "Communication",
        "Analytics",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "51-6011",
      "title": "Laundry and Dry-Cleaning Workers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 31420,
      "hourly_wage_usd": 15.1,
      "projected_growth_pct": -8,
      "employment_volume": 160400,
      "description": "Operate or tend washing or dry-cleaning machines to wash or dry-clean industrial or household articles.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Time Management",
        "Coordination"
      ]
    },
    {
      "soc": "39-7012",
      "title": "Travel Guides",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 37160,
      "hourly_wage_usd": 17.87,
      "projected_growth_pct": 8,
      "employment_volume": 36200,
      "description": "Plan, organize, and conduct long distance travel, tours, and expeditions for individuals and groups.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Customer Service",
        "Organization",
        "Cultural Knowledge"
      ]
    },
    {
      "soc": "27-2041",
      "title": "Music Directors and Composers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 62940,
      "hourly_wage_usd": 30.26,
      "projected_growth_pct": 5,
      "employment_volume": 23700,
      "description": "Conduct, direct, plan, and lead instrumental or vocal performances by musical groups, such as orchestras, bands, choirs, and glee clubs.",
      "skills": [
        "Creativity",
        "Originality",
        "Leadership",
        "Communication",
        "Active Listening"
      ]
    },
    {
      "soc": "27-4032",
      "title": "Film and Video Editors",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 67050,
      "hourly_wage_usd": 32.24,
      "projected_growth_pct": 5,
      "employment_volume": 37900,
      "description": "Edit moving images on film, video, or other media. May work with a producer or director to organize images for final production.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "43-4081",
      "title": "Hotel, Motel, and Resort Desk Clerks",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 31990,
      "hourly_wage_usd": 15.38,
      "projected_growth_pct": 3,
      "employment_volume": 261200,
      "description": "Accommodate hotel, motel, and resort patrons by registering and assigning rooms to guests and issuing room keys.",
      "skills": [
        "Customer Service",
        "Communication",
        "Organization",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "53-6031",
      "title": "Automotive and Watercraft Service Attendants",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 33420,
      "hourly_wage_usd": 16.07,
      "projected_growth_pct": 8,
      "employment_volume": 108100,
      "description": "Service automobiles, buses, trucks, boats, and other automotive or marine vehicles with fuel, lubricants, and accessories.",
      "skills": [
        "Customer Service",
        "Physical Stamina",
        "Attention to Detail",
        "Communication",
        "Reliability"
      ]
    },
    {
      "soc": "11-1031",
      "title": "Legislators",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 41000,
      "hourly_wage_usd": 19.71,
      "projected_growth_pct": 1,
      "employment_volume": 45400,
      "description": "Develop, introduce, or enact laws and statutes at the local, tribal, state, or federal level.",
      "skills": [
        "Communication",
        "Persuasion",
        "Negotiation",
        "Critical Thinking",
        "Leadership"
      ]
    },
    {
      "soc": "11-2031",
      "title": "Public Relations Managers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 130480,
      "hourly_wage_usd": 62.73,
      "projected_growth_pct": 6,
      "employment_volume": 96100,
      "description": "Plan and direct public relations programs designed to create and maintain a favorable public image for employer or client.",
      "skills": [
        "Communication",
        "Creativity",
        "Leadership",
        "Social Perceptiveness",
        "Persuasion"
      ]
    },
    {
      "soc": "11-3012",
      "title": "Administrative Services and Facilities Managers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 104900,
      "hourly_wage_usd": 50.43,
      "projected_growth_pct": 5,
      "employment_volume": 161800,
      "description": "Plan, direct, or coordinate one or more administrative or facility services of an organization.",
      "skills": [
        "Coordination",
        "Communication",
        "Leadership",
        "Problem Solving",
        "Organization"
      ]
    },
    {
      "soc": "11-3071",
      "title": "Transportation, Storage, and Distribution Managers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 105580,
      "hourly_wage_usd": 50.76,
      "projected_growth_pct": 8,
      "employment_volume": 164500,
      "description": "Plan, direct, or coordinate transportation, storage, or distribution activities in accordance with organizational policies and applicable laws.",
      "skills": [
        "Coordination",
        "Leadership",
        "Problem Solving",
        "Communication",
        "Analytics"
      ]
    },
    {
      "soc": "11-3111",
      "title": "Compensation and Benefits Managers",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 136380,
      "hourly_wage_usd": 65.57,
      "projected_growth_pct": 2,
      "employment_volume": 18300,
      "description": "Plan, direct, or coordinate compensation and benefits activities of an organization.",
      "skills": [
        "Analytics",
        "Communication",
        "Leadership",
        "Negotiation",
        "Decision Making"
      ]
    },
    {
      "soc": "11-3131",
      "title": "Training and Development Managers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 125040,
      "hourly_wage_usd": 60.12,
      "projected_growth_pct": 6,
      "employment_volume": 42800,
      "description": "Plan, direct, or coordinate the training and development activities and staff of an organization.",
      "skills": [
        "Leadership",
        "Communication",
        "Instructing",
        "Social Perceptiveness",
        "Creativity"
      ]
    },
    {
      "soc": "11-9011",
      "title": "Farm Labor Contractors",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 36500,
      "hourly_wage_usd": 17.55,
      "projected_growth_pct": 2,
      "employment_volume": 6200,
      "description": "Recruit, hire, furnish, and supervise seasonal or temporary agricultural laborers.",
      "skills": [
        "Communication",
        "Coordination",
        "Negotiation",
        "Leadership",
        "Organization"
      ]
    },
    {
      "soc": "11-9061",
      "title": "Funeral Home Managers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 79400,
      "hourly_wage_usd": 38.17,
      "projected_growth_pct": 3,
      "employment_volume": 10100,
      "description": "Plan, direct, or coordinate the services or resources of funeral homes.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Leadership",
        "Organization"
      ]
    },
    {
      "soc": "11-9131",
      "title": "Postmasters and Mail Superintendents",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 80800,
      "hourly_wage_usd": 38.85,
      "projected_growth_pct": -5,
      "employment_volume": 17300,
      "description": "Direct and coordinate operational, administrative, management, and supportive services of a U.S. post office.",
      "skills": [
        "Leadership",
        "Coordination",
        "Communication",
        "Problem Solving",
        "Organization"
      ]
    },
    {
      "soc": "11-9141",
      "title": "Property, Real Estate, and Community Association Managers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 62850,
      "hourly_wage_usd": 30.22,
      "projected_growth_pct": 5,
      "employment_volume": 439500,
      "description": "Plan, direct, or coordinate the selling, buying, leasing, or governance activities of commercial, industrial, or residential real estate properties.",
      "skills": [
        "Communication",
        "Negotiation",
        "Customer Service",
        "Leadership",
        "Problem Solving"
      ]
    },
    {
      "soc": "11-9161",
      "title": "Emergency Management Directors",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 83960,
      "hourly_wage_usd": 40.37,
      "projected_growth_pct": 3,
      "employment_volume": 11200,
      "description": "Plan and direct disaster response or crisis management activities, provide disaster preparedness training, and prepare emergency plans and procedures.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Communication",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "11-9171",
      "title": "Compensation, Benefits, and Job Analysis Specialists",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 68930,
      "hourly_wage_usd": 33.14,
      "projected_growth_pct": 4,
      "employment_volume": 94200,
      "description": "Conduct programs of compensation and benefits and job analysis for employer.",
      "skills": [
        "Analytics",
        "Communication",
        "Attention to Detail",
        "Mathematics",
        "Organization"
      ]
    },
    {
      "soc": "13-1011",
      "title": "Agents and Business Managers of Artists, Performers, and Athletes",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 82080,
      "hourly_wage_usd": 39.46,
      "projected_growth_pct": 10,
      "employment_volume": 16600,
      "description": "Represent and promote artists, performers, and athletes in dealings with current or prospective employers.",
      "skills": [
        "Negotiation",
        "Communication",
        "Persuasion",
        "Social Perceptiveness",
        "Decision Making"
      ]
    },
    {
      "soc": "13-1021",
      "title": "Buyers and Purchasing Agents, Farm Products",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 72300,
      "hourly_wage_usd": 34.76,
      "projected_growth_pct": -2,
      "employment_volume": 13400,
      "description": "Purchase farm products for further processing or resale.",
      "skills": [
        "Negotiation",
        "Communication",
        "Analytics",
        "Decision Making",
        "Product Knowledge"
      ]
    },
    {
      "soc": "13-1051",
      "title": "Cost Estimators",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 71200,
      "hourly_wage_usd": 34.23,
      "projected_growth_pct": 1,
      "employment_volume": 208300,
      "description": "Prepare cost estimates for product manufacturing, construction projects, or services to aid management in bidding on or determining price of product or service.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Analytics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "13-1075",
      "title": "Labor Relations Specialists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 82010,
      "hourly_wage_usd": 39.43,
      "projected_growth_pct": 2,
      "employment_volume": 88400,
      "description": "Resolve disputes between workers and managers, negotiate collective bargaining agreements, or coordinate grievance procedures.",
      "skills": [
        "Negotiation",
        "Communication",
        "Social Perceptiveness",
        "Critical Thinking",
        "Persuasion"
      ]
    },
    {
      "soc": "13-1121",
      "title": "Meeting, Convention, and Event Planners",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 56920,
      "hourly_wage_usd": 27.37,
      "projected_growth_pct": 8,
      "employment_volume": 156300,
      "description": "Coordinate activities of staff, convention personnel, or clients to make arrangements for group meetings, events, or conventions.",
      "skills": [
        "Coordination",
        "Communication",
        "Organization",
        "Customer Service",
        "Creativity"
      ]
    },
    {
      "soc": "13-1131",
      "title": "Fundraisers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 64160,
      "hourly_wage_usd": 30.85,
      "projected_growth_pct": 10,
      "employment_volume": 87400,
      "description": "Organize activities to raise funds or otherwise solicit and gather monetary donations or other gifts for an organization.",
      "skills": [
        "Communication",
        "Persuasion",
        "Social Perceptiveness",
        "Creativity",
        "Organization"
      ]
    },
    {
      "soc": "13-2021",
      "title": "Appraisers and Assessors of Real Estate",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 61560,
      "hourly_wage_usd": 29.6,
      "projected_growth_pct": 3,
      "employment_volume": 83800,
      "description": "Appraise real estate, exclusively, and estimate its fair value.",
      "skills": [
        "Analytics",
        "Attention to Detail",
        "Communication",
        "Mathematics",
        "Critical Thinking"
      ]
    },
    {
      "soc": "13-2022",
      "title": "Appraisers of Personal and Business Property",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 63600,
      "hourly_wage_usd": 30.58,
      "projected_growth_pct": 3,
      "employment_volume": 12300,
      "description": "Appraise and estimate the fair value of tangible personal or business property.",
      "skills": [
        "Analytics",
        "Attention to Detail",
        "Mathematics",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "13-2031",
      "title": "Budget Analysts",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 84940,
      "hourly_wage_usd": 40.84,
      "projected_growth_pct": 3,
      "employment_volume": 55600,
      "description": "Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations.",
      "skills": [
        "Mathematics",
        "Analytics",
        "Communication",
        "Attention to Detail",
        "Critical Thinking"
      ]
    },
    {
      "soc": "13-2052",
      "title": "Personal Financial Advisors",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 99580,
      "hourly_wage_usd": 47.88,
      "projected_growth_pct": 7,
      "employment_volume": 330300,
      "description": "Advise clients on financial plans using knowledge of tax and investment strategies, securities, insurance, pension plans, and real estate.",
      "skills": [
        "Communication",
        "Analytics",
        "Social Perceptiveness",
        "Persuasion",
        "Mathematics"
      ]
    },
    {
      "soc": "13-2061",
      "title": "Financial Examiners",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 82210,
      "hourly_wage_usd": 39.52,
      "projected_growth_pct": 21,
      "employment_volume": 72900,
      "description": "Enforce or ensure compliance with laws and regulations governing financial and securities institutions.",
      "skills": [
        "Analytics",
        "Critical Thinking",
        "Communication",
        "Attention to Detail",
        "Mathematics"
      ]
    },
    {
      "soc": "13-2099",
      "title": "Financial Specialists, All Other",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 79520,
      "hourly_wage_usd": 38.23,
      "projected_growth_pct": 4,
      "employment_volume": 92400,
      "description": "All financial specialists not listed separately.",
      "skills": [
        "Analytics",
        "Mathematics",
        "Communication",
        "Critical Thinking",
        "Problem Solving"
      ]
    },
    {
      "soc": "17-1012",
      "title": "Landscape Architects",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 76100,
      "hourly_wage_usd": 36.59,
      "projected_growth_pct": 4,
      "employment_volume": 24100,
      "description": "Plan and design land areas for parks, recreational facilities, airports, highways, hospitals, and other projects.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Communication",
        "Problem Solving",
        "Originality"
      ]
    },
    {
      "soc": "17-1022",
      "title": "Surveyors",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 68570,
      "hourly_wage_usd": 32.97,
      "projected_growth_pct": 5,
      "employment_volume": 50700,
      "description": "Make exact measurements and determine property boundaries using surveying instruments.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Technical Knowledge",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "17-2021",
      "title": "Agricultural Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 83600,
      "hourly_wage_usd": 40.19,
      "projected_growth_pct": 5,
      "employment_volume": 2600,
      "description": "Apply knowledge of engineering technology and biological science to agricultural problems.",
      "skills": [
        "Problem Solving",
        "Mathematics",
        "Technical Knowledge",
        "Critical Thinking",
        "Creativity"
      ]
    },
    {
      "soc": "17-2031",
      "title": "Bioengineers and Biomedical Engineers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 100590,
      "hourly_wage_usd": 48.36,
      "projected_growth_pct": 5,
      "employment_volume": 23000,
      "description": "Apply knowledge of engineering, biology, chemistry, computer science, and biomechanical principles to develop devices and procedures for solving medical and health-related problems.",
      "skills": [
        "Problem Solving",
        "Critical Thinking",
        "Mathematics",
        "Technical Knowledge",
        "Creativity"
      ]
    },
    {
      "soc": "17-2041",
      "title": "Chemical Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 112100,
      "hourly_wage_usd": 53.89,
      "projected_growth_pct": 8,
      "employment_volume": 26100,
      "description": "Design chemical plant equipment and devise processes for manufacturing chemicals and products.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "17-2072",
      "title": "Electronics Engineers, Except Computer",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 113580,
      "hourly_wage_usd": 54.61,
      "projected_growth_pct": 2,
      "employment_volume": 122800,
      "description": "Research, design, develop, or test electronic components and systems for commercial, industrial, military, or scientific use.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Mathematics",
        "Critical Thinking",
        "Creativity"
      ]
    },
    {
      "soc": "17-2111",
      "title": "Health and Safety Engineers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 100660,
      "hourly_wage_usd": 48.39,
      "projected_growth_pct": 4,
      "employment_volume": 28400,
      "description": "Promote worksite or product safety by applying knowledge of industrial processes and mechanical, chemical, and psychological hazards.",
      "skills": [
        "Critical Thinking",
        "Problem Solving",
        "Communication",
        "Technical Knowledge",
        "Attention to Detail"
      ]
    },
    {
      "soc": "17-2121",
      "title": "Marine Engineers and Naval Architects",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 100900,
      "hourly_wage_usd": 48.51,
      "projected_growth_pct": 4,
      "employment_volume": 10700,
      "description": "Design, develop, and evaluate the operation of marine vessels, ship machinery, and related equipment.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Technical Knowledge",
        "Critical Thinking",
        "Communication"
      ]
    },
    {
      "soc": "17-2131",
      "title": "Materials Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 100830,
      "hourly_wage_usd": 48.48,
      "projected_growth_pct": 6,
      "employment_volume": 27900,
      "description": "Evaluate materials and develop machinery and processes to manufacture materials for use in products that must meet specialized design and performance specifications.",
      "skills": [
        "Critical Thinking",
        "Mathematics",
        "Problem Solving",
        "Technical Knowledge",
        "Research"
      ]
    },
    {
      "soc": "17-2151",
      "title": "Mining and Geological Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 100420,
      "hourly_wage_usd": 48.28,
      "projected_growth_pct": -4,
      "employment_volume": 5900,
      "description": "Conduct sub-surface surveys to identify the characteristics of potential land or mining development sites.",
      "skills": [
        "Mathematics",
        "Problem Solving",
        "Critical Thinking",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "17-2161",
      "title": "Nuclear Engineers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 124140,
      "hourly_wage_usd": 59.68,
      "projected_growth_pct": 0,
      "employment_volume": 18000,
      "description": "Conduct research on nuclear engineering projects or apply principles and theory of nuclear science to problems concerned with release, control, and use of nuclear energy.",
      "skills": [
        "Mathematics",
        "Critical Thinking",
        "Problem Solving",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "17-3013",
      "title": "Mechanical Drafters",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 61440,
      "hourly_wage_usd": 29.54,
      "projected_growth_pct": -2,
      "employment_volume": 47100,
      "description": "Prepare detailed working diagrams of machinery and mechanical devices using computer-aided design.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "17-3025",
      "title": "Environmental Engineering Technologists and Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 50010,
      "hourly_wage_usd": 24.04,
      "projected_growth_pct": 5,
      "employment_volume": 14800,
      "description": "Apply theory and principles of environmental engineering under supervision of engineers.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Problem Solving",
        "Mathematics"
      ]
    },
    {
      "soc": "17-3026",
      "title": "Industrial Engineering Technologists and Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 60220,
      "hourly_wage_usd": 28.95,
      "projected_growth_pct": 1,
      "employment_volume": 64900,
      "description": "Apply engineering theory and principles to assist industrial engineers in problems of plant layout, production efficiency, and materials handling.",
      "skills": [
        "Technical Knowledge",
        "Mathematics",
        "Attention to Detail",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "17-3027",
      "title": "Mechanical Engineering Technologists and Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 61480,
      "hourly_wage_usd": 29.56,
      "projected_growth_pct": 1,
      "employment_volume": 39400,
      "description": "Apply theory and principles of mechanical engineering to modify, develop, test, or calibrate machinery and equipment.",
      "skills": [
        "Technical Knowledge",
        "Mathematics",
        "Attention to Detail",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "17-3031",
      "title": "Surveying and Mapping Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 49080,
      "hourly_wage_usd": 23.6,
      "projected_growth_pct": 5,
      "employment_volume": 52500,
      "description": "Perform surveying and mapping duties, usually under the direction of an engineer, surveyor, cartographer, or photogrammetrist.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Communication",
        "Physical Stamina"
      ]
    },
    {
      "soc": "19-1011",
      "title": "Animal Scientists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 73070,
      "hourly_wage_usd": 35.13,
      "projected_growth_pct": 5,
      "employment_volume": 3200,
      "description": "Conduct research in genetics, nutrition, reproduction, growth, and development of domestic farm animals.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-1012",
      "title": "Food Scientists and Technologists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 79860,
      "hourly_wage_usd": 38.39,
      "projected_growth_pct": 8,
      "employment_volume": 17700,
      "description": "Use chemistry, microbiology, engineering, and other sciences to study the principles underlying the processing and deterioration of foods.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-1021",
      "title": "Biochemists and Biophysicists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 104110,
      "hourly_wage_usd": 50.05,
      "projected_growth_pct": 7,
      "employment_volume": 34900,
      "description": "Study the chemical composition or physical principles of living cells and organisms.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "19-1022",
      "title": "Microbiologists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 85000,
      "hourly_wage_usd": 40.87,
      "projected_growth_pct": 5,
      "employment_volume": 21600,
      "description": "Investigate the growth, structure, development, and other characteristics of microscopic organisms.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Attention to Detail",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "19-1023",
      "title": "Zoologists and Wildlife Biologists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 68880,
      "hourly_wage_usd": 33.12,
      "projected_growth_pct": 3,
      "employment_volume": 17800,
      "description": "Study the origins, behavior, diseases, genetics, and life processes of animals and wildlife.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Physical Stamina"
      ]
    },
    {
      "soc": "19-1029",
      "title": "Biological Scientists, All Other",
      "replaceability_score": 16,
      "tier": "shielded",
      "median_wage_usd": 87660,
      "hourly_wage_usd": 42.14,
      "projected_growth_pct": 5,
      "employment_volume": 34300,
      "description": "All biological scientists not listed separately.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-1031",
      "title": "Conservation Scientists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 65740,
      "hourly_wage_usd": 31.61,
      "projected_growth_pct": 5,
      "employment_volume": 24800,
      "description": "Manage, improve, and protect natural resources to maximize their use without damaging the environment.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Problem Solving",
        "Physical Stamina",
        "Research"
      ]
    },
    {
      "soc": "19-1032",
      "title": "Foresters",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 67050,
      "hourly_wage_usd": 32.24,
      "projected_growth_pct": 3,
      "employment_volume": 12600,
      "description": "Manage forested lands for economic, recreational, and conservation purposes.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Problem Solving",
        "Physical Stamina",
        "Decision Making"
      ]
    },
    {
      "soc": "19-2011",
      "title": "Astronomers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 130940,
      "hourly_wage_usd": 62.95,
      "projected_growth_pct": 5,
      "employment_volume": 2600,
      "description": "Observe, research, and interpret astronomical phenomena to increase basic knowledge or apply such information to practical problems.",
      "skills": [
        "Mathematics",
        "Research",
        "Critical Thinking",
        "Analytics",
        "Communication"
      ]
    },
    {
      "soc": "19-2012",
      "title": "Physicists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 155680,
      "hourly_wage_usd": 74.85,
      "projected_growth_pct": 5,
      "employment_volume": 19800,
      "description": "Conduct research into physical phenomena, develop theories on the basis of observation and experiments, and devise methods to apply physical laws and theories.",
      "skills": [
        "Mathematics",
        "Research",
        "Critical Thinking",
        "Analytics",
        "Problem Solving"
      ]
    },
    {
      "soc": "19-2021",
      "title": "Atmospheric and Space Scientists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 101790,
      "hourly_wage_usd": 48.94,
      "projected_growth_pct": 4,
      "employment_volume": 10900,
      "description": "Investigate atmospheric phenomena and interpret meteorological data for weather forecasting and climate analysis.",
      "skills": [
        "Analytics",
        "Mathematics",
        "Communication",
        "Critical Thinking",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-2032",
      "title": "Materials Scientists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 105550,
      "hourly_wage_usd": 50.75,
      "projected_growth_pct": 6,
      "employment_volume": 7500,
      "description": "Research and study the structures and chemical properties of various natural and synthetic or composite materials.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Mathematics",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-2042",
      "title": "Geoscientists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 93580,
      "hourly_wage_usd": 44.99,
      "projected_growth_pct": 5,
      "employment_volume": 28900,
      "description": "Study the composition, structure, and other physical aspects of the Earth.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Analytics",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-2043",
      "title": "Hydrologists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 91340,
      "hourly_wage_usd": 43.91,
      "projected_growth_pct": 5,
      "employment_volume": 7100,
      "description": "Research the distribution, circulation, and physical properties of underground and surface waters.",
      "skills": [
        "Research",
        "Analytics",
        "Mathematics",
        "Critical Thinking",
        "Communication"
      ]
    },
    {
      "soc": "19-3022",
      "title": "Survey Researchers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 60390,
      "hourly_wage_usd": 29.03,
      "projected_growth_pct": 2,
      "employment_volume": 11400,
      "description": "Plan, develop, or conduct surveys to collect information on attitudes, opinions, and behaviors of individuals.",
      "skills": [
        "Analytics",
        "Communication",
        "Critical Thinking",
        "Mathematics",
        "Research"
      ]
    },
    {
      "soc": "19-3032",
      "title": "Industrial-Organizational Psychologists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 147420,
      "hourly_wage_usd": 70.88,
      "projected_growth_pct": 6,
      "employment_volume": 1400,
      "description": "Apply principles of psychology to human resources, administration, management, sales, and marketing problems.",
      "skills": [
        "Analytics",
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Research"
      ]
    },
    {
      "soc": "19-3034",
      "title": "School Psychologists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 87660,
      "hourly_wage_usd": 42.14,
      "projected_growth_pct": 6,
      "employment_volume": 63400,
      "description": "Investigate processes of learning and teaching and develop psychological principles and techniques applicable to educational problems.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Active Listening"
      ]
    },
    {
      "soc": "19-3041",
      "title": "Sociologists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 97590,
      "hourly_wage_usd": 46.92,
      "projected_growth_pct": 4,
      "employment_volume": 3100,
      "description": "Study human society and social behavior by examining the groups and social institutions that people form.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "19-3051",
      "title": "Urban and Regional Planners",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 81800,
      "hourly_wage_usd": 39.33,
      "projected_growth_pct": 7,
      "employment_volume": 40100,
      "description": "Develop comprehensive plans and programs for use of land and physical facilities of jurisdictions.",
      "skills": [
        "Communication",
        "Critical Thinking",
        "Analytics",
        "Creativity",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "19-3091",
      "title": "Anthropologists and Archeologists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 63800,
      "hourly_wage_usd": 30.67,
      "projected_growth_pct": 4,
      "employment_volume": 8400,
      "description": "Study the origin, development, and behavior of human beings and the cultures and organizations they create.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "19-3094",
      "title": "Political Scientists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 132050,
      "hourly_wage_usd": 63.49,
      "projected_growth_pct": 6,
      "employment_volume": 5400,
      "description": "Study the origin, development, and operation of political systems.",
      "skills": [
        "Research",
        "Critical Thinking",
        "Communication",
        "Analytics",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "19-4012",
      "title": "Agricultural Technicians",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 42260,
      "hourly_wage_usd": 20.32,
      "projected_growth_pct": 5,
      "employment_volume": 22800,
      "description": "Work with agricultural scientists in food, fiber, and animal research, production, and processing.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Analytics",
        "Physical Stamina"
      ]
    },
    {
      "soc": "19-4021",
      "title": "Biological Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 52180,
      "hourly_wage_usd": 25.09,
      "projected_growth_pct": 5,
      "employment_volume": 97500,
      "description": "Assist biological and medical scientists in laboratories.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Analytics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "19-4031",
      "title": "Chemical Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 56200,
      "hourly_wage_usd": 27.02,
      "projected_growth_pct": 3,
      "employment_volume": 62500,
      "description": "Conduct chemical and physical laboratory tests to assist scientists in making qualitative and quantitative analyses.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Analytics",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "19-4042",
      "title": "Environmental Science and Protection Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 50210,
      "hourly_wage_usd": 24.14,
      "projected_growth_pct": 6,
      "employment_volume": 37400,
      "description": "Perform laboratory and field tests to monitor the environment and investigate sources of pollution.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Analytics",
        "Communication",
        "Physical Stamina"
      ]
    },
    {
      "soc": "19-4051",
      "title": "Nuclear Technicians",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 99340,
      "hourly_wage_usd": 47.76,
      "projected_growth_pct": 0,
      "employment_volume": 6600,
      "description": "Assist nuclear physicists, nuclear engineers, or other scientists in nuclear energy-related research and energy generation.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "19-4061",
      "title": "Social Science Research Assistants",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 53200,
      "hourly_wage_usd": 25.58,
      "projected_growth_pct": 5,
      "employment_volume": 31700,
      "description": "Assist social scientists in laboratory, survey, and other social science research.",
      "skills": [
        "Research",
        "Analytics",
        "Communication",
        "Attention to Detail",
        "Organization"
      ]
    },
    {
      "soc": "29-9011",
      "title": "Occupational Health and Safety Specialists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 81140,
      "hourly_wage_usd": 39.01,
      "projected_growth_pct": 5,
      "employment_volume": 122300,
      "description": "Review, evaluate, and analyze work environments for compliance with health and safety regulations.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Attention to Detail",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "19-5012",
      "title": "Occupational Health and Safety Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 55950,
      "hourly_wage_usd": 26.9,
      "projected_growth_pct": 5,
      "employment_volume": 22700,
      "description": "Collect data on work environments for analysis by occupational health and safety specialists.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Communication",
        "Analytics",
        "Physical Stamina"
      ]
    },
    {
      "soc": "21-1011",
      "title": "Substance Abuse and Behavioral Disorder Counselors",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 53710,
      "hourly_wage_usd": 25.82,
      "projected_growth_pct": 18,
      "employment_volume": 115200,
      "description": "Counsel and advise individuals with alcohol, tobacco, drug, or other problems.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Patience"
      ]
    },
    {
      "soc": "21-1013",
      "title": "Marriage and Family Therapists",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 58510,
      "hourly_wage_usd": 28.13,
      "projected_growth_pct": 15,
      "employment_volume": 66500,
      "description": "Diagnose and treat mental and emotional disorders within the context of marriage and family systems.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "21-1023",
      "title": "Mental Health and Substance Abuse Social Workers",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 55960,
      "hourly_wage_usd": 26.9,
      "projected_growth_pct": 11,
      "employment_volume": 146800,
      "description": "Assess and treat individuals with mental, emotional, or substance abuse problems.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Active Listening",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1029",
      "title": "Social Workers, All Other",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 64120,
      "hourly_wage_usd": 30.83,
      "projected_growth_pct": 5,
      "employment_volume": 76400,
      "description": "All social workers not listed separately.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Communication",
        "Active Listening",
        "Problem Solving"
      ]
    },
    {
      "soc": "21-1091",
      "title": "Health Education Specialists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 62860,
      "hourly_wage_usd": 30.22,
      "projected_growth_pct": 7,
      "employment_volume": 60700,
      "description": "Provide and manage health education programs that help individuals and communities maintain or improve their health.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Instructing",
        "Creativity",
        "Organization"
      ]
    },
    {
      "soc": "21-1092",
      "title": "Probation Officers and Correctional Treatment Specialists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 61800,
      "hourly_wage_usd": 29.71,
      "projected_growth_pct": 3,
      "employment_volume": 91930,
      "description": "Provide social services to assist in rehabilitation of law offenders in custody or on probation or parole.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Decision Making",
        "Problem Solving",
        "Critical Thinking"
      ]
    },
    {
      "soc": "21-2011",
      "title": "Clergy",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 57230,
      "hourly_wage_usd": 27.51,
      "projected_growth_pct": 3,
      "employment_volume": 53300,
      "description": "Conduct religious worship and perform other spiritual functions associated with beliefs and practices of religious faith or denomination.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Active Listening",
        "Leadership"
      ]
    },
    {
      "soc": "21-2021",
      "title": "Directors, Religious Activities and Education",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 49080,
      "hourly_wage_usd": 23.6,
      "projected_growth_pct": 3,
      "employment_volume": 23900,
      "description": "Coordinate or design programs and schedules for church or religious organizations.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Leadership",
        "Organization",
        "Creativity"
      ]
    },
    {
      "soc": "23-1021",
      "title": "Administrative Law Judges, Adjudicators, and Hearing Officers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 107000,
      "hourly_wage_usd": 51.44,
      "projected_growth_pct": 3,
      "employment_volume": 16900,
      "description": "Conduct hearings to recommend or make decisions on claims concerning government programs or other government-related matters.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Decision Making",
        "Attention to Detail",
        "Analytics"
      ]
    },
    {
      "soc": "23-1022",
      "title": "Arbitrators, Mediators, and Conciliators",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 68440,
      "hourly_wage_usd": 32.9,
      "projected_growth_pct": 3,
      "employment_volume": 7100,
      "description": "Facilitate negotiation and conflict resolution through dialogue, help opposing parties reach mutually acceptable agreements.",
      "skills": [
        "Negotiation",
        "Communication",
        "Social Perceptiveness",
        "Critical Thinking",
        "Empathy"
      ]
    },
    {
      "soc": "23-1023",
      "title": "Judges, Magistrate Judges, and Magistrates",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 154140,
      "hourly_wage_usd": 74.11,
      "projected_growth_pct": 3,
      "employment_volume": 28600,
      "description": "Arbitrate, advise, adjudicate, or administer justice in a court of law.",
      "skills": [
        "Critical Thinking",
        "Decision Making",
        "Communication",
        "Social Perceptiveness",
        "Attention to Detail"
      ]
    },
    {
      "soc": "23-2093",
      "title": "Title Examiners, Abstractors, and Searchers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 52830,
      "hourly_wage_usd": 25.4,
      "projected_growth_pct": -2,
      "employment_volume": 55800,
      "description": "Search real estate records, examine titles, or summarize pertinent legal or insurance details.",
      "skills": [
        "Attention to Detail",
        "Research",
        "Communication",
        "Organization",
        "Critical Thinking"
      ]
    },
    {
      "soc": "23-2099",
      "title": "Legal Support Workers, All Other",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 63520,
      "hourly_wage_usd": 30.54,
      "projected_growth_pct": 4,
      "employment_volume": 97800,
      "description": "All legal support workers not listed separately.",
      "skills": [
        "Research",
        "Attention to Detail",
        "Communication",
        "Organization",
        "Critical Thinking"
      ]
    },
    {
      "soc": "27-3092",
      "title": "Court Reporters and Simultaneous Captioners",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 63450,
      "hourly_wage_usd": 30.51,
      "projected_growth_pct": 3,
      "employment_volume": 26100,
      "description": "Use verbatim methods and equipment to capture, store, retrieve, and transcribe pretrial and trial proceedings.",
      "skills": [
        "Speed",
        "Attention to Detail",
        "Active Listening",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "25-1022",
      "title": "Mathematical Science Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 80350,
      "hourly_wage_usd": 38.63,
      "projected_growth_pct": 5,
      "employment_volume": 63400,
      "description": "Teach courses pertaining to mathematical concepts, statistics, and actuarial science at the postsecondary level.",
      "skills": [
        "Instructing",
        "Mathematics",
        "Communication",
        "Critical Thinking",
        "Patience"
      ]
    },
    {
      "soc": "25-1031",
      "title": "Architecture Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 95740,
      "hourly_wage_usd": 46.03,
      "projected_growth_pct": 4,
      "employment_volume": 6800,
      "description": "Teach courses in architecture and architectural design at the postsecondary level.",
      "skills": [
        "Instructing",
        "Creativity",
        "Communication",
        "Critical Thinking",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "25-1032",
      "title": "Engineering Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 115170,
      "hourly_wage_usd": 55.37,
      "projected_growth_pct": 5,
      "employment_volume": 49100,
      "description": "Teach courses pertaining to the application of physical laws and principles of engineering at the postsecondary level.",
      "skills": [
        "Instructing",
        "Technical Knowledge",
        "Mathematics",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1042",
      "title": "Biological Science Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 87280,
      "hourly_wage_usd": 41.96,
      "projected_growth_pct": 5,
      "employment_volume": 60800,
      "description": "Teach courses in biological sciences at the postsecondary level.",
      "skills": [
        "Instructing",
        "Research",
        "Communication",
        "Critical Thinking",
        "Analytics"
      ]
    },
    {
      "soc": "25-1043",
      "title": "Forestry and Conservation Science Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 95020,
      "hourly_wage_usd": 45.68,
      "projected_growth_pct": 4,
      "employment_volume": 2200,
      "description": "Teach courses in forestry and conservation science at the postsecondary level.",
      "skills": [
        "Instructing",
        "Research",
        "Communication",
        "Critical Thinking",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "25-1051",
      "title": "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 101900,
      "hourly_wage_usd": 48.99,
      "projected_growth_pct": 5,
      "employment_volume": 12200,
      "description": "Teach courses in atmospheric, earth, marine, or space sciences at the postsecondary level.",
      "skills": [
        "Instructing",
        "Research",
        "Communication",
        "Mathematics",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1052",
      "title": "Chemistry Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 86650,
      "hourly_wage_usd": 41.66,
      "projected_growth_pct": 5,
      "employment_volume": 25000,
      "description": "Teach courses pertaining to the chemical and physical properties and compositional changes of substances at the postsecondary level.",
      "skills": [
        "Instructing",
        "Research",
        "Communication",
        "Mathematics",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1053",
      "title": "Physics Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 99210,
      "hourly_wage_usd": 47.7,
      "projected_growth_pct": 5,
      "employment_volume": 14600,
      "description": "Teach courses pertaining to the laws of matter and energy at the postsecondary level.",
      "skills": [
        "Instructing",
        "Mathematics",
        "Research",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1054",
      "title": "Psychology Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 79540,
      "hourly_wage_usd": 38.24,
      "projected_growth_pct": 5,
      "employment_volume": 42600,
      "description": "Teach courses in psychology at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Research",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1061",
      "title": "Sociology Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 78230,
      "hourly_wage_usd": 37.61,
      "projected_growth_pct": 4,
      "employment_volume": 16300,
      "description": "Teach courses in sociology at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Critical Thinking",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-1062",
      "title": "Area, Ethnic, and Cultural Studies Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 81960,
      "hourly_wage_usd": 39.4,
      "projected_growth_pct": 4,
      "employment_volume": 9600,
      "description": "Teach courses pertaining to the culture and development of an area, race, or ethnic group at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Critical Thinking",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-1063",
      "title": "Economics Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 116850,
      "hourly_wage_usd": 56.18,
      "projected_growth_pct": 5,
      "employment_volume": 14700,
      "description": "Teach courses in economics at the postsecondary level.",
      "skills": [
        "Instructing",
        "Mathematics",
        "Communication",
        "Critical Thinking",
        "Research"
      ]
    },
    {
      "soc": "25-1064",
      "title": "Geography Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 83170,
      "hourly_wage_usd": 39.98,
      "projected_growth_pct": 4,
      "employment_volume": 4400,
      "description": "Teach courses in geography at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Critical Thinking",
        "Analytics"
      ]
    },
    {
      "soc": "25-1065",
      "title": "Political Science Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 87470,
      "hourly_wage_usd": 42.05,
      "projected_growth_pct": 4,
      "employment_volume": 16100,
      "description": "Teach courses in political science, international affairs, and international relations at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Critical Thinking",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-1066",
      "title": "Philosophy and Religion Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 79140,
      "hourly_wage_usd": 38.05,
      "projected_growth_pct": 4,
      "employment_volume": 21900,
      "description": "Teach courses in philosophy, religion, and theology at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Research",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-1071",
      "title": "Health Specialties Teachers, Postsecondary",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 128170,
      "hourly_wage_usd": 61.62,
      "projected_growth_pct": 16,
      "employment_volume": 291800,
      "description": "Teach courses in health specialties at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Technical Knowledge",
        "Critical Thinking",
        "Research"
      ]
    },
    {
      "soc": "25-1072",
      "title": "Nursing Instructors and Teachers, Postsecondary",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 80780,
      "hourly_wage_usd": 38.84,
      "projected_growth_pct": 12,
      "employment_volume": 74800,
      "description": "Demonstrate and teach patient care in classroom and clinical units to nursing students at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Critical Thinking",
        "Empathy"
      ]
    },
    {
      "soc": "25-1081",
      "title": "Education Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 73780,
      "hourly_wage_usd": 35.47,
      "projected_growth_pct": 5,
      "employment_volume": 73200,
      "description": "Teach courses pertaining to education at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Research"
      ]
    },
    {
      "soc": "25-1082",
      "title": "Library Science Teachers, Postsecondary",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 82990,
      "hourly_wage_usd": 39.9,
      "projected_growth_pct": 3,
      "employment_volume": 4100,
      "description": "Teach courses in library science at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Organization",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1111",
      "title": "Criminal Justice and Law Enforcement Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 72040,
      "hourly_wage_usd": 34.64,
      "projected_growth_pct": 5,
      "employment_volume": 18500,
      "description": "Teach courses in criminal justice, corrections, and law enforcement administration at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Research"
      ]
    },
    {
      "soc": "25-1112",
      "title": "Law Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 126180,
      "hourly_wage_usd": 60.66,
      "projected_growth_pct": 4,
      "employment_volume": 17200,
      "description": "Teach courses in law at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Research",
        "Persuasion"
      ]
    },
    {
      "soc": "25-1113",
      "title": "Social Work Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 78780,
      "hourly_wage_usd": 37.88,
      "projected_growth_pct": 5,
      "employment_volume": 11900,
      "description": "Teach courses in social work at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-1121",
      "title": "Art, Drama, and Music Teachers, Postsecondary",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 76870,
      "hourly_wage_usd": 36.96,
      "projected_growth_pct": 4,
      "employment_volume": 110100,
      "description": "Teach courses in drama, music, and the arts at the postsecondary level.",
      "skills": [
        "Instructing",
        "Creativity",
        "Communication",
        "Social Perceptiveness",
        "Originality"
      ]
    },
    {
      "soc": "25-1122",
      "title": "Communications Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 76600,
      "hourly_wage_usd": 36.83,
      "projected_growth_pct": 4,
      "employment_volume": 27100,
      "description": "Teach courses in communications, journalism, and related subjects at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Creativity",
        "Research"
      ]
    },
    {
      "soc": "25-1124",
      "title": "Foreign Language and Literature Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 76860,
      "hourly_wage_usd": 36.95,
      "projected_growth_pct": 4,
      "employment_volume": 27500,
      "description": "Teach courses in foreign language and literature at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Cultural Knowledge",
        "Critical Thinking",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "25-1125",
      "title": "History Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 81190,
      "hourly_wage_usd": 39.03,
      "projected_growth_pct": 4,
      "employment_volume": 23200,
      "description": "Teach courses in human history and historiography at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Research",
        "Critical Thinking",
        "Analytics"
      ]
    },
    {
      "soc": "25-1126",
      "title": "English Language and Literature Teachers, Postsecondary",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 79140,
      "hourly_wage_usd": 38.05,
      "projected_growth_pct": 4,
      "employment_volume": 54800,
      "description": "Teach courses in English language and literature at the postsecondary level.",
      "skills": [
        "Instructing",
        "Communication",
        "Critical Thinking",
        "Creativity",
        "Research"
      ]
    },
    {
      "soc": "25-1194",
      "title": "Career/Technical Education Teachers, Postsecondary",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 61120,
      "hourly_wage_usd": 29.38,
      "projected_growth_pct": 4,
      "employment_volume": 148200,
      "description": "Teach vocational courses intended to provide occupational training at the postsecondary level.",
      "skills": [
        "Instructing",
        "Technical Knowledge",
        "Communication",
        "Social Perceptiveness",
        "Patience"
      ]
    },
    {
      "soc": "25-2012",
      "title": "Kindergarten Teachers",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 63670,
      "hourly_wage_usd": 30.61,
      "projected_growth_pct": 1,
      "employment_volume": 156200,
      "description": "Teach academic and social skills to kindergarten-aged children.",
      "skills": [
        "Instructing",
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience"
      ]
    },
    {
      "soc": "25-2022",
      "title": "Middle School Teachers",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 63670,
      "hourly_wage_usd": 30.61,
      "projected_growth_pct": 1,
      "employment_volume": 684300,
      "description": "Teach one or more subjects to students at the middle, intermediate, or junior high school level.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Patience",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-2051",
      "title": "Special Education Teachers, Preschool",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 63100,
      "hourly_wage_usd": 30.34,
      "projected_growth_pct": 5,
      "employment_volume": 22000,
      "description": "Teach academic, social, and life skills to preschool-aged children with learning, emotional, or physical disabilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience",
        "Instructing"
      ]
    },
    {
      "soc": "25-2052",
      "title": "Special Education Teachers, Kindergarten and Elementary School",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 63670,
      "hourly_wage_usd": 30.61,
      "projected_growth_pct": 2,
      "employment_volume": 193500,
      "description": "Teach academic, social, and life skills to elementary school students with learning, emotional, or physical disabilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience",
        "Instructing"
      ]
    },
    {
      "soc": "25-2053",
      "title": "Special Education Teachers, Middle School",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 63670,
      "hourly_wage_usd": 30.61,
      "projected_growth_pct": 2,
      "employment_volume": 100300,
      "description": "Teach academic, social, and life skills to middle school students with learning, emotional, or physical disabilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience",
        "Instructing"
      ]
    },
    {
      "soc": "25-2054",
      "title": "Special Education Teachers, Secondary School",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 65220,
      "hourly_wage_usd": 31.36,
      "projected_growth_pct": 2,
      "employment_volume": 152100,
      "description": "Teach academic, social, and life skills to secondary school students with learning, emotional, or physical disabilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience",
        "Instructing"
      ]
    },
    {
      "soc": "25-2058",
      "title": "Special Education Teachers, All Other",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 65220,
      "hourly_wage_usd": 31.36,
      "projected_growth_pct": 2,
      "employment_volume": 45200,
      "description": "All special education teachers not listed separately.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Patience",
        "Instructing"
      ]
    },
    {
      "soc": "25-3021",
      "title": "Self-Enrichment Teachers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 46480,
      "hourly_wage_usd": 22.35,
      "projected_growth_pct": 11,
      "employment_volume": 341700,
      "description": "Teach or instruct courses other than those that normally lead to an occupational objective or degree.",
      "skills": [
        "Instructing",
        "Communication",
        "Creativity",
        "Social Perceptiveness",
        "Patience"
      ]
    },
    {
      "soc": "25-3031",
      "title": "Tutors",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 39050,
      "hourly_wage_usd": 18.78,
      "projected_growth_pct": 5,
      "employment_volume": 195900,
      "description": "Instruct individual students or small groups of students in academic subjects to supplement classroom instruction.",
      "skills": [
        "Instructing",
        "Communication",
        "Patience",
        "Social Perceptiveness",
        "Active Listening"
      ]
    },
    {
      "soc": "25-3099",
      "title": "Teachers and Instructors, All Other",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 44020,
      "hourly_wage_usd": 21.16,
      "projected_growth_pct": 3,
      "employment_volume": 159400,
      "description": "All teachers and instructors not listed separately.",
      "skills": [
        "Instructing",
        "Communication",
        "Social Perceptiveness",
        "Patience",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-4011",
      "title": "Archivists",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 60050,
      "hourly_wage_usd": 28.87,
      "projected_growth_pct": 5,
      "employment_volume": 7700,
      "description": "Appraise, edit, and direct safekeeping of permanent records and historically valuable documents.",
      "skills": [
        "Attention to Detail",
        "Organization",
        "Research",
        "Communication",
        "Critical Thinking"
      ]
    },
    {
      "soc": "25-4031",
      "title": "Library Technicians",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 39610,
      "hourly_wage_usd": 19.04,
      "projected_growth_pct": -3,
      "employment_volume": 84100,
      "description": "Assist librarians by helping readers in the use of library catalogs, databases, and indexes.",
      "skills": [
        "Customer Service",
        "Organization",
        "Communication",
        "Technical Knowledge",
        "Attention to Detail"
      ]
    },
    {
      "soc": "25-9011",
      "title": "Audio-Visual and Multimedia Collections Specialists",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 57340,
      "hourly_wage_usd": 27.57,
      "projected_growth_pct": 3,
      "employment_volume": 10200,
      "description": "Prepare, plan, and operate audio-visual teaching aids and equipment for use in education.",
      "skills": [
        "Technical Knowledge",
        "Organization",
        "Communication",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "25-9042",
      "title": "Teaching Assistants, Postsecondary",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 38600,
      "hourly_wage_usd": 18.56,
      "projected_growth_pct": 5,
      "employment_volume": 167500,
      "description": "Assist faculty members or other instructional staff in postsecondary institutions.",
      "skills": [
        "Communication",
        "Instructing",
        "Organization",
        "Social Perceptiveness",
        "Patience"
      ]
    },
    {
      "soc": "25-9045",
      "title": "Teaching Assistants, Except Postsecondary",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 33680,
      "hourly_wage_usd": 16.19,
      "projected_growth_pct": 3,
      "employment_volume": 1356200,
      "description": "Assist a preschool, elementary, middle, or secondary school teacher with instructional duties.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Patience",
        "Instructing",
        "Empathy"
      ]
    },
    {
      "soc": "27-1012",
      "title": "Craft Artists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 39080,
      "hourly_wage_usd": 18.79,
      "projected_growth_pct": 3,
      "employment_volume": 8200,
      "description": "Create or reproduce handmade objects for sale and exhibition using a variety of techniques such as welding, weaving, pottery, and needlecraft.",
      "skills": [
        "Creativity",
        "Originality",
        "Fine Motor Skills",
        "Self-Motivation",
        "Attention to Detail"
      ]
    },
    {
      "soc": "27-1021",
      "title": "Commercial and Industrial Designers",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 76080,
      "hourly_wage_usd": 36.58,
      "projected_growth_pct": 3,
      "employment_volume": 35800,
      "description": "Design and develop manufactured products, such as cars, home appliances, and children's toys.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Problem Solving",
        "Originality",
        "Communication"
      ]
    },
    {
      "soc": "27-1022",
      "title": "Fashion Designers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 80440,
      "hourly_wage_usd": 38.67,
      "projected_growth_pct": 1,
      "employment_volume": 24300,
      "description": "Design clothing and accessories, create original designs or adapt fashion trends.",
      "skills": [
        "Creativity",
        "Originality",
        "Social Perceptiveness",
        "Communication",
        "Attention to Detail"
      ]
    },
    {
      "soc": "27-1023",
      "title": "Floral Designers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 33030,
      "hourly_wage_usd": 15.88,
      "projected_growth_pct": -8,
      "employment_volume": 39900,
      "description": "Design, cut, and arrange live, dried, or artificial flowers and foliage.",
      "skills": [
        "Creativity",
        "Fine Motor Skills",
        "Customer Service",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "27-1026",
      "title": "Merchandise Displayers and Window Trimmers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 36800,
      "hourly_wage_usd": 17.69,
      "projected_growth_pct": 3,
      "employment_volume": 81200,
      "description": "Plan and erect commercial displays, such as those in windows and interiors of retail stores and at trade exhibitions.",
      "skills": [
        "Creativity",
        "Attention to Detail",
        "Communication",
        "Physical Stamina",
        "Originality"
      ]
    },
    {
      "soc": "27-1029",
      "title": "Designers, All Other",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 63470,
      "hourly_wage_usd": 30.51,
      "projected_growth_pct": 3,
      "employment_volume": 40100,
      "description": "All designers not listed separately.",
      "skills": [
        "Creativity",
        "Technical Knowledge",
        "Originality",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "27-2021",
      "title": "Athletes and Sports Competitors",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 77300,
      "hourly_wage_usd": 37.16,
      "projected_growth_pct": 9,
      "employment_volume": 17200,
      "description": "Compete in athletic events.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Self-Motivation",
        "Decision Making",
        "Communication"
      ]
    },
    {
      "soc": "27-2031",
      "title": "Dancers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 46880,
      "hourly_wage_usd": 22.54,
      "projected_growth_pct": 3,
      "employment_volume": 10900,
      "description": "Perform dances, may also sing or act.",
      "skills": [
        "Physical Stamina",
        "Creativity",
        "Coordination",
        "Self-Motivation",
        "Communication"
      ]
    },
    {
      "soc": "27-2099",
      "title": "Entertainers and Performers, Sports and Related Workers, All Other",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 44720,
      "hourly_wage_usd": 21.5,
      "projected_growth_pct": 5,
      "employment_volume": 46800,
      "description": "All entertainers and performers, sports and related workers not listed separately.",
      "skills": [
        "Creativity",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Self-Motivation"
      ]
    },
    {
      "soc": "27-4012",
      "title": "Broadcast Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 49050,
      "hourly_wage_usd": 23.58,
      "projected_growth_pct": 2,
      "employment_volume": 29800,
      "description": "Set up, operate, and maintain the electronic equipment used to acquire, edit, and transmit audio and video for radio and television broadcasts.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Communication",
        "Coordination"
      ]
    },
    {
      "soc": "27-4014",
      "title": "Sound Engineering Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 62840,
      "hourly_wage_usd": 30.21,
      "projected_growth_pct": 5,
      "employment_volume": 16200,
      "description": "Operate machines and equipment to record, synchronize, mix, or reproduce music, voices, or sound effects.",
      "skills": [
        "Technical Knowledge",
        "Active Listening",
        "Creativity",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "27-4099",
      "title": "Media and Communication Equipment Workers, All Other",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 54290,
      "hourly_wage_usd": 26.1,
      "projected_growth_pct": 3,
      "employment_volume": 23100,
      "description": "All media and communication equipment workers not listed separately.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "29-1041",
      "title": "Optometrists",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 131860,
      "hourly_wage_usd": 63.39,
      "projected_growth_pct": 9,
      "employment_volume": 39800,
      "description": "Diagnose, manage, and treat conditions and diseases of the human eye and visual system.",
      "skills": [
        "Communication",
        "Fine Motor Skills",
        "Social Perceptiveness",
        "Critical Thinking",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-1061",
      "title": "Emergency Medicine Physicians",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 310640,
      "hourly_wage_usd": 149.35,
      "projected_growth_pct": 3,
      "employment_volume": 39200,
      "description": "Make immediate decisions and take action to prevent death or further disability in emergency situations.",
      "skills": [
        "Decision Making",
        "Communication",
        "Critical Thinking",
        "Physical Stamina",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-1161",
      "title": "Nurse Midwives",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 120880,
      "hourly_wage_usd": 58.12,
      "projected_growth_pct": 12,
      "employment_volume": 7500,
      "description": "Provide prenatal care and assist with childbirth, independently or as part of a healthcare team.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Critical Thinking",
        "Decision Making"
      ]
    },
    {
      "soc": "29-1124",
      "title": "Radiation Therapists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 98300,
      "hourly_wage_usd": 47.26,
      "projected_growth_pct": 3,
      "employment_volume": 17080,
      "description": "Provide radiation therapy to patients as prescribed by a radiation oncologist according to established practices and standards.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Attention to Detail",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-1125",
      "title": "Recreational Therapists",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 53410,
      "hourly_wage_usd": 25.68,
      "projected_growth_pct": 4,
      "employment_volume": 20400,
      "description": "Plan, direct, or coordinate medically approved recreation programs for patients in hospitals, nursing homes, or other institutions.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Creativity",
        "Active Listening"
      ]
    },
    {
      "soc": "29-1126",
      "title": "Respiratory Therapists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 77960,
      "hourly_wage_usd": 37.48,
      "projected_growth_pct": 13,
      "employment_volume": 137800,
      "description": "Assess, treat, and care for patients with breathing disorders.",
      "skills": [
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Technical Knowledge",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-1128",
      "title": "Exercise Physiologists",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 53340,
      "hourly_wage_usd": 25.64,
      "projected_growth_pct": 11,
      "employment_volume": 7000,
      "description": "Develop fitness and exercise programs to improve patients' cardiopulmonary function, body composition, and flexibility.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Instructing",
        "Critical Thinking",
        "Empathy"
      ]
    },
    {
      "soc": "29-1171.01",
      "title": "Acute Care Nurse Practitioners",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 129210,
      "hourly_wage_usd": 62.12,
      "projected_growth_pct": 40,
      "employment_volume": 45000,
      "description": "Provide advanced nursing care for patients with acute conditions in hospital and critical care settings.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Decision Making",
        "Social Perceptiveness",
        "Empathy"
      ]
    },
    {
      "soc": "29-1199",
      "title": "Health Diagnosing and Treating Practitioners, All Other",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 78740,
      "hourly_wage_usd": 37.86,
      "projected_growth_pct": 8,
      "employment_volume": 30400,
      "description": "All health diagnosing and treating practitioners not listed separately.",
      "skills": [
        "Communication",
        "Critical Thinking",
        "Social Perceptiveness",
        "Empathy",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-1221",
      "title": "Orthodontists",
      "replaceability_score": 4,
      "tier": "shielded",
      "median_wage_usd": 200000,
      "hourly_wage_usd": 96.15,
      "projected_growth_pct": 4,
      "employment_volume": 5400,
      "description": "Examine, diagnose, and treat dental malocclusions and oral cavity anomalies.",
      "skills": [
        "Fine Motor Skills",
        "Communication",
        "Critical Thinking",
        "Attention to Detail",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-1222",
      "title": "Oral and Maxillofacial Surgeons",
      "replaceability_score": 2,
      "tier": "shielded",
      "median_wage_usd": 234990,
      "hourly_wage_usd": 113.07,
      "projected_growth_pct": 3,
      "employment_volume": 5200,
      "description": "Perform surgery and related procedures on the hard and soft tissues of the oral and maxillofacial regions.",
      "skills": [
        "Fine Motor Skills",
        "Critical Thinking",
        "Decision Making",
        "Communication",
        "Attention to Detail"
      ]
    },
    {
      "soc": "29-1292",
      "title": "Dental Hygienists",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 87530,
      "hourly_wage_usd": 42.08,
      "projected_growth_pct": 7,
      "employment_volume": 211470,
      "description": "Clean teeth and examine oral areas, head, and neck for signs of oral disease as part of preventive dental care.",
      "skills": [
        "Communication",
        "Fine Motor Skills",
        "Social Perceptiveness",
        "Attention to Detail",
        "Customer Service"
      ]
    },
    {
      "soc": "29-2011",
      "title": "Medical and Clinical Laboratory Technologists",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 60780,
      "hourly_wage_usd": 29.22,
      "projected_growth_pct": 5,
      "employment_volume": 175200,
      "description": "Perform complex medical laboratory tests for diagnosis, treatment, and prevention of disease.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Analytics",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2012",
      "title": "Medical and Clinical Laboratory Technicians",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 47700,
      "hourly_wage_usd": 22.93,
      "projected_growth_pct": 5,
      "employment_volume": 168700,
      "description": "Perform routine medical laboratory tests for the diagnosis, treatment, and prevention of disease under supervision.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Communication",
        "Analytics",
        "Reliability"
      ]
    },
    {
      "soc": "29-2031",
      "title": "Cardiovascular Technologists and Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 65050,
      "hourly_wage_usd": 31.27,
      "projected_growth_pct": 5,
      "employment_volume": 60500,
      "description": "Conduct tests on pulmonary or cardiovascular systems of patients for diagnostic, therapeutic, or research purposes.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2032",
      "title": "Diagnostic Medical Sonographers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 84990,
      "hourly_wage_usd": 40.86,
      "projected_growth_pct": 14,
      "employment_volume": 82200,
      "description": "Produce ultrasonic recordings of internal organs for use by physicians for diagnostic and therapeutic purposes.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Critical Thinking"
      ]
    },
    {
      "soc": "29-2033",
      "title": "Nuclear Medicine Technologists",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 92500,
      "hourly_wage_usd": 44.47,
      "projected_growth_pct": 2,
      "employment_volume": 19100,
      "description": "Prepare, administer, and measure radioactive isotopes in therapeutic, diagnostic, and tracer studies utilizing a variety of radioisotope equipment.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Mathematics",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2035",
      "title": "Magnetic Resonance Imaging Technologists",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 77360,
      "hourly_wage_usd": 37.19,
      "projected_growth_pct": 6,
      "employment_volume": 42400,
      "description": "Operate Magnetic Resonance Imaging (MRI) scanners to create diagnostic images.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2041",
      "title": "Paramedics",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 52800,
      "hourly_wage_usd": 25.38,
      "projected_growth_pct": 7,
      "employment_volume": 73700,
      "description": "Administer basic or advanced emergency medical care and assess injuries and illnesses and manage patient transport.",
      "skills": [
        "Decision Making",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-2051",
      "title": "Dietetic Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 37390,
      "hourly_wage_usd": 17.98,
      "projected_growth_pct": 7,
      "employment_volume": 30000,
      "description": "Assist in the provision of food service and nutritional programs under the supervision of a dietitian.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Customer Service",
        "Organization",
        "Mathematics"
      ]
    },
    {
      "soc": "29-2053",
      "title": "Psychiatric Technicians",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 40870,
      "hourly_wage_usd": 19.65,
      "projected_growth_pct": 5,
      "employment_volume": 78900,
      "description": "Care for individuals with mental or emotional conditions or disabilities, following the instructions of physicians or other health practitioners.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "29-2056",
      "title": "Veterinary Technologists and Technicians",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 43740,
      "hourly_wage_usd": 21.03,
      "projected_growth_pct": 15,
      "employment_volume": 123500,
      "description": "Perform medical tests in a laboratory environment for use in the treatment and diagnosis of diseases in animals.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Social Perceptiveness",
        "Technical Knowledge",
        "Physical Stamina"
      ]
    },
    {
      "soc": "29-2057",
      "title": "Ophthalmic Medical Technicians",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 43810,
      "hourly_wage_usd": 21.06,
      "projected_growth_pct": 6,
      "employment_volume": 74200,
      "description": "Assist ophthalmologists by performing ophthalmic clinical functions.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Attention to Detail",
        "Social Perceptiveness",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "29-2091",
      "title": "Orthotists and Prosthetists",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 79770,
      "hourly_wage_usd": 38.35,
      "projected_growth_pct": 15,
      "employment_volume": 10500,
      "description": "Design, fabricate, fit, and maintain devices for patients with disabling conditions of limbs and spine.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Fine Motor Skills",
        "Problem Solving",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "29-2092",
      "title": "Hearing Aid Specialists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 60230,
      "hourly_wage_usd": 28.96,
      "projected_growth_pct": 15,
      "employment_volume": 12500,
      "description": "Select, fit, and dispense hearing aids for the hearing impaired.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Technical Knowledge",
        "Customer Service",
        "Active Listening"
      ]
    },
    {
      "soc": "29-2099",
      "title": "Health Technologists and Technicians, All Other",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 53810,
      "hourly_wage_usd": 25.87,
      "projected_growth_pct": 5,
      "employment_volume": 98400,
      "description": "All health technologists and technicians not listed separately.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Attention to Detail",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "29-9091",
      "title": "Athletic Trainers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 57200,
      "hourly_wage_usd": 27.5,
      "projected_growth_pct": 14,
      "employment_volume": 33800,
      "description": "Evaluate and advise individuals to assist recovery from or avoid athletic-related injuries or illnesses.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "31-1011",
      "title": "Home Health Aides",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 33530,
      "hourly_wage_usd": 16.12,
      "projected_growth_pct": 20,
      "employment_volume": 881600,
      "description": "Provide routine individualized healthcare such as changing bandages and dressing wounds.",
      "skills": [
        "Empathy",
        "Social Perceptiveness",
        "Communication",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "31-2012",
      "title": "Occupational Therapy Aides",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 36120,
      "hourly_wage_usd": 17.37,
      "projected_growth_pct": 17,
      "employment_volume": 6300,
      "description": "Assist occupational therapists in providing occupational therapy activities under close supervision.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Physical Stamina",
        "Organization"
      ]
    },
    {
      "soc": "31-2022",
      "title": "Physical Therapist Aides",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 33400,
      "hourly_wage_usd": 16.06,
      "projected_growth_pct": 14,
      "employment_volume": 45900,
      "description": "Assist physical therapists with patient care activities under close supervision of the therapist.",
      "skills": [
        "Physical Stamina",
        "Communication",
