Cuatro bandas relativas (Bajo / Moderado / Alto / Muy alto)
831 ocupaciones detalladas de la tabla de proyecciones de empleo de BLS. El valor se asigna por código de la National Employment Matrix (NEM), de modo que las ocupaciones que comparten un código NEM reciben la misma banda
Índice de exposición a la IA generativa, 0–1 tal como se publica
Grupo primario de la CIUO-08 — todas las ocupaciones con ese código reciben este valor
Calculado por este sitio, no publicado por la OIT: de las 1012 ocupaciones que este sitio vincula al conjunto de datos de la OIT, un 7% alcanza o supera este valor.
La categoría de BLS es un rango relativo, no un nivel absoluto, y tampoco es una medición de primera mano: agrupa en cuatro bandas los rangos percentiles de la ocupación en varios estudios publicados. No es una previsión de empleo ni de salarios, no es una probabilidad de adopción y no distingue entre automatización y aumento.
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
Compute and analyze data, using statistical formulas and computers or calculators.Details
O*NET Task ID 9788
1.0
Enter data into computers for use in analyses or reports.Details
O*NET Task ID 9789
1.0
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.Details
O*NET Task ID 9790
1.0
Compile reports, charts, or graphs that describe and interpret findings of analyses.Details
O*NET Task ID 9791
1.0
Check source data to verify completeness and accuracy.Details
O*NET Task ID 9792
1.0
Participate in the publication of data or information.Details
O*NET Task ID 9793
1.0
File data and related information, and maintain and update databases.Details
O*NET Task ID 9795
1.0
Select statistical tests for analyzing data.Details
O*NET Task ID 9796
1.0
Organize paperwork, such as survey forms or reports, for distribution or analysis.Details
O*NET Task ID 9797
1.0
Code data prior to computer entry, using lists of codes.Details
O*NET Task ID 9798
1.0
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.Details
O*NET Task ID 9799
0.5
Interview people and keep track of their responses.Details
O*NET Task ID 9800
0.5
Send out surveys.Details
O*NET Task ID 9801
0.5
Discuss data presentation requirements with clients.Details
O*NET Task ID 9794
0.0
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®, Eloundou et al. (2023): see full notices on the Credits page
Información ocupacional
Descripción ocupacional de la OIT
Statistical, Mathematical and Related Associate Professionals
Profesionales de nivel medio de servicios estadísticos, matemáticos y afines
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.
Tareas
(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;
Los asistentes de actuario realizan investigaciones en materia de datos estadísticos con el fin de fijar los tipos de las primas y las pólizas de seguro. Revisan la posibilidad de accidentes, lesiones y daños materiales mediante el uso de fórmulas y modelos estadísticos.
Los asistentes estadísticos recopilan datos y utilizan fórmulas estadísticas para realizar estudios estadísticos y elaborar informes. Elaboran tablas, gráficos y encuestas.
Fuente: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: -1.8%
Median wage: $50K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
