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
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.
Participate in the preparation of reports or scientific publications.Details
15-2099
0.120032.4
0.01009.1
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.Details
15-2099
0.100027.0
—0
Conduct quality analyses of data inputs and resulting analyses or predictions.Details
15-2099
0.080021.6
—0
Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.Details
15-2099
0.03008.1
0.070063.6
Write computer programs or scripts to be used in querying databases.Details
15-2099
0.03008.1
0.020018.2
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.Details
15-2099
0.01002.7
—0
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.Details
15-2099
0.00000.0
0.01009.1
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
Task
βE1 + 0.5 × E2
Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.Details
O*NET Task ID 17706
1.0
Monitor database performance and perform any necessary maintenance, upgrades, or repairs.Details
O*NET Task ID 17708
1.0
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.Details
O*NET Task ID 17709
1.0
Create data management or error-checking procedures and user manuals.Details
O*NET Task ID 17711
1.0
Design or implement web-based tools for querying large-scale biological databases.Details
O*NET Task ID 17712
1.0
Develop or apply data mining and machine learning algorithms.Details
O*NET Task ID 17713
1.0
Document all database changes, modifications, or problems.Details
O*NET Task ID 17714
1.0
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.Details
O*NET Task ID 17715
1.0
Participate in the preparation of reports or scientific publications.Details
O*NET Task ID 17717
1.0
Test new or updated software or tools and provide feedback to developers.Details
O*NET Task ID 17718
1.0
Train bioinformatics staff or researchers in the use of databases.Details
O*NET Task ID 17719
1.0
Write computer programs or scripts to be used in querying databases.Details
O*NET Task ID 17720
1.0
Conduct quality analyses of data inputs and resulting analyses or predictions.Details
O*NET Task ID 17721
1.0
Package bioinformatics data for submission to public repositories.Details
O*NET Task ID 17723
1.0
Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.Details
O*NET Task ID 17724
1.0
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.Details
O*NET Task ID 17707
0.5
Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.Details
O*NET Task ID 17710
0.5
Maintain awareness of new and emerging computational methods and technologies.Details
O*NET Task ID 17716
0.5
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
ILO occupational description
Statistical, Mathematical and Related Associate Professionals
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;
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.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +7.1%
Median wage: $81K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