        "Social Perceptiveness",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "31-9093",
      "title": "Medical Equipment Preparers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 42900,
      "hourly_wage_usd": 20.63,
      "projected_growth_pct": 5,
      "employment_volume": 66100,
      "description": "Prepare, sterilize, install, or clean laboratory or healthcare equipment.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Reliability",
        "Physical Stamina",
        "Communication"
      ]
    },
    {
      "soc": "31-9094",
      "title": "Medical Transcriptionists",
      "replaceability_score": 88,
      "tier": "boss",
      "median_wage_usd": 37930,
      "hourly_wage_usd": 18.24,
      "projected_growth_pct": -6,
      "employment_volume": 48300,
      "description": "Transcribe medical reports recorded by physicians and other healthcare practitioners using various electronic devices.",
      "skills": [
        "Attention to Detail",
        "Speed",
        "Technical Knowledge",
        "Communication",
        "Organization"
      ]
    },
    {
      "soc": "31-9096",
      "title": "Veterinary Assistants and Laboratory Animal Caretakers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 34980,
      "hourly_wage_usd": 16.82,
      "projected_growth_pct": 15,
      "employment_volume": 111600,
      "description": "Feed, water, and examine pets and other nonfarm animals for signs of illness, disease, or injury in laboratories and animal hospitals.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Attention to Detail",
        "Patience"
      ]
    },
    {
      "soc": "31-9099",
      "title": "Healthcare Support Workers, All Other",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 38190,
      "hourly_wage_usd": 18.36,
      "projected_growth_pct": 5,
      "employment_volume": 99200,
      "description": "All healthcare support workers not listed separately.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Empathy",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "33-1011",
      "title": "First-Line Supervisors of Correctional Officers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 72090,
      "hourly_wage_usd": 34.66,
      "projected_growth_pct": 3,
      "employment_volume": 50200,
      "description": "Directly supervise and coordinate activities of correctional officers and jailers.",
      "skills": [
        "Leadership",
        "Communication",
        "Decision Making",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-1021",
      "title": "First-Line Supervisors of Firefighting and Prevention Workers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 82010,
      "hourly_wage_usd": 39.43,
      "projected_growth_pct": 4,
      "employment_volume": 69200,
      "description": "Directly supervise and coordinate activities of workers engaged in firefighting and fire prevention and control.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Communication",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-2021",
      "title": "Fire Inspectors and Investigators",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 68100,
      "hourly_wage_usd": 32.74,
      "projected_growth_pct": 4,
      "employment_volume": 15900,
      "description": "Inspect buildings and equipment to detect fire hazards and enforce state and local regulations.",
      "skills": [
        "Attention to Detail",
        "Critical Thinking",
        "Communication",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "33-3011",
      "title": "Bailiffs",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 50770,
      "hourly_wage_usd": 24.41,
      "projected_growth_pct": 0,
      "employment_volume": 17000,
      "description": "Maintain order in courts of law.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Decision Making",
        "Attention to Detail"
      ]
    },
    {
      "soc": "33-3031",
      "title": "Fish and Game Wardens",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 60780,
      "hourly_wage_usd": 29.22,
      "projected_growth_pct": 3,
      "employment_volume": 5700,
      "description": "Patrol assigned area to prevent fish and game law violations.",
      "skills": [
        "Communication",
        "Physical Stamina",
        "Decision Making",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-3041",
      "title": "Parking Enforcement Workers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 48190,
      "hourly_wage_usd": 23.17,
      "projected_growth_pct": 3,
      "employment_volume": 11600,
      "description": "Patrol assigned areas to issue tickets to vehicles violating parking regulations.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Physical Stamina",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "33-3052",
      "title": "Transit and Railroad Police",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 66830,
      "hourly_wage_usd": 32.13,
      "projected_growth_pct": 3,
      "employment_volume": 4800,
      "description": "Protect and police railroad and transit property, personnel, or passengers.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Decision Making",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-9021",
      "title": "Private Detectives and Investigators",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 52120,
      "hourly_wage_usd": 25.06,
      "projected_growth_pct": 6,
      "employment_volume": 35800,
      "description": "Gather, analyze, compile, and report information regarding individuals or organizations to clients.",
      "skills": [
        "Critical Thinking",
        "Communication",
        "Social Perceptiveness",
        "Research",
        "Problem Solving"
      ]
    },
    {
      "soc": "33-9031",
      "title": "Gambling Surveillance Officers and Gambling Investigators",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 39680,
      "hourly_wage_usd": 19.08,
      "projected_growth_pct": 3,
      "employment_volume": 8000,
      "description": "Act as oversight and security agents for management and customers by monitoring gambling activity.",
      "skills": [
        "Attention to Detail",
        "Social Perceptiveness",
        "Communication",
        "Decision Making",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "33-9091",
      "title": "Crossing Guards and Flaggers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 36070,
      "hourly_wage_usd": 17.34,
      "projected_growth_pct": 3,
      "employment_volume": 112800,
      "description": "Guide or control vehicular or pedestrian traffic at crossings or construction sites.",
      "skills": [
        "Communication",
        "Physical Stamina",
        "Decision Making",
        "Social Perceptiveness",
        "Reliability"
      ]
    },
    {
      "soc": "33-9092",
      "title": "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 28860,
      "hourly_wage_usd": 13.88,
      "projected_growth_pct": 5,
      "employment_volume": 159700,
      "description": "Monitor recreational areas to provide assistance and protection to participants.",
      "skills": [
        "Physical Stamina",
        "Decision Making",
        "Communication",
        "Social Perceptiveness",
        "First Aid"
      ]
    },
    {
      "soc": "33-9099",
      "title": "Protective Service Workers, All Other",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 40310,
      "hourly_wage_usd": 19.38,
      "projected_growth_pct": 5,
      "employment_volume": 73200,
      "description": "All protective service workers not listed separately.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Decision Making",
        "Attention to Detail"
      ]
    },
    {
      "soc": "35-1011",
      "title": "Chefs and Head Cooks",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 58920,
      "hourly_wage_usd": 28.33,
      "projected_growth_pct": 6,
      "employment_volume": 163000,
      "description": "Direct and may participate in the preparation, seasoning, and cooking of salads, soups, fish, meats, vegetables, desserts, or other foods.",
      "skills": [
        "Creativity",
        "Coordination",
        "Leadership",
        "Time Management",
        "Physical Stamina"
      ]
    },
    {
      "soc": "35-2011",
      "title": "Cooks, Fast Food",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 28900,
      "hourly_wage_usd": 13.89,
      "projected_growth_pct": 8,
      "employment_volume": 774700,
      "description": "Prepare and cook food in a fast food restaurant with a limited menu using pre-planned recipes.",
      "skills": [
        "Physical Stamina",
        "Time Management",
        "Coordination",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "35-2012",
      "title": "Cooks, Institution and Cafeteria",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 34900,
      "hourly_wage_usd": 16.78,
      "projected_growth_pct": 5,
      "employment_volume": 401400,
      "description": "Prepare and cook large quantities of food for institutions, such as schools, hospitals, or cafeterias.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Time Management",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "35-2013",
      "title": "Cooks, Private Household",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 46900,
      "hourly_wage_usd": 22.55,
      "projected_growth_pct": 3,
      "employment_volume": 7200,
      "description": "Prepare meals in private homes according to the employer's recipes or own methods of cooking.",
      "skills": [
        "Creativity",
        "Attention to Detail",
        "Time Management",
        "Communication",
        "Reliability"
      ]
    },
    {
      "soc": "35-2015",
      "title": "Cooks, Short Order",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 30790,
      "hourly_wage_usd": 14.8,
      "projected_growth_pct": 5,
      "employment_volume": 95200,
      "description": "Prepare and cook to order a variety of foods that require only a short preparation time.",
      "skills": [
        "Physical Stamina",
        "Time Management",
        "Coordination",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "35-2019",
      "title": "Cooks, All Other",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 33940,
      "hourly_wage_usd": 16.32,
      "projected_growth_pct": 5,
      "employment_volume": 43600,
      "description": "All cooks not listed separately.",
      "skills": [
        "Physical Stamina",
        "Time Management",
        "Coordination",
        "Creativity",
        "Attention to Detail"
      ]
    },
    {
      "soc": "35-3011",
      "title": "Bartenders",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 31510,
      "hourly_wage_usd": 15.15,
      "projected_growth_pct": 8,
      "employment_volume": 710100,
      "description": "Mix and serve drinks to patrons, directly or through waitstaff.",
      "skills": [
        "Communication",
        "Customer Service",
        "Social Perceptiveness",
        "Creativity",
        "Time Management"
      ]
    },
    {
      "soc": "35-3041",
      "title": "Food Servers, Nonrestaurant",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 30790,
      "hourly_wage_usd": 14.8,
      "projected_growth_pct": 5,
      "employment_volume": 267200,
      "description": "Serve food to patrons outside of a restaurant environment, such as in hotels, hospital cafeterias, or catered events.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "35-9011",
      "title": "Dining Room and Cafeteria Attendants and Bartender Helpers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 29930,
      "hourly_wage_usd": 14.39,
      "projected_growth_pct": 5,
      "employment_volume": 578500,
      "description": "Facilitate food service by cleaning tables, carrying dirty dishes, and replenishing linen, silverware, glassware, and dishes.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Communication",
        "Time Management"
      ]
    },
    {
      "soc": "35-9021",
      "title": "Dishwashers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 29400,
      "hourly_wage_usd": 14.13,
      "projected_growth_pct": 5,
      "employment_volume": 558700,
      "description": "Clean dishes, kitchen, food preparation equipment, or utensils.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Time Management",
        "Coordination",
        "Attention to Detail"
      ]
    },
    {
      "soc": "35-9031",
      "title": "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 28970,
      "hourly_wage_usd": 13.93,
      "projected_growth_pct": 5,
      "employment_volume": 415800,
      "description": "Welcome patrons, seat them at tables or in lounge, and help ensure quality of facilities and service.",
      "skills": [
        "Customer Service",
        "Communication",
        "Social Perceptiveness",
        "Organization",
        "Coordination"
      ]
    },
    {
      "soc": "35-9099",
      "title": "Food Preparation and Serving Related Workers, All Other",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 30340,
      "hourly_wage_usd": 14.59,
      "projected_growth_pct": 5,
      "employment_volume": 78200,
      "description": "All food preparation and serving related workers not listed separately.",
      "skills": [
        "Physical Stamina",
        "Communication",
        "Customer Service",
        "Reliability",
        "Coordination"
      ]
    },
    {
      "soc": "37-1011",
      "title": "First-Line Supervisors of Housekeeping and Janitorial Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 47220,
      "hourly_wage_usd": 22.7,
      "projected_growth_pct": 5,
      "employment_volume": 252500,
      "description": "Directly supervise and coordinate work activities of cleaning personnel in hotels, hospitals, offices, and other establishments.",
      "skills": [
        "Leadership",
        "Coordination",
        "Communication",
        "Time Management",
        "Problem Solving"
      ]
    },
    {
      "soc": "37-1012",
      "title": "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 56500,
      "hourly_wage_usd": 27.16,
      "projected_growth_pct": 5,
      "employment_volume": 166600,
      "description": "Directly supervise and coordinate activities of workers engaged in landscaping or groundskeeping activities.",
      "skills": [
        "Leadership",
        "Coordination",
        "Communication",
        "Problem Solving",
        "Physical Stamina"
      ]
    },
    {
      "soc": "37-2012",
      "title": "Maids and Housekeeping Cleaners",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 32170,
      "hourly_wage_usd": 15.47,
      "projected_growth_pct": 3,
      "employment_volume": 843400,
      "description": "Perform any combination of light cleaning duties to maintain private households or commercial establishments in a clean and orderly manner.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Time Management",
        "Self-Motivation"
      ]
    },
    {
      "soc": "37-2021",
      "title": "Pest Control Workers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 42120,
      "hourly_wage_usd": 20.25,
      "projected_growth_pct": 5,
      "employment_volume": 90100,
      "description": "Apply or release chemical solutions or toxic gases and set traps to kill or remove pests.",
      "skills": [
        "Technical Knowledge",
        "Physical Stamina",
        "Attention to Detail",
        "Customer Service",
        "Communication"
      ]
    },
    {
      "soc": "37-3012",
      "title": "Tree Trimmers and Pruners",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 48600,
      "hourly_wage_usd": 23.37,
      "projected_growth_pct": 5,
      "employment_volume": 54700,
      "description": "Cut away dead or excess branches from trees or shrubs to maintain right-of-way for roads, sidewalks, or utilities.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "37-3013",
      "title": "Grounds Maintenance Workers, All Other",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37300,
      "hourly_wage_usd": 17.93,
      "projected_growth_pct": 3,
      "employment_volume": 26500,
      "description": "All grounds maintenance workers not listed separately.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Coordination",
        "Self-Motivation"
      ]
    },
    {
      "soc": "39-1014",
      "title": "First-Line Supervisors of Entertainment and Recreation Workers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 48160,
      "hourly_wage_usd": 23.15,
      "projected_growth_pct": 8,
      "employment_volume": 34900,
      "description": "Directly supervise and coordinate activities of entertainment and recreation workers.",
      "skills": [
        "Leadership",
        "Communication",
        "Coordination",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "39-1022",
      "title": "First-Line Supervisors of Personal Service Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 46160,
      "hourly_wage_usd": 22.19,
      "projected_growth_pct": 8,
      "employment_volume": 301800,
      "description": "Directly supervise and coordinate activities of personal service workers.",
      "skills": [
        "Leadership",
        "Communication",
        "Social Perceptiveness",
        "Coordination",
        "Customer Service"
      ]
    },
    {
      "soc": "39-2011",
      "title": "Animal Trainers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 37990,
      "hourly_wage_usd": 18.26,
      "projected_growth_pct": 14,
      "employment_volume": 58200,
      "description": "Train animals for riding, harness, security, performance, or obedience, or assisting persons with disabilities.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Patience",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "39-3011",
      "title": "Gambling Dealers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 29080,
      "hourly_wage_usd": 13.98,
      "projected_growth_pct": 5,
      "employment_volume": 81900,
      "description": "Operate table games, may also operate a cash register and verify and pay off bets.",
      "skills": [
        "Communication",
        "Mathematics",
        "Customer Service",
        "Attention to Detail",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "39-3012",
      "title": "Gambling and Sports Book Writers and Runners",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 28850,
      "hourly_wage_usd": 13.87,
      "projected_growth_pct": 3,
      "employment_volume": 13300,
      "description": "Assist in the operation of games such as keno and bingo.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Customer Service",
        "Communication",
        "Reliability"
      ]
    },
    {
      "soc": "39-3019",
      "title": "Gambling Service Workers, All Other",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 31740,
      "hourly_wage_usd": 15.26,
      "projected_growth_pct": 3,
      "employment_volume": 5600,
      "description": "All gambling service workers not listed separately.",
      "skills": [
        "Customer Service",
        "Communication",
        "Mathematics",
        "Attention to Detail",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "39-3093",
      "title": "Locker Room, Coatroom, and Dressing Room Attendants",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 31600,
      "hourly_wage_usd": 15.19,
      "projected_growth_pct": 5,
      "employment_volume": 16100,
      "description": "Provide personal items to patrons or customers in locker rooms, dressing rooms, or coatrooms.",
      "skills": [
        "Customer Service",
        "Communication",
        "Organization",
        "Physical Stamina",
        "Reliability"
      ]
    },
    {
      "soc": "39-4011",
      "title": "Embalmers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 52950,
      "hourly_wage_usd": 25.46,
      "projected_growth_pct": 3,
      "employment_volume": 6400,
      "description": "Prepare bodies for interment in conformity with legal requirements.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina"
      ]
    },
    {
      "soc": "39-5091",
      "title": "Makeup Artists, Theatrical and Performance",
      "replaceability_score": 10,
      "tier": "shielded",
      "median_wage_usd": 64420,
      "hourly_wage_usd": 30.97,
      "projected_growth_pct": 8,
      "employment_volume": 4600,
      "description": "Apply makeup to performers to reflect period, setting, and situation of their role.",
      "skills": [
        "Creativity",
        "Fine Motor Skills",
        "Social Perceptiveness",
        "Communication",
        "Attention to Detail"
      ]
    },
    {
      "soc": "39-5092",
      "title": "Manicurists and Pedicurists",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 33650,
      "hourly_wage_usd": 16.18,
      "projected_growth_pct": 8,
      "employment_volume": 156400,
      "description": "Clean, shape, and polish fingernails and toenails.",
      "skills": [
        "Fine Motor Skills",
        "Customer Service",
        "Communication",
        "Social Perceptiveness",
        "Attention to Detail"
      ]
    },
    {
      "soc": "39-5093",
      "title": "Shampooers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 29020,
      "hourly_wage_usd": 13.95,
      "projected_growth_pct": 3,
      "employment_volume": 12700,
      "description": "Shampoo and rinse customers' hair.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Attention to Detail"
      ]
    },
    {
      "soc": "39-6011",
      "title": "Baggage Porters and Bellhops",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 33740,
      "hourly_wage_usd": 16.22,
      "projected_growth_pct": 5,
      "employment_volume": 17300,
      "description": "Handle baggage for travelers at transportation terminals or for guests at hotels or similar establishments.",
      "skills": [
        "Customer Service",
        "Communication",
        "Physical Stamina",
        "Social Perceptiveness",
        "Reliability"
      ]
    },
    {
      "soc": "39-6012",
      "title": "Concierges",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 38330,
      "hourly_wage_usd": 18.43,
      "projected_growth_pct": 8,
      "employment_volume": 35400,
      "description": "Assist patrons at hotel, apartment, or office building with personal services.",
      "skills": [
        "Customer Service",
        "Communication",
        "Social Perceptiveness",
        "Organization",
        "Problem Solving"
      ]
    },
    {
      "soc": "39-7011",
      "title": "Tour Guides and Escorts",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 35600,
      "hourly_wage_usd": 17.12,
      "projected_growth_pct": 8,
      "employment_volume": 49200,
      "description": "Escort individuals or groups on sightseeing tours or through places of interest, such as industrial establishments, public buildings, and art galleries.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Cultural Knowledge",
        "Customer Service",
        "Organization"
      ]
    },
    {
      "soc": "39-9021",
      "title": "Personal Care Aides",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 33530,
      "hourly_wage_usd": 16.12,
      "projected_growth_pct": 20,
      "employment_volume": 2950700,
      "description": "Assist clients with personal and daily activities to improve quality of life.",
      "skills": [
        "Empathy",
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Patience"
      ]
    },
    {
      "soc": "39-9041",
      "title": "Residential Advisors",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 35480,
      "hourly_wage_usd": 17.06,
      "projected_growth_pct": 3,
      "employment_volume": 60000,
      "description": "Coordinate activities for residents of boarding schools, college fraternities or sororities, college dormitories, or similar establishments.",
      "skills": [
        "Social Perceptiveness",
        "Communication",
        "Empathy",
        "Problem Solving",
        "Leadership"
      ]
    },
    {
      "soc": "39-9099",
      "title": "Personal Care and Service Workers, All Other",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 35600,
      "hourly_wage_usd": 17.12,
      "projected_growth_pct": 5,
      "employment_volume": 104800,
      "description": "All personal care and service workers not listed separately.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Customer Service",
        "Empathy",
        "Reliability"
      ]
    },
    {
      "soc": "41-2012",
      "title": "Gambling Change Persons and Booth Cashiers",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 29510,
      "hourly_wage_usd": 14.19,
      "projected_growth_pct": 3,
      "employment_volume": 12000,
      "description": "Exchange coins, tokens, and chips for patrons' cash in a gambling establishment.",
      "skills": [
        "Mathematics",
        "Customer Service",
        "Communication",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "41-2021",
      "title": "Counter and Rental Clerks",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 35740,
      "hourly_wage_usd": 17.18,
      "projected_growth_pct": 3,
      "employment_volume": 480200,
      "description": "Receive orders, generally in person, for repairs, rentals, and services.",
      "skills": [
        "Customer Service",
        "Communication",
        "Mathematics",
        "Organization",
        "Problem Solving"
      ]
    },
    {
      "soc": "41-2022",
      "title": "Parts Salespersons",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 36470,
      "hourly_wage_usd": 17.53,
      "projected_growth_pct": 2,
      "employment_volume": 243400,
      "description": "Sell spare and replacement parts and equipment in repair shop or parts store.",
      "skills": [
        "Product Knowledge",
        "Customer Service",
        "Communication",
        "Technical Knowledge",
        "Problem Solving"
      ]
    },
    {
      "soc": "41-3091",
      "title": "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 71420,
      "hourly_wage_usd": 34.34,
      "projected_growth_pct": 3,
      "employment_volume": 805100,
      "description": "Sell services to individuals or businesses.",
      "skills": [
        "Communication",
        "Persuasion",
        "Customer Service",
        "Negotiation",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "41-4011",
      "title": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 100360,
      "hourly_wage_usd": 48.25,
      "projected_growth_pct": 1,
      "employment_volume": 327900,
      "description": "Sell goods for wholesalers or manufacturers where technical or scientific knowledge is required.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Persuasion",
        "Customer Service",
        "Problem Solving"
      ]
    },
    {
      "soc": "41-9011",
      "title": "Demonstrators and Product Promoters",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 36210,
      "hourly_wage_usd": 17.41,
      "projected_growth_pct": 3,
      "employment_volume": 79000,
      "description": "Demonstrate merchandise and answer questions for the purpose of creating public interest in buying the product.",
      "skills": [
        "Communication",
        "Persuasion",
        "Social Perceptiveness",
        "Customer Service",
        "Creativity"
      ]
    },
    {
      "soc": "41-9012",
      "title": "Models",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 37600,
