Mathematical Science Occupations, All Other
Computer and Mathematical Occupations- O*NET-SOC code
- 15-2099.00
All mathematical scientists not listed separately.
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.479
0.000Range of values carried here0.745Group-level value
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.57
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks onlyTasks of O*NET-SOC 2010 occupation 15-2091.00 Mathematical Technicians, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Translate data into numbers, equations, flow charts, graphs, or other forms.15-2091.00 | 0.141555.1 |
Process data for analysis, using computers.15-2091.00 | 0.109342.6 |
Modify standard formulas so that they conform to project needs and data processing methods.15-2091.00 | 0.00592.3 |
| Not observed on any surface — 3 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Apply standardized mathematical formulas, principles, and methodology to the solution of technological problems involving engineering or physical science. | —0 |
Reduce raw data to meaningful terms, using the most practical and accurate combination and sequence of computational methods. | —0 |
Confer with scientific or engineering personnel to plan projects. | —0 |
Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page
All O*NET 31.0 task statements (0)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
The O*NET® 31.0 Database lists no task statements for this occupation.
"What work can robots do?" (Anthropic) has no robot exposure value for this occupation. This does not mean 0.
Occupation information
Employment outlook (BLS)
Values for the whole SOC 15-2099 group (Mathematical science occupations, all other), not for this O*NET occupation alone.
- Employment, 2025
- 4K
- Projected employment, 2035
- 4K
- Change (2025–35)
- +7.1%
- Median annual wage, 2025
- $81,490
- Typical education needed for entry
- Bachelor's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 21123 | 수학 및 통계학 연구원 | Related, not a match | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 3314Statistical, Mathematical and Related Associate Professionals
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Statistical, mathematical and related associate professionals assist in planning the collection, processing and presentation of statistical, mathematical or actuarial data and in carrying out these operations, usually working under the guidance of statisticians, mathematicians and actuaries.
Tasks
- (a) assisting in planning and performing statistical, mathematical, actuarial and related calculations;
- (b) preparing detailed estimates of quantities and costs of materials and labour required for statistical census and survey operations;
- (c) performing technical tasks connected with establishing, maintaining and using registers and sampling frames for census and survey operations;
- (d) performing technical tasks connected with data collection and quality control operations in censuses and surveys;
- (e) using standard computer software packages to perform mathematical, actuarial, statistical, accounting and related calculations;
- (f) preparing statistical, mathematical, actuarial, accounting and other results for presentation in graphical or tabular form;
- (g) applying knowledge of statistical, mathematical, actuarial, accounting and related principles and practices in order to identify and solve problems arising in the course of their work;
- (h) supervising the work of statistical clerks.
Example occupations
Actuarial assistant · Mathematical assistant · Statistical assistant
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
ISCO-08 3314
- actuarial assistantESCO 3314.1
Actuarial assistants perform statistical data research in order to set premium rates and insurance policies. They review the possibility of accidents, injuries and property damage by using statistical formulas and models.
- statistical assistantESCO 3314.2
Statistical assistants collect data and use statistical formulas to execute statistical studies and create reports. They create charts, graphs and surveys.
ESCO occupations that ESCO classifies under the ISCO-08 unit groups linked above; they are not matched to this occupation one by one.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources