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 = []
personFit = []
relatedRoles = []
aiSignals = []

[preparation]
educationDistribution = []

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 71490
meanWage = 84700
pct10Wage = 40330
pct25Wage = 52440
pct75Wage = 101920
pct90Wage = 154140
employment = 4660
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1540
medianWage = 77910
lq = 4.73

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 460
medianWage = 73960
lq = 1.69

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 280
medianWage = 78870
lq = 3.3

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 280
medianWage = 77130
lq = 0.68

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
medianWage = 79810
lq = 0.49

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
medianWage = 63500
lq = 1.87

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 110
medianWage = 66560
lq = 0.58

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 100
medianWage = 78840
lq = 0.75

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 90
medianWage = 73420

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 60
medianWage = 155160

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 40
medianWage = 49660

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 80960

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1540
lq = 4.73

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 280
lq = 3.3

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
lq = 1.87

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 460
lq = 1.69

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 100
lq = 0.75

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 280
lq = 0.68

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 110
lq = 0.58

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
lq = 0.49

[aiOutlook]
usageTasks = []

[aiOutlook.index]
value = 92
percentile = 97
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 89
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 96
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.7666666666666666
beta = 0.8666666666666667
gamma = 0.9666666666666667

[aiOutlook.bls]
growthPercent = 4
growthPercentile = 64
direction = "About average"
annualOpeningsThousands = 0.3
annualOpeningsPercentile = 4
employment2024Thousands = 5
employment2034Thousands = 5.2

[[aiOutlook.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."

[[aiOutlook.exposure]]
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."

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
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"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Financial Services"
slug = "financial-services"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

[[studyPrograms]]
title = "Mathematics and Statistics"
slug = "mathematics-and-statistics"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"