      "hourly_wage_usd": 18.08,
      "projected_growth_pct": 5,
      "employment_volume": 1600,
      "description": "Model garments or other apparel and merchandise for prospective buyers at fashion shows, private showings, or retail establishments.",
      "skills": [
        "Communication",
        "Physical Stamina",
        "Self-Motivation",
        "Social Perceptiveness",
        "Creativity"
      ]
    },
    {
      "soc": "41-9031",
      "title": "Sales Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 112000,
      "hourly_wage_usd": 53.85,
      "projected_growth_pct": 5,
      "employment_volume": 60100,
      "description": "Sell business goods or services, the selling of which requires a technical background equivalent in depth to a baccalaureate degree in engineering.",
      "skills": [
        "Technical Knowledge",
        "Communication",
        "Persuasion",
        "Problem Solving",
        "Negotiation"
      ]
    },
    {
      "soc": "41-9041",
      "title": "Telemarketers",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 31520,
      "hourly_wage_usd": 15.15,
      "projected_growth_pct": -7,
      "employment_volume": 89200,
      "description": "Solicit donations or orders for goods or services over the telephone.",
      "skills": [
        "Communication",
        "Persuasion",
        "Persistence",
        "Customer Service",
        "Active Listening"
      ]
    },
    {
      "soc": "41-9091",
      "title": "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 33570,
      "hourly_wage_usd": 16.14,
      "projected_growth_pct": -3,
      "employment_volume": 14900,
      "description": "Sell goods or services door-to-door or on the street.",
      "skills": [
        "Persuasion",
        "Communication",
        "Customer Service",
        "Physical Stamina",
        "Self-Motivation"
      ]
    },
    {
      "soc": "41-9099",
      "title": "Sales and Related Workers, All Other",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 41280,
      "hourly_wage_usd": 19.85,
      "projected_growth_pct": 3,
      "employment_volume": 172700,
      "description": "All sales and related workers not listed separately.",
      "skills": [
        "Communication",
        "Customer Service",
        "Persuasion",
        "Social Perceptiveness",
        "Problem Solving"
      ]
    },
    {
      "soc": "43-2011",
      "title": "Switchboard Operators, Including Answering Service",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 35610,
      "hourly_wage_usd": 17.12,
      "projected_growth_pct": -15,
      "employment_volume": 73900,
      "description": "Operate telephone business systems equipment or switchboards to relay incoming, outgoing, and interoffice calls.",
      "skills": [
        "Communication",
        "Customer Service",
        "Attention to Detail",
        "Organization",
        "Multitasking"
      ]
    },
    {
      "soc": "43-2021",
      "title": "Telephone Operators",
      "replaceability_score": 88,
      "tier": "boss",
      "median_wage_usd": 39740,
      "hourly_wage_usd": 19.11,
      "projected_growth_pct": -15,
      "employment_volume": 5300,
      "description": "Provide information by accessing alphabetical, geographical, or other directories.",
      "skills": [
        "Communication",
        "Customer Service",
        "Active Listening",
        "Speed",
        "Attention to Detail"
      ]
    },
    {
      "soc": "43-2099",
      "title": "Communications Equipment Operators, All Other",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 43700,
      "hourly_wage_usd": 21.01,
      "projected_growth_pct": -5,
      "employment_volume": 2500,
      "description": "All communications equipment operators not listed separately.",
      "skills": [
        "Communication",
        "Technical Knowledge",
        "Attention to Detail",
        "Active Listening",
        "Customer Service"
      ]
    },
    {
      "soc": "43-3021",
      "title": "Billing and Posting Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 43800,
      "hourly_wage_usd": 21.06,
      "projected_growth_pct": -2,
      "employment_volume": 466600,
      "description": "Compile, compute, and record billing, accounting, statistical, and other numerical data for billing purposes.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Organization",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-3041",
      "title": "Gambling Cage Workers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 33400,
      "hourly_wage_usd": 16.06,
      "projected_growth_pct": 3,
      "employment_volume": 13700,
      "description": "In a gambling establishment, conduct financial transactions for patrons.",
      "skills": [
        "Mathematics",
        "Customer Service",
        "Attention to Detail",
        "Communication",
        "Accuracy"
      ]
    },
    {
      "soc": "43-3051",
      "title": "Payroll and Timekeeping Clerks",
      "replaceability_score": 76,
      "tier": "targeted",
      "median_wage_usd": 52090,
      "hourly_wage_usd": 25.04,
      "projected_growth_pct": -5,
      "employment_volume": 143400,
      "description": "Compile and record employee time and payroll data.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Organization",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-3061",
      "title": "Procurement Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 46840,
      "hourly_wage_usd": 22.52,
      "projected_growth_pct": -5,
      "employment_volume": 63900,
      "description": "Compile information and records to draw up purchase orders for procurement of materials and services.",
      "skills": [
        "Attention to Detail",
        "Organization",
        "Communication",
        "Mathematics",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4011",
      "title": "Brokerage Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 57050,
      "hourly_wage_usd": 27.43,
      "projected_growth_pct": -5,
      "employment_volume": 55700,
      "description": "Perform duties related to the purchase, sale, or holding of securities.",
      "skills": [
        "Attention to Detail",
        "Mathematics",
        "Communication",
        "Organization",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4021",
      "title": "Correspondence Clerks",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 43340,
      "hourly_wage_usd": 20.84,
      "projected_growth_pct": -10,
      "employment_volume": 7700,
      "description": "Compose letters or electronic correspondence in reply to requests for merchandise, damage claims, credit and other information.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Organization",
        "Writing",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4031",
      "title": "Court, Municipal, and License Clerks",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 42430,
      "hourly_wage_usd": 20.4,
      "projected_growth_pct": 3,
      "employment_volume": 143500,
      "description": "Perform clerical duties for courts of law, municipalities, or governmental licensing agencies.",
      "skills": [
        "Attention to Detail",
        "Organization",
        "Communication",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4041",
      "title": "Credit Authorizers, Checkers, and Clerks",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 47080,
      "hourly_wage_usd": 22.63,
      "projected_growth_pct": -10,
      "employment_volume": 49600,
      "description": "Authorize credit charges against customers' accounts. Investigate history and credit standing of individuals or business establishments.",
      "skills": [
        "Analytics",
        "Attention to Detail",
        "Communication",
        "Mathematics",
        "Decision Making"
      ]
    },
    {
      "soc": "43-4061",
      "title": "Eligibility Interviewers, Government Programs",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 50820,
      "hourly_wage_usd": 24.43,
      "projected_growth_pct": 3,
      "employment_volume": 153800,
      "description": "Determine eligibility of persons applying to receive assistance from government programs and agency resources.",
      "skills": [
        "Communication",
        "Active Listening",
        "Social Perceptiveness",
        "Attention to Detail",
        "Organization"
      ]
    },
    {
      "soc": "43-4071",
      "title": "File Clerks",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 37950,
      "hourly_wage_usd": 18.25,
      "projected_growth_pct": -10,
      "employment_volume": 128600,
      "description": "File correspondence, cards, invoices, receipts, and other records in alphabetical or numerical order or according to the filing system used.",
      "skills": [
        "Organization",
        "Attention to Detail",
        "Communication",
        "Reliability",
        "Speed"
      ]
    },
    {
      "soc": "43-4121",
      "title": "Library Assistants, Clerical",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 33490,
      "hourly_wage_usd": 16.1,
      "projected_growth_pct": 3,
      "employment_volume": 99900,
      "description": "Compile records, sort and shelve books, and issue and receive library materials.",
      "skills": [
        "Organization",
        "Customer Service",
        "Communication",
        "Attention to Detail",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4131",
      "title": "Loan Interviewers and Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 47700,
      "hourly_wage_usd": 22.93,
      "projected_growth_pct": -5,
      "employment_volume": 177600,
      "description": "Interview loan applicants to elicit information; investigate applicants' backgrounds and verify references.",
      "skills": [
        "Communication",
        "Attention to Detail",
        "Customer Service",
        "Organization",
        "Mathematics"
      ]
    },
    {
      "soc": "43-4141",
      "title": "New Accounts Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 42900,
      "hourly_wage_usd": 20.63,
      "projected_growth_pct": -5,
      "employment_volume": 43800,
      "description": "Interview persons desiring to open accounts in financial institutions and assist them in completing applications.",
      "skills": [
        "Customer Service",
        "Communication",
        "Attention to Detail",
        "Organization",
        "Mathematics"
      ]
    },
    {
      "soc": "43-4151",
      "title": "Order Clerks",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 39320,
      "hourly_wage_usd": 18.9,
      "projected_growth_pct": -10,
      "employment_volume": 98900,
      "description": "Receive and process incoming orders for materials, merchandise, classified ads, or services.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Organization",
        "Customer Service",
        "Speed"
      ]
    },
    {
      "soc": "43-4161",
      "title": "Human Resources Assistants",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 47710,
      "hourly_wage_usd": 22.94,
      "projected_growth_pct": -5,
      "employment_volume": 115300,
      "description": "Compile and keep personnel records. Record data for each employee.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4181",
      "title": "Reservation and Transportation Ticket Agents and Travel Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 42600,
      "hourly_wage_usd": 20.48,
      "projected_growth_pct": -5,
      "employment_volume": 110800,
      "description": "Make and confirm reservations for transportation or lodging, or sell transportation tickets.",
      "skills": [
        "Customer Service",
        "Communication",
        "Organization",
        "Problem Solving",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-4199",
      "title": "Information and Record Clerks, All Other",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 43500,
      "hourly_wage_usd": 20.91,
      "projected_growth_pct": 3,
      "employment_volume": 362100,
      "description": "All information and record clerks not listed separately.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-5011",
      "title": "Cargo and Freight Agents",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 48650,
      "hourly_wage_usd": 23.39,
      "projected_growth_pct": 3,
      "employment_volume": 110200,
      "description": "Expedite and route movement of incoming and outgoing cargo and freight shipments in airline, train, and trucking terminals and shipping docks.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "43-5021",
      "title": "Couriers and Messengers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 36850,
      "hourly_wage_usd": 17.72,
      "projected_growth_pct": -5,
      "employment_volume": 60200,
      "description": "Pick up and deliver messages, documents, packages, and other items between offices or departments within an establishment or directly to other business concerns.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Time Management",
        "Communication",
        "Organization"
      ]
    },
    {
      "soc": "43-5031",
      "title": "Public Safety Telecommunicators",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 49530,
      "hourly_wage_usd": 23.81,
      "projected_growth_pct": 3,
      "employment_volume": 102300,
      "description": "Operate telephone, radio, or other communication systems to receive and communicate requests for emergency assistance.",
      "skills": [
        "Communication",
        "Decision Making",
        "Active Listening",
        "Social Perceptiveness",
        "Multitasking"
      ]
    },
    {
      "soc": "43-5032",
      "title": "Dispatchers, Except Police, Fire, and Ambulance",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 46680,
      "hourly_wage_usd": 22.44,
      "projected_growth_pct": 3,
      "employment_volume": 195700,
      "description": "Schedule and dispatch workers, work crews, equipment, or service vehicles for conveyance of materials, freight, or passengers.",
      "skills": [
        "Communication",
        "Coordination",
        "Organization",
        "Problem Solving",
        "Decision Making"
      ]
    },
    {
      "soc": "43-5041",
      "title": "Meter Readers, Utilities",
      "replaceability_score": 88,
      "tier": "boss",
      "median_wage_usd": 46380,
      "hourly_wage_usd": 22.3,
      "projected_growth_pct": -15,
      "employment_volume": 22500,
      "description": "Read electric, gas, water, or steam consumption meters and enter data in route books or handheld computers.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-5051",
      "title": "Postal Service Clerks",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 52240,
      "hourly_wage_usd": 25.12,
      "projected_growth_pct": -10,
      "employment_volume": 97100,
      "description": "Perform any combination of tasks in a United States Post Office, such as receive letters and parcels; sell postage and revenue stamps.",
      "skills": [
        "Customer Service",
        "Communication",
        "Attention to Detail",
        "Physical Stamina",
        "Organization"
      ]
    },
    {
      "soc": "43-5052",
      "title": "Postal Service Mail Carriers",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 55380,
      "hourly_wage_usd": 26.63,
      "projected_growth_pct": -5,
      "employment_volume": 333100,
      "description": "Sort and deliver mail for the United States Postal Service.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Attention to Detail",
        "Time Management",
        "Communication"
      ]
    },
    {
      "soc": "43-5053",
      "title": "Postal Service Mail Sorters, Processors, and Processing Machine Operators",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 52060,
      "hourly_wage_usd": 25.03,
      "projected_growth_pct": -10,
      "employment_volume": 96800,
      "description": "Prepare incoming and outgoing mail for distribution using sorting machines and hand sorting.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Speed",
        "Reliability",
        "Coordination"
      ]
    },
    {
      "soc": "43-5111",
      "title": "Weighers, Measurers, Checkers, and Samplers, Recordkeeping",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 38780,
      "hourly_wage_usd": 18.64,
      "projected_growth_pct": -5,
      "employment_volume": 59900,
      "description": "Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records.",
      "skills": [
        "Attention to Detail",
        "Mathematics",
        "Organization",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "43-6012",
      "title": "Legal Secretaries and Administrative Assistants",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 52400,
      "hourly_wage_usd": 25.19,
      "projected_growth_pct": -10,
      "employment_volume": 145400,
      "description": "Perform secretarial duties using legal terminology and procedures, prepare legal papers and correspondence.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Technical Knowledge",
        "Time Management"
      ]
    },
    {
      "soc": "43-6013",
      "title": "Medical Secretaries and Administrative Assistants",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42600,
      "hourly_wage_usd": 20.48,
      "projected_growth_pct": 5,
      "employment_volume": 534000,
      "description": "Perform secretarial duties using knowledge of medical terminology and hospital, clinic, or laboratory procedures.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Technical Knowledge",
        "Customer Service"
      ]
    },
    {
      "soc": "43-9011",
      "title": "Computer Operators",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 50240,
      "hourly_wage_usd": 24.15,
      "projected_growth_pct": -12,
      "employment_volume": 41600,
      "description": "Monitor and control electronic computer and peripheral electronic data processing equipment to process business, scientific, engineering, and other data.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Communication",
        "Organization"
      ]
    },
    {
      "soc": "43-9022",
      "title": "Word Processors and Typists",
      "replaceability_score": 92,
      "tier": "boss",
      "median_wage_usd": 44150,
      "hourly_wage_usd": 21.23,
      "projected_growth_pct": -22,
      "employment_volume": 36800,
      "description": "Use word processor, computer, or typewriter to type letters, reports, forms, or other material from rough draft, corrected copy, or voice recording.",
      "skills": [
        "Speed",
        "Attention to Detail",
        "Organization",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-9031",
      "title": "Desktop Publishers",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 48020,
      "hourly_wage_usd": 23.09,
      "projected_growth_pct": -15,
      "employment_volume": 10100,
      "description": "Format typescript and graphic elements using desktop publishing software to produce publication-ready material.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Creativity",
        "Communication",
        "Organization"
      ]
    },
    {
      "soc": "43-9041",
      "title": "Insurance Claims and Policy Processing Clerks",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 47220,
      "hourly_wage_usd": 22.7,
      "projected_growth_pct": -5,
      "employment_volume": 303500,
      "description": "Process new insurance policies, modifications to existing policies, and claims forms.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Organization",
        "Customer Service",
        "Mathematics"
      ]
    },
    {
      "soc": "43-9051",
      "title": "Mail Clerks and Mail Machine Operators",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 36850,
      "hourly_wage_usd": 17.72,
      "projected_growth_pct": -10,
      "employment_volume": 62600,
      "description": "Prepare incoming and outgoing mail for distribution.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Organization",
        "Reliability",
        "Speed"
      ]
    },
    {
      "soc": "43-9071",
      "title": "Office Machine Operators",
      "replaceability_score": 82,
      "tier": "targeted",
      "median_wage_usd": 37460,
      "hourly_wage_usd": 18.01,
      "projected_growth_pct": -10,
      "employment_volume": 29200,
      "description": "Operate one or more of a variety of office machines, such as photocopying, photographic, and duplicating machines.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Organization",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "43-9081",
      "title": "Proofreaders and Copy Markers",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 46430,
      "hourly_wage_usd": 22.32,
      "projected_growth_pct": -5,
      "employment_volume": 9500,
      "description": "Read transcript or proof type setup to detect and mark for correction any grammatical, typographical, or compositional errors.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Critical Thinking",
        "Organization",
        "Speed"
      ]
    },
    {
      "soc": "43-9111",
      "title": "Statistical Assistants",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 52560,
      "hourly_wage_usd": 25.27,
      "projected_growth_pct": 3,
      "employment_volume": 13800,
      "description": "Compile and compute data according to statistical formulas for use in statistical studies.",
      "skills": [
        "Mathematics",
        "Attention to Detail",
        "Analytics",
        "Organization",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "43-9199",
      "title": "Office and Administrative Support Workers, All Other",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 40590,
      "hourly_wage_usd": 19.51,
      "projected_growth_pct": 3,
      "employment_volume": 542100,
      "description": "All office and administrative support workers not listed separately.",
      "skills": [
        "Organization",
        "Communication",
        "Attention to Detail",
        "Customer Service",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "45-1011",
      "title": "First-Line Supervisors of Farming, Fishing, and Forestry Workers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 55110,
      "hourly_wage_usd": 26.49,
      "projected_growth_pct": 3,
      "employment_volume": 47800,
      "description": "Directly supervise and coordinate the activities of agricultural, forestry, aquacultural, and related workers.",
      "skills": [
        "Leadership",
        "Communication",
        "Coordination",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "45-2011",
      "title": "Agricultural Inspectors",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 49130,
      "hourly_wage_usd": 23.62,
      "projected_growth_pct": 3,
      "employment_volume": 15700,
      "description": "Inspect agricultural commodities, processing equipment and facilities, and fish and logging operations to ensure compliance with regulations.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Critical Thinking",
        "Physical Stamina",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "45-2091",
      "title": "Agricultural Equipment Operators",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 36580,
      "hourly_wage_usd": 17.59,
      "projected_growth_pct": 3,
      "employment_volume": 27100,
      "description": "Drive and control equipment to support agricultural activities such as tilling soil, planting, and harvesting crops.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "45-2093",
      "title": "Farmworkers, Farm, Ranch, and Aquacultural Animals",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 34440,
      "hourly_wage_usd": 16.56,
      "projected_growth_pct": 2,
      "employment_volume": 92000,
      "description": "Attend to live farm, ranch, or aquacultural animals that may include cattle, sheep, swine, goats, horses, poultry, or fish.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Communication",
        "Animal Care"
      ]
    },
    {
      "soc": "45-3011",
      "title": "Fishers and Related Fishing Workers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 35400,
      "hourly_wage_usd": 17.02,
      "projected_growth_pct": 3,
      "employment_volume": 32400,
      "description": "Use nets, fishing rods, traps, or other equipment to catch and gather fish or other aquatic animals from rivers, lakes, or oceans.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Decision Making",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "45-3031",
      "title": "Logging Equipment Operators",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 48080,
      "hourly_wage_usd": 23.12,
      "projected_growth_pct": -5,
      "employment_volume": 26600,
      "description": "Drive logging tractor or operate logging equipment to fell trees, skid, yoke, load, and unload logs.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "45-4011",
      "title": "Forest and Conservation Workers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 33950,
      "hourly_wage_usd": 16.32,
      "projected_growth_pct": 5,
      "employment_volume": 17400,
      "description": "Under supervision, perform manual labor necessary to develop, maintain, or protect areas such as forests, parks, and wetlands.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "45-4023",
      "title": "Log Graders and Scalers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 44030,
      "hourly_wage_usd": 21.17,
      "projected_growth_pct": -5,
      "employment_volume": 3300,
      "description": "Grade logs or estimate the marketable content or value of logs or pulpwood.",
      "skills": [
        "Attention to Detail",
        "Mathematics",
        "Physical Stamina",
        "Decision Making",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "47-2011",
      "title": "Boilermakers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 64740,
      "hourly_wage_usd": 31.12,
      "projected_growth_pct": 3,
      "employment_volume": 15800,
      "description": "Construct, assemble, maintain, and repair stationary steam boilers and boiler house auxiliaries.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "47-2021",
      "title": "Brickmasons and Blockmasons",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 55860,
      "hourly_wage_usd": 26.86,
      "projected_growth_pct": 3,
      "employment_volume": 70200,
      "description": "Lay and bind building materials, such as brick, structural tile, concrete block, cinder block, glass block, and terra-cotta block.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2022",
      "title": "Stonemasons",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 48010,
      "hourly_wage_usd": 23.08,
      "projected_growth_pct": 3,
      "employment_volume": 10200,
      "description": "Build stone structures, such as piers, walls, and abutments, and lay special types of stone used in construction.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Creativity"
      ]
    },
    {
      "soc": "47-2041",
      "title": "Carpet Installers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 47170,
      "hourly_wage_usd": 22.68,
      "projected_growth_pct": 3,
      "employment_volume": 24400,
      "description": "Lay and install carpet from rolls or blocks on floors.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Mathematics",
