{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-15-2099-00",
  "socCode": "15-2099.00",
  "title": "Mathematical Science Occupations, All Other",
  "summary": "All mathematical scientists not listed separately.",
  "aliases": [
    "Balance Engineer",
    "Cryptanalyst",
    "Cryptologist",
    "Geometer",
    "Geometrician",
    "Harmonic Analyst",
    "Mathematical Engineering Technician",
    "Mathematical Scientist",
    "Mathematics Technician",
    "Research Analyst",
    "Secret Code Expert",
    "Weight Analyst"
  ],
  "tasks": [],
  "emergingTasks": [],
  "activities": [],
  "capabilities": [],
  "skills": [],
  "tools": [],
  "workContext": [],
  "preparation": {
    "educationDistribution": []
  },
  "personFit": [],
  "relatedRoles": [],
  "careerClusters": [
    {
      "cluster": "Energy & Natural Resources",
      "slug": "energy-natural-resources"
    },
    {
      "cluster": "Financial Services",
      "slug": "financial-services"
    },
    {
      "cluster": "Healthcare & Human Services",
      "slug": "healthcare-human-services"
    },
    {
      "cluster": "Management & Entrepreneurship",
      "slug": "management-entrepreneurship"
    }
  ],
  "educationLevel": {
    "category": "Bachelor's degree",
    "slug": "bachelor-s-degree"
  },
  "studyPrograms": [
    {
      "title": "Biological and Biomedical Sciences",
      "slug": "biological-and-biomedical-sciences"
    },
    {
      "title": "Mathematics and Statistics",
      "slug": "mathematics-and-statistics"
    },
    {
      "title": "Multi/Interdisciplinary Studies",
      "slug": "multi-interdisciplinary-studies"
    }
  ],
  "market": {
    "medianWage": 71490,
    "meanWage": 84700,
    "pct10Wage": 40330,
    "pct25Wage": 52440,
    "pct75Wage": 101920,
    "pct90Wage": 154140,
    "employment": 4660,
    "areaTitle": "U.S."
  },
  "industries": {
    "top": [
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 1540,
        "medianWage": 77910,
        "lq": 4.73
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 460,
        "medianWage": 73960,
        "lq": 1.69
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 280,
        "medianWage": 78870,
        "lq": 3.3
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 280,
        "medianWage": 77130,
        "lq": 0.68
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 190,
        "medianWage": 79810,
        "lq": 0.49
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 150,
        "medianWage": 63500,
        "lq": 1.87
      },
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 110,
        "medianWage": 66560,
        "lq": 0.58
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 100,
        "medianWage": 78840,
        "lq": 0.75
      },
      {
        "naics": "62",
        "slug": "62",
        "title": "Health Care and Social Assistance",
        "level": "Sector",
        "employment": 90,
        "medianWage": 73420
      },
      {
        "naics": "42",
        "slug": "42",
        "title": "Wholesale Trade",
        "level": "Sector",
        "employment": 60,
        "medianWage": 155160
      },
      {
        "naics": "524114",
        "slug": "524114",
        "title": "Direct Health and Medical Insurance Carriers",
        "level": "National industry",
        "employment": 40,
        "medianWage": 49660
      },
      {
        "naics": "541330",
        "slug": "541330",
        "title": "Engineering Services",
        "level": "National industry",
        "medianWage": 80960
      }
    ],
    "concentrated": [
      {
        "naics": "54",
        "slug": "54",
        "title": "Professional, Scientific, and Technical Services",
        "level": "Sector",
        "employment": 1540,
        "lq": 4.73
      },
      {
        "naics": "55",
        "slug": "55",
        "title": "Management of Companies and Enterprises",
        "level": "Sector",
        "employment": 280,
        "lq": 3.3
      },
      {
        "naics": "561320",
        "slug": "561320",
        "title": "Temporary Help Services",
        "level": "National industry",
        "employment": 150,
        "lq": 1.87
      },
      {
        "naics": "56",
        "slug": "56",
        "title": "Administrative and Support and Waste Management and Remediation Services",
        "level": "Sector",
        "employment": 460,
        "lq": 1.69
      },
      {
        "naics": "81",
        "slug": "81",
        "title": "Other Services (except Public Administration)",
        "level": "Sector",
        "employment": 100,
        "lq": 0.75
      },
      {
        "naics": "61",
        "slug": "61",
        "title": "Educational Services",
        "level": "Sector",
        "employment": 280,
        "lq": 0.68
      },
      {
        "naics": "52",
        "slug": "52",
        "title": "Finance and Insurance",
        "level": "Sector",
        "employment": 110,
        "lq": 0.58
      },
      {
        "naics": "31-33",
        "slug": "31-33",
        "title": "Manufacturing",
        "level": "Sector",
        "employment": 190,
        "lq": 0.49
      }
    ],
    "count": 13
  },
  "aiSignals": [],
  "aiOutlook": {
    "index": {
      "value": 92,
      "percentile": 97,
      "band": "High",
      "version": "ai-exposure-index-v1",
      "components": [
        {
          "percentile": 89,
          "source": "openai_gpts_are_gpts"
        },
        {
          "percentile": 96,
          "source": "microsoft_working_with_ai"
        }
      ],
      "componentCount": 2
    },
    "exposure": [
      {
        "source": "eloundou_gamma",
        "label": "LLM task exposure, γ (OpenAI / Eloundou)",
        "value": 0.9666666666666667,
        "percentile": 89,
        "band": "High",
        "note": "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."
      },
      {
        "source": "microsoft_applicability",
        "label": "AI assistant applicability (Microsoft)",
        "value": 0.33584301782659165,
        "percentile": 96,
        "band": "High",
        "note": "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."
      }
    ],
    "eloundou": {
      "alpha": 0.7666666666666666,
      "beta": 0.8666666666666667,
      "gamma": 0.9666666666666667
    },
    "usageTasks": [],
    "bls": {
      "growthPercent": 4,
      "growthPercentile": 64,
      "direction": "About average",
      "annualOpeningsThousands": 0.3,
      "annualOpeningsPercentile": 4,
      "employment2024Thousands": 5,
      "employment2034Thousands": 5.2
    },
    "sources": [
      {
        "source": "bls_employment_projections",
        "version": "2024-2034"
      },
      {
        "source": "microsoft_working_with_ai",
        "version": "working-with-ai"
      },
      {
        "source": "openai_gpts_are_gpts",
        "version": "gpts-are-gpts"
      }
    ]
  },
  "counts": {
    "tasks": 0,
    "skills": 0,
    "capabilities": 0,
    "tools": 0,
    "relatedRoles": 0
  },
  "source": {
    "dataset": "gold.onet_role_starter_surface",
    "version": "30.3",
    "generatedAt": "2026-06-02T21:00:32.945303+00:00",
    "contentHash": "3eb0b8b276a9d262"
  }
}