        "Coordination",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "47-2042",
      "title": "Floor Layers, Except Carpet, Wood, and Hard Tiles",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 48360,
      "hourly_wage_usd": 23.25,
      "projected_growth_pct": 3,
      "employment_volume": 15800,
      "description": "Apply blocks, strips, or sheets of shock-absorbing, sound-deadening, or decorative coverings to floors.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Mathematics",
        "Coordination",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "47-2043",
      "title": "Floor Sanders and Finishers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 45290,
      "hourly_wage_usd": 21.78,
      "projected_growth_pct": 3,
      "employment_volume": 5200,
      "description": "Scrape and sand wooden floors to smooth surfaces using floor scraper and floor sanding machine and apply coats of finish.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Self-Motivation"
      ]
    },
    {
      "soc": "47-2044",
      "title": "Tile and Stone Setters",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 49420,
      "hourly_wage_usd": 23.76,
      "projected_growth_pct": 5,
      "employment_volume": 59200,
      "description": "Apply hard tile, stone, and comparable materials to walls, floors, ceilings, and roof decks.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "47-2051",
      "title": "Cement Masons and Concrete Finishers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 51650,
      "hourly_wage_usd": 24.83,
      "projected_growth_pct": 5,
      "employment_volume": 175900,
      "description": "Smooth and finish surfaces of poured concrete, such as floors, walks, sidewalks, roads, or curbs using a variety of hand and power tools.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2071",
      "title": "Paving, Surfacing, and Tamping Equipment Operators",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 51290,
      "hourly_wage_usd": 24.66,
      "projected_growth_pct": 4,
      "employment_volume": 54100,
      "description": "Operate equipment used for applying concrete, asphalt, or other materials to road beds, parking lots, or airport runways and taxiways.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "47-2081",
      "title": "Drywall and Ceiling Tile Installers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 52220,
      "hourly_wage_usd": 25.11,
      "projected_growth_pct": 5,
      "employment_volume": 86900,
      "description": "Apply plasterboard or other wallboard to ceilings or interior walls of buildings.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2082",
      "title": "Tapers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 55810,
      "hourly_wage_usd": 26.83,
      "projected_growth_pct": 5,
      "employment_volume": 22500,
      "description": "Seal joints between plasterboard or other wallboard to prepare wall surface for painting or papering.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Coordination"
      ]
    },
    {
      "soc": "47-2121",
      "title": "Glaziers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 51380,
      "hourly_wage_usd": 24.7,
      "projected_growth_pct": 5,
      "employment_volume": 58400,
      "description": "Install glass in windows, skylights, store fronts, and display cases, or on surfaces such as building fronts, interior walls, ceilings, and tabletops.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2131",
      "title": "Insulation Workers, Floor, Ceiling, and Wall",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 48090,
      "hourly_wage_usd": 23.12,
      "projected_growth_pct": 5,
      "employment_volume": 32900,
      "description": "Line and cover structures with insulating materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "47-2132",
      "title": "Insulation Workers, Mechanical",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 56600,
      "hourly_wage_usd": 27.21,
      "projected_growth_pct": 5,
      "employment_volume": 25800,
      "description": "Apply insulating materials to pipes or ductwork, or other mechanical systems to help control and maintain temperature.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2141",
      "title": "Painters, Construction and Maintenance",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 46080,
      "hourly_wage_usd": 22.15,
      "projected_growth_pct": 3,
      "employment_volume": 261300,
      "description": "Paint walls, equipment, buildings, bridges, and other structural surfaces using brushes, rollers, and spray guns.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "47-2151",
      "title": "Pipelayers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 47280,
      "hourly_wage_usd": 22.73,
      "projected_growth_pct": 5,
      "employment_volume": 33800,
      "description": "Lay pipe for storm or sanitation sewers, drains, and water mains.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "47-2161",
      "title": "Plasterers and Stucco Masons",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 49640,
      "hourly_wage_usd": 23.87,
      "projected_growth_pct": 5,
      "employment_volume": 22200,
      "description": "Apply interior or exterior plaster, cement, stucco, or similar materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Coordination"
      ]
    },
    {
      "soc": "47-2171",
      "title": "Reinforcing Iron and Rebar Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 57880,
      "hourly_wage_usd": 27.83,
      "projected_growth_pct": 5,
      "employment_volume": 23800,
      "description": "Position and secure steel bars or mesh in concrete forms to reinforce concrete.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-2181",
      "title": "Roofers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 48290,
      "hourly_wage_usd": 23.22,
      "projected_growth_pct": 5,
      "employment_volume": 149900,
      "description": "Cover roofs of structures with shingles, slate, asphalt, aluminum, wood, or related materials.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Technical Knowledge",
        "Balance"
      ]
    },
    {
      "soc": "47-2211",
      "title": "Sheet Metal Workers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 58280,
      "hourly_wage_usd": 28.02,
      "projected_growth_pct": 5,
      "employment_volume": 142100,
      "description": "Fabricate, assemble, install, and repair sheet metal products and equipment.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving"
      ]
    },
    {
      "soc": "47-2221",
      "title": "Structural Iron and Steel Workers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 62510,
      "hourly_wage_usd": 30.05,
      "projected_growth_pct": 5,
      "employment_volume": 80800,
      "description": "Raise, place, and unite iron or steel girders, columns, and other structural members to form completed structures.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Balance",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "47-2231",
      "title": "Solar Photovoltaic Installers",
      "replaceability_score": 14,
      "tier": "shielded",
      "median_wage_usd": 48800,
      "hourly_wage_usd": 23.46,
      "projected_growth_pct": 22,
      "employment_volume": 20300,
      "description": "Assemble, install, or maintain solar photovoltaic systems on roofs or other structures.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "47-3011",
      "title": "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 38740,
      "hourly_wage_usd": 18.63,
      "projected_growth_pct": 3,
      "employment_volume": 22300,
      "description": "Help brickmasons, blockmasons, stonemasons, or tile and marble setters by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "47-3012",
      "title": "Helpers--Carpenters",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37820,
      "hourly_wage_usd": 18.18,
      "projected_growth_pct": 3,
      "employment_volume": 24500,
      "description": "Help carpenters by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "47-3013",
      "title": "Helpers--Electricians",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37580,
      "hourly_wage_usd": 18.07,
      "projected_growth_pct": 6,
      "employment_volume": 62900,
      "description": "Help electricians by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "47-3014",
      "title": "Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37350,
      "hourly_wage_usd": 17.96,
      "projected_growth_pct": 3,
      "employment_volume": 11200,
      "description": "Help painters, paperhangers, plasterers, or stucco masons by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "47-3015",
      "title": "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37170,
      "hourly_wage_usd": 17.87,
      "projected_growth_pct": 5,
      "employment_volume": 46300,
      "description": "Help plumbers, pipefitters, steamfitters, or pipelayers by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "47-3016",
      "title": "Helpers--Roofers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 37780,
      "hourly_wage_usd": 18.16,
      "projected_growth_pct": 5,
      "employment_volume": 13400,
      "description": "Help roofers by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Balance"
      ]
    },
    {
      "soc": "47-4021",
      "title": "Elevator and Escalator Installers and Repairers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 102420,
      "hourly_wage_usd": 49.24,
      "projected_growth_pct": 3,
      "employment_volume": 30300,
      "description": "Assemble, install, repair, or maintain electric or hydraulic freight or passenger elevators, escalators, or dumbwaiters.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Mathematics"
      ]
    },
    {
      "soc": "47-4031",
      "title": "Fence Erectors",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 44540,
      "hourly_wage_usd": 21.41,
      "projected_growth_pct": 5,
      "employment_volume": 25000,
      "description": "Erect and repair fences and fence gates, using hand and power tools.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Technical Knowledge",
        "Mathematics"
      ]
    },
    {
      "soc": "47-4041",
      "title": "Hazardous Materials Removal Workers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 48550,
      "hourly_wage_usd": 23.34,
      "projected_growth_pct": 3,
      "employment_volume": 47100,
      "description": "Identify, remove, pack, transport, or dispose of hazardous materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Decision Making",
        "Communication"
      ]
    },
    {
      "soc": "47-4051",
      "title": "Highway Maintenance Workers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 46130,
      "hourly_wage_usd": 22.18,
      "projected_growth_pct": 3,
      "employment_volume": 147200,
      "description": "Maintain highways, municipal and rural roads, airport runways, and rights-of-way.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "47-4071",
      "title": "Septic Tank Servicers and Sewer Pipe Cleaners",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 46100,
      "hourly_wage_usd": 22.16,
      "projected_growth_pct": 5,
      "employment_volume": 18400,
      "description": "Clean and repair septic tanks, sewer lines, or drains.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Reliability"
      ]
    },
    {
      "soc": "47-5011",
      "title": "Derrick Operators, Oil and Gas",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 58200,
      "hourly_wage_usd": 27.98,
      "projected_growth_pct": -5,
      "employment_volume": 8700,
      "description": "Rig derrick equipment and operate pumps to circulate mud through drill hole.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "47-5013",
      "title": "Service Unit Operators, Oil and Gas",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 50120,
      "hourly_wage_usd": 24.1,
      "projected_growth_pct": -5,
      "employment_volume": 22100,
      "description": "Operate equipment to increase oil flow from producing wells or to remove stuck pipe, casing, or other obstructions from drilling wells.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Problem Solving",
        "Coordination",
        "Decision Making"
      ]
    },
    {
      "soc": "47-5022",
      "title": "Excavating and Loading Machine and Dragline Operators, Surface Mining",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 53590,
      "hourly_wage_usd": 25.77,
      "projected_growth_pct": 3,
      "employment_volume": 26700,
      "description": "Operate or tend machinery at surface mining sites to remove overburden and extract ore.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "47-5032",
      "title": "Explosives Workers, Ordnance Handling Experts, and Blasters",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 59460,
      "hourly_wage_usd": 28.59,
      "projected_growth_pct": 3,
      "employment_volume": 5100,
      "description": "Place and detonate explosives to demolish structures or to loosen, remove, or displace earth, rock, or other materials.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Decision Making",
        "Communication"
      ]
    },
    {
      "soc": "47-5041",
      "title": "Continuous Mining Machine Operators",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 55370,
      "hourly_wage_usd": 26.62,
      "projected_growth_pct": -5,
      "employment_volume": 6900,
      "description": "Operate self-propelled mining machines that rip coal, metal and nonmetal ores, rock, stone, or sand from the mine face.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "47-5049",
      "title": "Mining Machine Operators, All Other",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 53270,
      "hourly_wage_usd": 25.61,
      "projected_growth_pct": -3,
      "employment_volume": 12700,
      "description": "All mining machine operators not listed separately.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Reliability"
      ]
    },
    {
      "soc": "47-5071",
      "title": "Roustabouts, Oil and Gas",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 43810,
      "hourly_wage_usd": 21.06,
      "projected_growth_pct": -5,
      "employment_volume": 46500,
      "description": "Assemble or repair oil field equipment using hand and power tools.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Reliability",
        "Problem Solving"
      ]
    },
    {
      "soc": "47-5081",
      "title": "Helpers--Extraction Workers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 40870,
      "hourly_wage_usd": 19.65,
      "projected_growth_pct": -3,
      "employment_volume": 18000,
      "description": "Help extraction craft workers by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "49-2011",
      "title": "Computer, Automated Teller, and Office Machine Repairers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 44180,
      "hourly_wage_usd": 21.24,
      "projected_growth_pct": -5,
      "employment_volume": 113600,
      "description": "Repair, maintain, or install computers, word processing systems, automated teller machines, and electronic office machines.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Customer Service",
        "Communication"
      ]
    },
    {
      "soc": "49-2021",
      "title": "Radio, Cellular, and Tower Equipment Installers and Repairers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 63120,
      "hourly_wage_usd": 30.35,
      "projected_growth_pct": 5,
      "employment_volume": 14300,
      "description": "Install, maintain, or repair radio, cellular, and tower communication equipment.",
      "skills": [
        "Technical Knowledge",
        "Physical Stamina",
        "Problem Solving",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "49-2091",
      "title": "Avionics Technicians",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 73220,
      "hourly_wage_usd": 35.2,
      "projected_growth_pct": 5,
      "employment_volume": 21000,
      "description": "Install, inspect, test, adjust, or repair avionics equipment, such as radar, radio, navigation, and missile control systems in aircraft or space vehicles.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "49-2092",
      "title": "Electric Motor, Power Tool, and Related Repairers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 48840,
      "hourly_wage_usd": 23.48,
      "projected_growth_pct": 3,
      "employment_volume": 18200,
      "description": "Repair, maintain, or install electric motors, wiring, or switches.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "49-2093",
      "title": "Electrical and Electronics Installers and Repairers, Transportation Equipment",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 72240,
      "hourly_wage_usd": 34.73,
      "projected_growth_pct": 3,
      "employment_volume": 13000,
      "description": "Install, adjust, or maintain mobile electronics communication equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Coordination",
        "Communication"
      ]
    },
    {
      "soc": "49-2094",
      "title": "Electrical and Electronics Repairers, Commercial and Industrial Equipment",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 66510,
      "hourly_wage_usd": 31.98,
      "projected_growth_pct": 3,
      "employment_volume": 52200,
      "description": "Repair, test, adjust, or install electronic equipment, such as industrial controls.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Communication",
        "Mathematics"
      ]
    },
    {
      "soc": "49-2095",
      "title": "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 96400,
      "hourly_wage_usd": 46.35,
      "projected_growth_pct": 3,
      "employment_volume": 22400,
      "description": "Inspect, test, repair, or maintain electrical equipment in generating stations, substations, and in-service relays.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Mathematics",
        "Communication"
      ]
    },
    {
      "soc": "49-2096",
      "title": "Electronic Equipment Installers and Repairers, Motor Vehicles",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 42700,
      "hourly_wage_usd": 20.53,
      "projected_growth_pct": 3,
      "employment_volume": 8100,
      "description": "Install, diagnose, or repair communications, sound, security, or navigation equipment in motor vehicles.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Fine Motor Skills",
        "Customer Service"
      ]
    },
    {
      "soc": "49-2097",
      "title": "Audiovisual Equipment Installers and Repairers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 47240,
      "hourly_wage_usd": 22.71,
      "projected_growth_pct": 5,
      "employment_volume": 28700,
      "description": "Install, repair, or adjust audio or television receivers, stereo systems, camcorders, video systems, or other electronic entertainment equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Customer Service",
        "Communication"
      ]
    },
    {
      "soc": "49-2098",
      "title": "Security and Fire Alarm Systems Installers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 58200,
      "hourly_wage_usd": 27.98,
      "projected_growth_pct": 5,
      "employment_volume": 91800,
      "description": "Install, program, maintain, and repair security and fire alarm wiring and equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "49-3011",
      "title": "Aircraft Mechanics and Service Technicians",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 72700,
      "hourly_wage_usd": 34.95,
      "projected_growth_pct": 5,
      "employment_volume": 155800,
      "description": "Diagnose, adjust, repair, or overhaul aircraft engines and assemblies.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Physical Stamina",
        "Communication"
      ]
    },
    {
      "soc": "49-3021",
      "title": "Automotive Body and Related Repairers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 50890,
      "hourly_wage_usd": 24.47,
      "projected_growth_pct": 3,
      "employment_volume": 148300,
      "description": "Repair and refinish automotive vehicle bodies, straighten vehicle frames, and replace damaged parts.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Fine Motor Skills",
        "Problem Solving",
        "Physical Stamina"
      ]
    },
    {
      "soc": "49-3031",
      "title": "Bus and Truck Mechanics and Diesel Engine Specialists",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 56850,
      "hourly_wage_usd": 27.33,
      "projected_growth_pct": 5,
      "employment_volume": 278800,
      "description": "Diagnose, adjust, repair, or overhaul buses and trucks, or maintain and repair any type of diesel engines.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "49-3041",
      "title": "Farm Equipment Mechanics and Service Technicians",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 47900,
      "hourly_wage_usd": 23.03,
      "projected_growth_pct": 5,
      "employment_volume": 34200,
      "description": "Diagnose, adjust, repair, or overhaul farm machinery and vehicles, such as tractors, harvesters, dairy equipment, and irrigation systems.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "49-3043",
      "title": "Rail Car Repairers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 61010,
      "hourly_wage_usd": 29.33,
      "projected_growth_pct": 3,
      "employment_volume": 21800,
      "description": "Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.",
      "skills": [
        "Technical Knowledge",
        "Physical Stamina",
        "Attention to Detail",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "49-3051",
      "title": "Motorboat Mechanics and Service Technicians",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 48040,
      "hourly_wage_usd": 23.1,
      "projected_growth_pct": 5,
      "employment_volume": 21100,
      "description": "Repair and adjust electrical and mechanical equipment of inboard or inboard-outboard boat engines.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "49-3052",
      "title": "Motorcycle Mechanics",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 44310,
      "hourly_wage_usd": 21.3,
      "projected_growth_pct": 3,
      "employment_volume": 16400,
      "description": "Diagnose, adjust, repair, or overhaul motorcycles, scooters, mopeds, dirt bikes, or similar motorized vehicles.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "49-3053",
      "title": "Outdoor Power Equipment and Other Small Engine Mechanics",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 42280,
      "hourly_wage_usd": 20.33,
      "projected_growth_pct": 3,
      "employment_volume": 34100,
      "description": "Diagnose, adjust, repair, or overhaul small engines used to power lawn mowers, chain saws, recreational vehicles, and related equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "49-3093",
      "title": "Tire Repairers and Changers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 36810,
      "hourly_wage_usd": 17.7,
      "projected_growth_pct": 3,
      "employment_volume": 102200,
      "description": "Repair and replace tires on automobiles, buses, trucks, and other vehicles.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Customer Service",
        "Coordination"
      ]
    },
    {
      "soc": "49-9012",
      "title": "Control and Valve Installers and Repairers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 62440,
      "hourly_wage_usd": 30.02,
      "projected_growth_pct": 3,
      "employment_volume": 50300,
      "description": "Install, repair, and maintain mechanical regulating and controlling devices.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Physical Stamina",
        "Mathematics"
      ]
    },
    {
      "soc": "49-9031",
      "title": "Home Appliance Repairers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 46820,
      "hourly_wage_usd": 22.51,
      "projected_growth_pct": 3,
      "employment_volume": 32900,
      "description": "Repair, adjust, or install all types of electric or gas household appliances.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Customer Service",
        "Attention to Detail",
        "Physical Stamina"
      ]
    },
    {
      "soc": "49-9044",
      "title": "Millwrights",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 62420,
      "hourly_wage_usd": 30.01,
      "projected_growth_pct": 5,
      "employment_volume": 45600,
      "description": "Install, dismantle, or move machinery and heavy equipment according to layout plans, blueprints, or other drawings.",
      "skills": [
        "Technical Knowledge",
        "Physical Stamina",
        "Problem Solving",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "49-9051",
      "title": "Electrical Power-Line Installers and Repairers",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 86440,
      "hourly_wage_usd": 41.56,
      "projected_growth_pct": 3,
      "employment_volume": 125700,
      "description": "Install or repair cables or wires used in electrical power or distribution systems.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "49-9052",
      "title": "Telecommunications Line Installers and Repairers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 61560,
      "hourly_wage_usd": 29.6,
      "projected_growth_pct": -5,
      "employment_volume": 101700,
      "description": "Install and repair telecommunications cable, including fiber optics.",
      "skills": [
        "Technical Knowledge",
        "Physical Stamina",
        "Problem Solving",
        "Attention to Detail",
        "Coordination"
      ]
    },
    {
      "soc": "49-9062",
      "title": "Medical Equipment Repairers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 59180,
      "hourly_wage_usd": 28.45,
      "projected_growth_pct": 14,
      "employment_volume": 48100,
      "description": "Test, adjust, or repair biomedical or electromedical equipment.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Communication",
        "Mathematics"
      ]
    },
    {
      "soc": "49-9081",
      "title": "Wind Turbine Service Technicians",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 61770,
      "hourly_wage_usd": 29.7,
      "projected_growth_pct": 45,
      "employment_volume": 13400,
      "description": "Inspect, diagnose, adjust, or repair wind turbines.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Coordination"
      ]
    },
    {
      "soc": "49-9091",
      "title": "Coin, Vending, and Amusement Machine Servicers and Repairers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 41260,
      "hourly_wage_usd": 19.84,
      "projected_growth_pct": 3,
      "employment_volume": 37800,
      "description": "Install, service, adjust, or repair coin, vending, or amusement machines.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Attention to Detail",
        "Customer Service",
        "Physical Stamina"
      ]
    },
    {
      "soc": "49-9094",
      "title": "Locksmiths and Safe Repairers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 47940,
      "hourly_wage_usd": 23.05,
      "projected_growth_pct": 3,
      "employment_volume": 25600,
      "description": "Repair and open locks, make keys, change locks and safe combinations, and install and repair safes.",
      "skills": [
        "Technical Knowledge",
        "Fine Motor Skills",
        "Problem Solving",
        "Customer Service",
        "Attention to Detail"
      ]
    },
    {
      "soc": "49-9095",
      "title": "Manufactured Building and Mobile Home Installers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 41000,
      "hourly_wage_usd": 19.71,
      "projected_growth_pct": 3,
      "employment_volume": 3900,
      "description": "Move or install mobile homes or prefabricated buildings.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "49-9096",
      "title": "Riggers",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 57380,
      "hourly_wage_usd": 27.59,
      "projected_growth_pct": 5,
      "employment_volume": 16800,
      "description": "Set up or repair rigging for construction projects, manufacturing plants, logging yards, ships and shipyards, or for the entertainment industry.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Problem Solving"
      ]
    },
    {
      "soc": "49-9098",
      "title": "Helpers--Installation, Maintenance, and Repair Workers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 36240,
      "hourly_wage_usd": 17.42,
      "projected_growth_pct": 5,
      "employment_volume": 106400,
      "description": "Help installation, maintenance, and repair workers by performing duties requiring less skill.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "49-9099",
      "title": "Installation, Maintenance, and Repair Workers, All Other",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 49530,
      "hourly_wage_usd": 23.81,
      "projected_growth_pct": 5,
      "employment_volume": 157800,
      "description": "All installation, maintenance, and repair workers not listed separately.",
      "skills": [
        "Technical Knowledge",
        "Problem Solving",
        "Physical Stamina",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "51-2011",
      "title": "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 59010,
      "hourly_wage_usd": 28.37,
      "projected_growth_pct": 3,
      "employment_volume": 38800,
      "description": "Assemble, fit, fasten, and install parts of airplanes, space vehicles, or missiles.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Physical Stamina",
        "Fine Motor Skills",
        "Coordination"
      ]
    },
    {
      "soc": "51-2021",
      "title": "Coil Winders, Tapers, and Finishers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 40900,
      "hourly_wage_usd": 19.66,
      "projected_growth_pct": -5,
      "employment_volume": 9900,
      "description": "Wind wire coils used in electrical components, such as resistors, transformers, and stators.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Physical Stamina",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-2031",
      "title": "Engine and Other Machine Assemblers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 48090,
      "hourly_wage_usd": 23.12,
      "projected_growth_pct": -3,
      "employment_volume": 28200,
      "description": "Construct, assemble, or rebuild machines, such as engines, turbines, and similar equipment.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Physical Stamina",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-2041",
      "title": "Structural Metal Fabricators and Fitters",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 48080,
      "hourly_wage_usd": 23.12,
      "projected_growth_pct": 1,
      "employment_volume": 67200,
      "description": "Fabricate, position, align, and fit parts of structural metal products.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "51-2051",
      "title": "Fiberglass Laminators and Fabricators",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 39420,
      "hourly_wage_usd": 18.95,
      "projected_growth_pct": 3,
      "employment_volume": 21200,
      "description": "Laminate layers of fiberglass on molds to form boat decks and hulls, bodies for golf carts, automobiles, or other products.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-2091",
      "title": "Electrical and Electronic Equipment Assemblers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 39270,
      "hourly_wage_usd": 18.88,
      "projected_growth_pct": -5,
      "employment_volume": 176800,
      "description": "Assemble or modify electrical or electronic equipment, such as computers, test equipment, and circuit boards.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Coordination",
        "Physical Stamina"
      ]
    },
    {
      "soc": "51-2092",
      "title": "Team Assemblers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 38090,
      "hourly_wage_usd": 18.31,
      "projected_growth_pct": -3,
      "employment_volume": 935000,
      "description": "Work as part of a team having responsibility for assembling an entire product or component of a product.",
      "skills": [
        "Coordination",
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "51-3021",
      "title": "Butchers and Meat Cutters",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 38440,
      "hourly_wage_usd": 18.48,
      "projected_growth_pct": 3,
      "employment_volume": 134500,
      "description": "Cut, trim, or prepare consumer-sized portions of meat for use or sale in retail establishments.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Customer Service",
        "Coordination"
      ]
    },
    {
      "soc": "51-3022",
      "title": "Meat, Poultry, and Fish Cutters and Trimmers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 35390,
      "hourly_wage_usd": 17.02,
      "projected_growth_pct": 3,
      "employment_volume": 155200,
      "description": "Use hand or hand-powered cutting devices to cut and trim meat, poultry, and seafood products.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "51-3023",
      "title": "Slaughterers and Meat Packers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 37380,
      "hourly_wage_usd": 17.97,
      "projected_growth_pct": 3,
      "employment_volume": 83900,
      "description": "Work in slaughtering, meat packing, or wholesale establishments performing precision functions.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Reliability",
        "Speed"
      ]
    },
    {
      "soc": "51-3091",
      "title": "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 39310,
      "hourly_wage_usd": 18.9,
      "projected_growth_pct": 3,
      "employment_volume": 20300,
      "description": "Operate or tend food or tobacco roasting, baking, or drying equipment.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Reliability",
        "Coordination"
      ]
    },
    {
      "soc": "51-3092",
      "title": "Food Batchmakers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 37040,
      "hourly_wage_usd": 17.81,
      "projected_growth_pct": 5,
      "employment_volume": 101800,
      "description": "Set up and operate equipment that mixes or blends ingredients used in the manufacturing of food products.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-3093",
      "title": "Food Cooking Machine Operators and Tenders",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 35680,
      "hourly_wage_usd": 17.15,
      "projected_growth_pct": 3,
      "employment_volume": 30400,
      "description": "Operate or tend cooking equipment, such as steam cooking vats, deep fry cookers, and pressure cookers.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "51-4011",
      "title": "Computer Numerically Controlled Tool Operators",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 47560,
      "hourly_wage_usd": 22.87,
      "projected_growth_pct": 3,
      "employment_volume": 157800,
      "description": "Operate computer numerically controlled machine tools that automatically mill, drill, broach, or ream metal and nonmetal workpieces.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "51-4012",
      "title": "Computer Numerically Controlled Tool Programmers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 63760,
      "hourly_wage_usd": 30.65,
      "projected_growth_pct": 5,
      "employment_volume": 18900,
      "description": "Develop programs to control machining or processing of metal or plastic parts by automatic machine tools, equipment, or systems.",
      "skills": [
        "Technical Knowledge",
        "Mathematics",
        "Problem Solving",
        "Attention to Detail",
        "Programming"
      ]
    },
    {
      "soc": "51-4021",
      "title": "Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 41430,
      "hourly_wage_usd": 19.92,
      "projected_growth_pct": -3,
      "employment_volume": 63700,
      "description": "Set up, operate, or tend machines to extrude or draw thermoplastic or metal materials into tubes, rods, hoses, wire, bars, or structural shapes.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-4022",
      "title": "Forging Machine Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 44010,
      "hourly_wage_usd": 21.16,
      "projected_growth_pct": -3,
      "employment_volume": 20900,
      "description": "Set up, operate, or tend forging machines to taper, shape, or form metal or plastic parts.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-4023",
      "title": "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 45230,
      "hourly_wage_usd": 21.75,
      "projected_growth_pct": -3,
      "employment_volume": 25200,
      "description": "Set up, operate, or tend machines to roll steel or plastic forming bends, beads, knurls, or corrugations.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Coordination",
        "Mathematics"
      ]
    },
    {
      "soc": "51-4031",
      "title": "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 40120,
      "hourly_wage_usd": 19.29,
      "projected_growth_pct": -3,
      "employment_volume": 130700,
      "description": "Set up, operate, or tend machines to saw, cut, shear, slit, punch, crimp, notch, bend, or straighten metal or plastic material.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-4032",
      "title": "Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42840,
      "hourly_wage_usd": 20.6,
      "projected_growth_pct": -3,
      "employment_volume": 16800,
      "description": "Set up, operate, or tend drilling machines to drill, bore, ream, mill, or countersink metal or plastic workpieces.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "51-4033",
      "title": "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 40780,
      "hourly_wage_usd": 19.61,
      "projected_growth_pct": -3,
      "employment_volume": 58100,
      "description": "Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges, or polish metal or plastic workpieces.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "51-4034",
      "title": "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 44620,
      "hourly_wage_usd": 21.45,
      "projected_growth_pct": -3,
      "employment_volume": 27700,
      "description": "Set up, operate, or tend lathe and turning machines to turn, bore, thread, form, or face metal or plastic materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Mathematics",
        "Coordination"
      ]
    },
    {
      "soc": "51-4051",
      "title": "Metal-Refining Furnace Operators and Tenders",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 47740,
      "hourly_wage_usd": 22.95,
      "projected_growth_pct": -3,
      "employment_volume": 14600,
      "description": "Operate or tend furnaces, such as gas, oil, coal, electric-arc or electric induction, open-hearth, or oxygen furnaces to melt and refine metal.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Decision Making"
      ]
    },
    {
      "soc": "51-4052",
      "title": "Pourers and Casters, Metal",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 44180,
      "hourly_wage_usd": 21.24,
      "projected_growth_pct": -3,
      "employment_volume": 15800,
      "description": "Operate hand-controlled mechanisms to pour and regulate the flow of molten metal into molds to produce castings or ingots.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "51-4072",
      "title": "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 39770,
      "hourly_wage_usd": 19.12,
      "projected_growth_pct": -3,
      "employment_volume": 105800,
      "description": "Set up, operate, or tend metal or plastic molding, casting, or coremaking machines.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-4111",
      "title": "Tool and Die Makers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 58390,
      "hourly_wage_usd": 28.07,
      "projected_growth_pct": -3,
      "employment_volume": 54100,
      "description": "Analyze specifications, lay out metal stock, set up and operate machine tools, and fit and assemble parts to make tools, dies, and fixtures.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "51-5111",
      "title": "Prepress Technicians and Workers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 46600,
      "hourly_wage_usd": 22.4,
      "projected_growth_pct": -8,
      "employment_volume": 25900,
      "description": "Set up and prepare material for printing, including operating digital prepress equipment.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Creativity",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "51-5112",
      "title": "Printing Press Operators",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42230,
      "hourly_wage_usd": 20.3,
      "projected_growth_pct": -8,
      "employment_volume": 135600,
      "description": "Set up and operate digital, letterpress, lithographic, flexographic, gravure, or other printing machines.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Physical Stamina",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "51-5113",
      "title": "Print Binding and Finishing Workers",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 37360,
      "hourly_wage_usd": 17.96,
      "projected_growth_pct": -8,
      "employment_volume": 38900,
      "description": "Bind books and other publications or finish printed products by machine or by hand.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-6021",
      "title": "Pressers, Textile, Garment, and Related Materials",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 30210,
      "hourly_wage_usd": 14.52,
      "projected_growth_pct": -8,
      "employment_volume": 31700,
      "description": "Press or shape articles by hand or machine.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "51-6031",
      "title": "Sewing Machine Operators",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 33180,
      "hourly_wage_usd": 15.95,
      "projected_growth_pct": -5,
      "employment_volume": 119800,
      "description": "Operate or tend sewing machines to join, reinforce, decorate, or perform related sewing operations.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Physical Stamina",
        "Coordination",
        "Speed"
      ]
    },
    {
      "soc": "51-6041",
      "title": "Shoe and Leather Workers and Repairers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 34140,
      "hourly_wage_usd": 16.41,
      "projected_growth_pct": -5,
      "employment_volume": 6700,
      "description": "Construct, decorate, or repair leather and leather-like products, such as luggage, shoes, and saddles.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Creativity",
        "Technical Knowledge",
        "Physical Stamina"
      ]
    },
    {
      "soc": "51-6042",
      "title": "Sewers, Hand",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 33740,
      "hourly_wage_usd": 16.22,
      "projected_growth_pct": -5,
      "employment_volume": 6100,
      "description": "Sew, join, reinforce, or finish garments or other articles, using needle and thread or cord.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Patience",
        "Creativity",
        "Coordination"
      ]
    },
    {
      "soc": "51-6051",
      "title": "Tailors, Dressmakers, and Custom Sewers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 37120,
      "hourly_wage_usd": 17.85,
      "projected_growth_pct": 3,
      "employment_volume": 34300,
      "description": "Design, make, alter, repair, or fit garments.",
      "skills": [
        "Fine Motor Skills",
        "Creativity",
        "Attention to Detail",
        "Customer Service",
        "Communication"
      ]
    },
    {
      "soc": "51-6061",
      "title": "Textile Bleaching and Dyeing Machine Operators and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 35080,
      "hourly_wage_usd": 16.87,
      "projected_growth_pct": -5,
      "employment_volume": 10900,
      "description": "Operate or tend machines to bleach, shrink, wash, dye, or finish textiles or synthetic or glass fibers.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-6062",
      "title": "Textile Cutting Machine Setters, Operators, and Tenders",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 34010,
      "hourly_wage_usd": 16.35,
      "projected_growth_pct": -5,
      "employment_volume": 12000,
      "description": "Set up, operate, or tend machines that cut textiles.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-6063",
      "title": "Textile Knitting and Weaving Machine Setters, Operators, and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 37380,
      "hourly_wage_usd": 17.97,
      "projected_growth_pct": -5,
      "employment_volume": 18300,
      "description": "Set up, operate, or tend machines that knit, loop, weave, or draw in textiles.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-6093",
      "title": "Upholsterers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 41620,
      "hourly_wage_usd": 20.01,
      "projected_growth_pct": 3,
      "employment_volume": 26200,
      "description": "Make, repair, or replace upholstery for household furniture or transportation vehicles.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Physical Stamina",
        "Creativity",
        "Coordination"
      ]
    },
    {
      "soc": "51-6099",
      "title": "Textile, Apparel, and Furnishings Workers, All Other",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 36700,
      "hourly_wage_usd": 17.64,
      "projected_growth_pct": -3,
      "employment_volume": 22400,
      "description": "All textile, apparel, and furnishings workers not listed separately.",
      "skills": [
        "Attention to Detail",
        "Physical Stamina",
        "Fine Motor Skills",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-7011",
      "title": "Cabinetmakers and Bench Carpenters",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 41850,
      "hourly_wage_usd": 20.12,
      "projected_growth_pct": 3,
      "employment_volume": 90500,
      "description": "Cut, shape, and assemble wooden articles or set up and operate a variety of woodworking machines.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Creativity",
        "Physical Stamina"
      ]
    },
    {
      "soc": "51-7041",
      "title": "Sawing Machine Setters, Operators, and Tenders, Wood",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 37070,
      "hourly_wage_usd": 17.82,
      "projected_growth_pct": -5,
      "employment_volume": 27000,
      "description": "Set up, operate, or tend wood sawing machines.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-7042",
      "title": "Woodworking Machine Setters, Operators, and Tenders, Except Sawing",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 38520,
      "hourly_wage_usd": 18.52,
      "projected_growth_pct": -3,
      "employment_volume": 37800,
      "description": "Set up, operate, or tend woodworking machines, such as drill presses, lathes, shapers, routers, sanders, planers, and mortisers.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-8011",
      "title": "Nuclear Power Reactor Operators",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 114700,
      "hourly_wage_usd": 55.14,
      "projected_growth_pct": 0,
      "employment_volume": 6000,
      "description": "Operate or control nuclear reactors, move control rods, start and stop equipment, monitor and adjust controls.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Communication",
        "Mathematics"
      ]
    },
    {
      "soc": "51-8012",
      "title": "Power Distributors and Dispatchers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 104200,
      "hourly_wage_usd": 50.1,
      "projected_growth_pct": 0,
      "employment_volume": 10500,
      "description": "Coordinate, regulate, or distribute electricity or steam.",
      "skills": [
        "Technical Knowledge",
        "Decision Making",
        "Communication",
        "Problem Solving",
        "Attention to Detail"
      ]
    },
    {
      "soc": "51-8013",
      "title": "Power Plant Operators",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 100090,
      "hourly_wage_usd": 48.12,
      "projected_growth_pct": -3,
      "employment_volume": 32200,
      "description": "Control, operate, or maintain machinery to generate electric power.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "51-8021",
      "title": "Stationary Engineers and Boiler Operators",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 66530,
      "hourly_wage_usd": 31.99,
      "projected_growth_pct": 3,
      "employment_volume": 29800,
      "description": "Operate or maintain stationary engines, boilers, or other mechanical equipment to provide utilities for buildings or industrial processes.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Physical Stamina",
        "Decision Making"
      ]
    },
    {
      "soc": "51-8031",
      "title": "Water and Wastewater Treatment Plant and System Operators",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 53390,
      "hourly_wage_usd": 25.67,
      "projected_growth_pct": 5,
      "employment_volume": 119600,
      "description": "Operate or control an entire process or system of machines to transfer or treat water or wastewater.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Communication",
        "Decision Making"
      ]
    },
    {
      "soc": "51-8091",
      "title": "Chemical Plant and System Operators",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 72440,
      "hourly_wage_usd": 34.83,
      "projected_growth_pct": 3,
      "employment_volume": 36600,
      "description": "Control or operate entire chemical processes or systems of machines.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "51-8092",
      "title": "Gas Plant Operators",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 82020,
      "hourly_wage_usd": 39.43,
      "projected_growth_pct": 3,
      "employment_volume": 10200,
      "description": "Distribute or process gas for utility companies and others by controlling compressors to maintain specified pressures on main pipelines.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Problem Solving",
        "Reliability"
      ]
    },
    {
      "soc": "51-8093",
      "title": "Petroleum Pump System Operators, Refinery Operators, and Gaugers",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 78670,
      "hourly_wage_usd": 37.82,
      "projected_growth_pct": -3,
      "employment_volume": 38600,
      "description": "Operate or control petroleum refining or processing units.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "51-8099",
      "title": "Plant and System Operators, All Other",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 62800,
      "hourly_wage_usd": 30.19,
      "projected_growth_pct": 3,
      "employment_volume": 14800,
      "description": "All plant and system operators not listed separately.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Problem Solving",
        "Decision Making",
        "Communication"
      ]
    },
    {
      "soc": "51-9011",
      "title": "Chemical Equipment Operators and Tenders",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 52930,
      "hourly_wage_usd": 25.45,
      "projected_growth_pct": 3,
      "employment_volume": 44200,
      "description": "Operate or tend equipment to control chemical changes or reactions in the processing of industrial or consumer products.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Physical Stamina",
        "Problem Solving",
        "Reliability"
      ]
    },
    {
      "soc": "51-9012",
      "title": "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 48820,
      "hourly_wage_usd": 23.47,
      "projected_growth_pct": 3,
      "employment_volume": 29000,
      "description": "Set up, operate, or tend continuous flow or vat-type equipment to separate, clarify, or precipitate chemical or industrial materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9021",
      "title": "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42440,
      "hourly_wage_usd": 20.4,
      "projected_growth_pct": 3,
      "employment_volume": 25300,
      "description": "Set up, operate, or tend machines to crush, grind, or polish materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9023",
      "title": "Mixing and Blending Machine Setters, Operators, and Tenders",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 42550,
      "hourly_wage_usd": 20.46,
      "projected_growth_pct": 3,
      "employment_volume": 98200,
      "description": "Set up, operate, or tend machines to mix or blend materials such as chemicals, tobacco, liquids, color pigments, or explosive ingredients.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9031",
      "title": "Cutters and Trimmers, Hand",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 36160,
      "hourly_wage_usd": 17.38,
      "projected_growth_pct": -5,
      "employment_volume": 15300,
      "description": "Use hand tools or hand-held power tools to cut and trim a variety of manufactured items.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Fine Motor Skills",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9032",
      "title": "Cutting and Slicing Machine Setters, Operators, and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 39310,
      "hourly_wage_usd": 18.9,
      "projected_growth_pct": -3,
      "employment_volume": 56400,
      "description": "Set up, operate, or tend machines that cut or slice materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9041",
      "title": "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 40410,
      "hourly_wage_usd": 19.43,
      "projected_growth_pct": -3,
      "employment_volume": 58500,
      "description": "Set up, operate, or tend machines to shape and form products from a variety of materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9051",
      "title": "Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 43040,
      "hourly_wage_usd": 20.69,
      "projected_growth_pct": 3,
      "employment_volume": 18800,
      "description": "Operate or tend heating equipment other than basic metal, plastic, or food processing equipment.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "51-9071",
      "title": "Jewelers and Precious Stone and Metal Workers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 46310,
      "hourly_wage_usd": 22.26,
      "projected_growth_pct": 3,
      "employment_volume": 21900,
      "description": "Design, fabricate, adjust, or repair jewelry using hand tools and specialized equipment.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Creativity",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "51-9081",
      "title": "Dental Laboratory Technicians",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 48670,
      "hourly_wage_usd": 23.4,
      "projected_growth_pct": 5,
      "employment_volume": 36200,
      "description": "Construct and repair full or partial dentures or dental appliances.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Technical Knowledge",
        "Creativity",
        "Communication"
      ]
    },
    {
      "soc": "51-9082",
      "title": "Medical Appliance Technicians",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 45580,
      "hourly_wage_usd": 21.91,
      "projected_growth_pct": 5,
      "employment_volume": 16200,
      "description": "Construct, maintain, or repair medical supportive devices such as braces, artificial limbs, joints, arch supports, and other surgical and medical appliances.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Technical Knowledge",
        "Problem Solving",
        "Communication"
      ]
    },
    {
      "soc": "51-9083",
      "title": "Ophthalmic Laboratory Technicians",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 37180,
      "hourly_wage_usd": 17.87,
      "projected_growth_pct": 5,
      "employment_volume": 26300,
      "description": "Cut, grind, and polish eyeglasses, contact lenses, or other precision optical elements.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Technical Knowledge",
        "Coordination",
        "Mathematics"
      ]
    },
    {
      "soc": "51-9121",
      "title": "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 42550,
      "hourly_wage_usd": 20.46,
      "projected_growth_pct": 3,
      "employment_volume": 82200,
      "description": "Set up, operate, or tend spraying or rolling machines to coat or paint any of a wide variety of products.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9122",
      "title": "Painters, Transportation Equipment",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 51930,
      "hourly_wage_usd": 24.97,
      "projected_growth_pct": 3,
      "employment_volume": 24500,
      "description": "Operate or tend painting machines or equipment to paint surfaces of transportation equipment.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Physical Stamina",
        "Coordination",
        "Fine Motor Skills"
      ]
    },
    {
      "soc": "51-9123",
      "title": "Painting, Coating, and Decorating Workers",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 36700,
      "hourly_wage_usd": 17.64,
      "projected_growth_pct": 3,
      "employment_volume": 15000,
      "description": "Paint, coat, or decorate articles using hand-applied processes.",
      "skills": [
        "Attention to Detail",
        "Fine Motor Skills",
        "Physical Stamina",
        "Creativity",
        "Coordination"
      ]
    },
    {
      "soc": "51-9141",
      "title": "Semiconductor Processing Technicians",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 47040,
      "hourly_wage_usd": 22.62,
      "projected_growth_pct": 5,
      "employment_volume": 33900,
      "description": "Perform any or all of the following functions in the manufacture of electronic semiconductors.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Problem Solving",
        "Coordination",
        "Mathematics"
      ]
    },
    {
      "soc": "51-9151",
      "title": "Photographic Process Workers and Processing Machine Operators",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 37200,
      "hourly_wage_usd": 17.88,
      "projected_growth_pct": -8,
      "employment_volume": 17100,
      "description": "Perform precision work involved in photographic processing.",
      "skills": [
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "51-9161",
      "title": "Computer Numerically Controlled Tool Operators, Metal and Plastic",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 47560,
      "hourly_wage_usd": 22.87,
      "projected_growth_pct": 3,
      "employment_volume": 157800,
      "description": "Operate computer-controlled machines or robots to perform one or more machine functions on metal or plastic workpieces.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Mathematics",
        "Problem Solving",
        "Coordination"
      ]
    },
    {
      "soc": "51-9191",
      "title": "Adhesive Bonding Machine Operators and Tenders",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 38960,
      "hourly_wage_usd": 18.73,
      "projected_growth_pct": -3,
      "employment_volume": 15700,
      "description": "Operate or tend bonding machines that use adhesives to join items for further processing or for shipment.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Technical Knowledge",
        "Reliability"
      ]
    },
    {
      "soc": "51-9192",
      "title": "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 38500,
      "hourly_wage_usd": 18.51,
      "projected_growth_pct": 3,
      "employment_volume": 13800,
      "description": "Operate or tend machines to wash or clean products.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9193",
      "title": "Cooling and Freezing Equipment Operators and Tenders",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 38680,
      "hourly_wage_usd": 18.6,
      "projected_growth_pct": 3,
      "employment_volume": 5600,
      "description": "Operate or tend equipment such as cooling and freezing units, refrigerators, batch freezers, and cooling towers.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9194",
      "title": "Etchers and Engravers",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 38460,
      "hourly_wage_usd": 18.49,
      "projected_growth_pct": 3,
      "employment_volume": 8200,
      "description": "Engrave or etch metal, wood, rubber, or other materials for use in printing, inlaying, or other processes.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Creativity",
        "Technical Knowledge",
        "Coordination"
      ]
    },
    {
      "soc": "51-9195",
      "title": "Molders, Shapers, and Casters, Except Metal and Plastic",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 40960,
      "hourly_wage_usd": 19.69,
      "projected_growth_pct": 3,
      "employment_volume": 20200,
      "description": "Mold, shape, form, cast, or carve products consisting of clay, glass, plaster, concrete, and other compositions.",
      "skills": [
        "Fine Motor Skills",
        "Attention to Detail",
        "Physical Stamina",
        "Creativity",
        "Coordination"
      ]
    },
    {
      "soc": "51-9196",
      "title": "Paper Goods Machine Setters, Operators, and Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 42560,
      "hourly_wage_usd": 20.46,
      "projected_growth_pct": -5,
      "employment_volume": 35800,
      "description": "Set up, operate, or tend paper goods machines that perform a variety of functions.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "51-9199",
      "title": "Production Workers, All Other",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 38230,
      "hourly_wage_usd": 18.38,
      "projected_growth_pct": 3,
      "employment_volume": 193700,
      "description": "All production workers not listed separately.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "53-1041",
      "title": "Aircraft Cargo Handling Supervisors",
      "replaceability_score": 18,
      "tier": "shielded",
      "median_wage_usd": 56480,
      "hourly_wage_usd": 27.15,
      "projected_growth_pct": 3,
      "employment_volume": 9200,
      "description": "Supervise and coordinate the activities of ground crew in the loading, unloading, securing, and staging of aircraft cargo or baggage.",
      "skills": [
        "Leadership",
        "Coordination",
        "Communication",
        "Physical Stamina",
        "Decision Making"
      ]
    },
    {
      "soc": "53-2031",
      "title": "Flight Attendants",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 68370,
      "hourly_wage_usd": 32.87,
      "projected_growth_pct": 10,
      "employment_volume": 136700,
      "description": "Monitor the comfort and safety of passengers aboard aircraft by ensuring safety procedures are followed.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Customer Service",
        "Physical Stamina",
        "Decision Making"
      ]
    },
    {
      "soc": "53-3011",
      "title": "Ambulance Drivers and Attendants, Except Emergency Medical Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 33990,
      "hourly_wage_usd": 16.34,
      "projected_growth_pct": 5,
      "employment_volume": 23700,
      "description": "Drive ambulances or assist ambulance drivers in transporting sick, injured, or convalescent persons.",
      "skills": [
        "Physical Stamina",
        "Communication",
        "Decision Making",
        "Reliability",
        "Social Perceptiveness"
      ]
    },
    {
      "soc": "53-4051",
      "title": "Bus Drivers, School",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 41530,
      "hourly_wage_usd": 19.97,
      "projected_growth_pct": 3,
      "employment_volume": 450700,
      "description": "Transport students to and from school or school-related activities.",
      "skills": [
        "Communication",
        "Social Perceptiveness",
        "Physical Stamina",
        "Decision Making",
        "Patience"
      ]
    },
    {
      "soc": "53-3052",
      "title": "Bus Drivers, Transit and Intercity",
      "replaceability_score": 58,
      "tier": "exposed",
      "median_wage_usd": 52950,
      "hourly_wage_usd": 25.46,
      "projected_growth_pct": 3,
      "employment_volume": 176900,
      "description": "Drive buses or motor coaches to transport passengers over established routes.",
      "skills": [
        "Physical Stamina",
        "Communication",
        "Customer Service",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "53-3058",
      "title": "Passenger Vehicle Drivers, Except Bus Drivers, Transit and Intercity",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 36480,
      "hourly_wage_usd": 17.54,
      "projected_growth_pct": 12,
      "employment_volume": 368300,
      "description": "Operate vehicles for the transportation of passengers.",
      "skills": [
        "Communication",
        "Customer Service",
        "Physical Stamina",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "53-4012",
      "title": "Locomotive Firers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 74930,
      "hourly_wage_usd": 36.02,
      "projected_growth_pct": -5,
      "employment_volume": 1100,
      "description": "Monitor locomotive instruments and watch for obstructions on rights-of-way.",
      "skills": [
        "Attention to Detail",
        "Decision Making",
        "Physical Stamina",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "53-4013",
      "title": "Rail Yard Engineers, Dinkey Operators, and Hostlers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 56200,
      "hourly_wage_usd": 27.02,
      "projected_growth_pct": -5,
      "employment_volume": 4100,
      "description": "Drive switching or other locomotive or dinkey engines within railroad yards, industrial plants, quarries, construction projects, or similar locations.",
      "skills": [
        "Attention to Detail",
        "Decision Making",
        "Physical Stamina",
        "Coordination",
        "Communication"
      ]
    },
    {
      "soc": "53-4021",
      "title": "Railroad Brake, Signal, and Switch Operators and Locomotive Firers",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 74530,
      "hourly_wage_usd": 35.83,
      "projected_growth_pct": -5,
      "employment_volume": 14200,
      "description": "Operate railroad track switches, couple or uncouple rolling stock to make up or break up trains, and signal engineers by hand or flag.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Decision Making",
        "Communication",
        "Coordination"
      ]
    },
    {
      "soc": "53-4022",
      "title": "Railroad Conductors and Yardmasters",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 75510,
      "hourly_wage_usd": 36.3,
      "projected_growth_pct": -3,
      "employment_volume": 41200,
      "description": "Coordinate activities of switch-engine crew within railroad yard, industrial plant, or similar location.",
      "skills": [
        "Communication",
        "Coordination",
        "Decision Making",
        "Leadership",
        "Physical Stamina"
      ]
    },
    {
      "soc": "53-4031",
      "title": "Railroad Signal and Switch Operators and Locomotive Firers",
      "replaceability_score": 68,
      "tier": "targeted",
      "median_wage_usd": 74930,
      "hourly_wage_usd": 36.02,
      "projected_growth_pct": -5,
      "employment_volume": 5800,
      "description": "Operate railroad track switches or operate signals on mainlines and in railroad yards.",
      "skills": [
        "Attention to Detail",
        "Decision Making",
        "Physical Stamina",
        "Communication",
        "Reliability"
      ]
    },
    {
      "soc": "53-4041",
      "title": "Subway and Streetcar Operators",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 79230,
      "hourly_wage_usd": 38.09,
      "projected_growth_pct": 3,
      "employment_volume": 8700,
      "description": "Operate subway or elevated suburban train with no separate locomotive, or electric-powered streetcar, to transport passengers.",
      "skills": [
        "Attention to Detail",
        "Decision Making",
        "Communication",
        "Physical Stamina",
        "Customer Service"
      ]
    },
    {
      "soc": "53-5011",
      "title": "Sailors and Marine Oilers",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 49630,
      "hourly_wage_usd": 23.86,
      "projected_growth_pct": 3,
      "employment_volume": 26900,
      "description": "Stand watch to look for obstructions in path of vessel, maintain and operate deck equipment, and perform other duties for the vessel.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Reliability",
        "Communication"
      ]
    },
    {
      "soc": "53-5021",
      "title": "Captains, Mates, and Pilots of Water Vessels",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 88180,
      "hourly_wage_usd": 42.39,
      "projected_growth_pct": 3,
      "employment_volume": 33300,
      "description": "Command or supervise operations of ships and water vessels.",
      "skills": [
        "Decision Making",
        "Communication",
        "Leadership",
        "Physical Stamina",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "53-5022",
      "title": "Motorboat Operators",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 45740,
      "hourly_wage_usd": 21.99,
      "projected_growth_pct": 3,
      "employment_volume": 3900,
      "description": "Operate small motor-driven boats to carry passengers and freight between ships or between ship and shore.",
      "skills": [
        "Physical Stamina",
        "Decision Making",
        "Communication",
        "Coordination",
        "Attention to Detail"
      ]
    },
    {
      "soc": "53-5031",
      "title": "Ship Engineers",
      "replaceability_score": 22,
      "tier": "shielded",
      "median_wage_usd": 82550,
      "hourly_wage_usd": 39.69,
      "projected_growth_pct": 3,
      "employment_volume": 9100,
      "description": "Supervise and coordinate activities of crew engaged in operating and maintaining engines, boilers, deck machinery, and electrical equipment aboard ship.",
      "skills": [
        "Technical Knowledge",
        "Leadership",
        "Problem Solving",
        "Physical Stamina",
        "Decision Making"
      ]
    },
    {
      "soc": "53-6011",
      "title": "Bridge and Lock Tenders",
      "replaceability_score": 62,
      "tier": "targeted",
      "median_wage_usd": 55690,
      "hourly_wage_usd": 26.78,
      "projected_growth_pct": 3,
      "employment_volume": 2300,
      "description": "Operate and tend bridges, canal locks, and similar equipment to permit marine traffic to pass through passageways.",
      "skills": [
        "Attention to Detail",
        "Communication",
        "Decision Making",
        "Reliability",
        "Physical Stamina"
      ]
    },
    {
      "soc": "53-6041",
      "title": "Traffic Technicians",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 51890,
      "hourly_wage_usd": 24.95,
      "projected_growth_pct": 3,
      "employment_volume": 5600,
      "description": "Conduct field studies to determine traffic volume, speed, effectiveness of signals, adequacy of lighting, and other factors influencing traffic conditions.",
      "skills": [
        "Attention to Detail",
        "Analytics",
        "Communication",
        "Technical Knowledge",
        "Problem Solving"
      ]
    },
    {
      "soc": "53-6051",
      "title": "Transportation Inspectors",
      "replaceability_score": 28,
      "tier": "shielded",
      "median_wage_usd": 77390,
      "hourly_wage_usd": 37.21,
      "projected_growth_pct": 3,
      "employment_volume": 28700,
      "description": "Inspect equipment or goods in connection with the safe transport of cargo or people.",
      "skills": [
        "Attention to Detail",
        "Critical Thinking",
        "Communication",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "53-6099",
      "title": "Transportation Workers, All Other",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 42820,
      "hourly_wage_usd": 20.59,
      "projected_growth_pct": 5,
      "employment_volume": 30900,
      "description": "All transportation workers not listed separately.",
      "skills": [
        "Communication",
        "Physical Stamina",
        "Reliability",
        "Decision Making",
        "Coordination"
      ]
    },
    {
      "soc": "53-7011",
      "title": "Conveyor Operators and Tenders",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 39260,
      "hourly_wage_usd": 18.88,
      "projected_growth_pct": 3,
      "employment_volume": 34400,
      "description": "Control or tend conveyors or conveyor systems that move materials, products, or people within or from mines, on construction sites, or to and from trucks.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "53-7021",
      "title": "Crane and Tower Operators",
      "replaceability_score": 32,
      "tier": "exposed",
      "median_wage_usd": 63970,
      "hourly_wage_usd": 30.76,
      "projected_growth_pct": 3,
      "employment_volume": 56900,
      "description": "Operate mechanical boom and cable or tower and cable equipment to lift and move materials, machines, or products.",
      "skills": [
        "Coordination",
        "Attention to Detail",
        "Physical Stamina",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "53-7031",
      "title": "Dredge Operators",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 53080,
      "hourly_wage_usd": 25.52,
      "projected_growth_pct": 3,
      "employment_volume": 2500,
      "description": "Operate dredge to remove sand, gravel, or other materials in order to excavate and maintain navigable channels in waterways.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Attention to Detail",
        "Coordination",
        "Decision Making"
      ]
    },
    {
      "soc": "53-7032",
      "title": "Excavating and Loading Machine and Dragline Operators",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 53590,
      "hourly_wage_usd": 25.77,
      "projected_growth_pct": 3,
      "employment_volume": 63000,
      "description": "Operate or tend machinery equipped with scoops, shovels, or buckets to excavate and load loose materials.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Coordination",
        "Attention to Detail",
        "Decision Making"
      ]
    },
    {
      "soc": "53-7041",
      "title": "Hoist and Winch Operators",
      "replaceability_score": 38,
      "tier": "exposed",
      "median_wage_usd": 54630,
      "hourly_wage_usd": 26.26,
      "projected_growth_pct": 3,
      "employment_volume": 4400,
      "description": "Operate or tend hoists or winches to lift and pull loads using power-operated cable equipment.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Technical Knowledge",
        "Decision Making"
      ]
    },
    {
      "soc": "53-7061",
      "title": "Cleaners of Vehicles and Equipment",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 32330,
      "hourly_wage_usd": 15.54,
      "projected_growth_pct": 5,
      "employment_volume": 322700,
      "description": "Wash or otherwise clean vehicles, machinery, and other equipment.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Reliability",
        "Coordination",
        "Time Management"
      ]
    },
    {
      "soc": "53-7063",
      "title": "Machine Feeders and Offbearers",
      "replaceability_score": 78,
      "tier": "targeted",
      "median_wage_usd": 36860,
      "hourly_wage_usd": 17.72,
      "projected_growth_pct": -5,
      "employment_volume": 41300,
      "description": "Feed materials into or remove materials from machines or equipment that is automatic or tended by other workers.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Attention to Detail",
        "Reliability",
        "Speed"
      ]
    },
    {
      "soc": "53-7064",
      "title": "Packers and Packagers, Hand",
      "replaceability_score": 72,
      "tier": "targeted",
      "median_wage_usd": 32670,
      "hourly_wage_usd": 15.71,
      "projected_growth_pct": 3,
      "employment_volume": 561400,
      "description": "Pack or package by hand a wide variety of products and materials.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Coordination",
        "Reliability",
        "Speed"
      ]
    },
    {
      "soc": "53-7071",
      "title": "Gas Compressor and Gas Pumping Station Operators",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 64680,
      "hourly_wage_usd": 31.1,
      "projected_growth_pct": 3,
      "employment_volume": 3900,
      "description": "Operate steam, gas, electric motor, or internal combustion engine driven compressors.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Decision Making",
        "Physical Stamina",
        "Problem Solving"
      ]
    },
    {
      "soc": "53-7072",
      "title": "Pump Operators, Except Wellhead Pumpers",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 52470,
      "hourly_wage_usd": 25.23,
      "projected_growth_pct": 3,
      "employment_volume": 8900,
      "description": "Tend, control, or operate power-driven, stationary, or portable pumps and manifolds.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Physical Stamina",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "53-7073",
      "title": "Wellhead Pumpers",
      "replaceability_score": 48,
      "tier": "exposed",
      "median_wage_usd": 51580,
      "hourly_wage_usd": 24.8,
      "projected_growth_pct": -5,
      "employment_volume": 9100,
      "description": "Operate power pumps and auxiliary equipment to produce flow of oil or gas from wells in oil fields.",
      "skills": [
        "Technical Knowledge",
        "Attention to Detail",
        "Physical Stamina",
        "Decision Making",
        "Reliability"
      ]
    },
    {
      "soc": "53-7081",
      "title": "Refuse and Recyclable Material Collectors",
      "replaceability_score": 42,
      "tier": "exposed",
      "median_wage_usd": 44340,
      "hourly_wage_usd": 21.32,
      "projected_growth_pct": 5,
      "employment_volume": 147800,
      "description": "Collect and dump refuse or recyclable materials from containers into trucks.",
      "skills": [
        "Physical Stamina",
        "Reliability",
        "Coordination",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "53-7121",
      "title": "Tank Car, Truck, and Ship Loaders",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 52650,
      "hourly_wage_usd": 25.31,
      "projected_growth_pct": 3,
      "employment_volume": 9800,
      "description": "Load and unload chemicals and bulk solids from tank cars, trucks, or ships using proper safety procedures.",
      "skills": [
        "Physical Stamina",
        "Attention to Detail",
        "Technical Knowledge",
        "Coordination",
        "Reliability"
      ]
    },
    {
      "soc": "53-7199",
      "title": "Material Moving Workers, All Other",
      "replaceability_score": 52,
      "tier": "exposed",
      "median_wage_usd": 37480,
      "hourly_wage_usd": 18.02,
      "projected_growth_pct": 3,
      "employment_volume": 28200,
      "description": "All material moving workers not listed separately.",
      "skills": [
        "Physical Stamina",
        "Coordination",
        "Reliability",
        "Attention to Detail",
        "Communication"
      ]
    },
    {
      "soc": "55-1011",
      "title": "Air Crew Officers",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 110000,
      "hourly_wage_usd": 52.88,
      "projected_growth_pct": 3,
      "employment_volume": 17200,
      "description": "Perform and direct in-flight duties to ensure the successful completion of combat, reconnaissance, transport, and search and rescue missions.",
      "skills": [
        "Decision Making",
        "Leadership",
        "Physical Stamina",
        "Communication",
        "Technical Knowledge"
      ]
    },
    {
      "soc": "55-1012",
      "title": "Aircraft Launch and Recovery Officers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 105000,
      "hourly_wage_usd": 50.48,
      "projected_growth_pct": 3,
      "employment_volume": 2800,
      "description": "Plan and direct the operation and maintenance of catapults, arresting gear, and associated launch and recovery equipment on aircraft carriers.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Technical Knowledge",
        "Communication",
        "Coordination"
      ]
    },
    {
      "soc": "55-1014",
      "title": "Artillery and Missile Officers",
      "replaceability_score": 8,
      "tier": "shielded",
      "median_wage_usd": 100000,
      "hourly_wage_usd": 48.08,
      "projected_growth_pct": 3,
      "employment_volume": 5500,
      "description": "Manage artillery and missile operations, including planning and supervising the targeting, firing, and equipment maintenance.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Mathematics",
        "Technical Knowledge",
        "Communication"
      ]
    },
    {
      "soc": "55-1019",
      "title": "Military Officer Special and Tactical Operations Leaders, All Other",
      "replaceability_score": 6,
      "tier": "shielded",
      "median_wage_usd": 105000,
      "hourly_wage_usd": 50.48,
      "projected_growth_pct": 3,
      "employment_volume": 16200,
      "description": "Plan and direct military special and tactical operations.",
      "skills": [
        "Leadership",
        "Decision Making",
        "Physical Stamina",
        "Communication",
        "Problem Solving"
      ]
    },
    {
      "soc": "55-3011",
      "title": "Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",
      "replaceability_score": 12,
      "tier": "shielded",
      "median_wage_usd": 45000,
      "hourly_wage_usd": 21.63,
      "projected_growth_pct": 3,
      "employment_volume": 285000,
      "description": "Operate weapons, surveillance, and tactical equipment in military operations.",
      "skills": [
        "Physical Stamina",
        "Technical Knowledge",
        "Decision Making",
        "Communication",
        "Coordination"
      ]
    }
  ]
}