Analistas de Politica Educativa

Educación y Formación

Exposición a la IA

Fuente de datos: BLSPublicado: 2026-08
Muy alto· relativa
BajoCuatro bandas relativasMuy alto
Valor por grupo ocupacional
Escala, base y fuente
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
Conjunto de datos de origen (descarga XLSX)
Fuente de datos: AnthropicPublicado: 2026-03
0.033
0.000Rango de los valores aquí recogidos0.745
Escala, base y fuente
Índice de exposición observada, 0–1 tal como se publica
Mapeado sobre tareas de O*NET
Conjunto de datos de origen
Fuente de datos: ILOPublicado: 2025
0.47
0.09Rango de los valores aquí recogidos0.70
Valor por grupo ocupacional
Escala, base y fuente
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 23% alcanza o supera este valor.
Conjunto de datos de origen

Qué tipo de cifra publica esta fuente

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.

Task-level exposure

Solo tareas expuestas

Task	Claude.aiRaw / share %	APIRaw / share %
Prepare or review engineering studies or specifications. 19-3099	0.008372.1	0.005175.0
Prepare necessary documents to obtain project approvals or permits. 19-3099	0.001714.4	—0
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. 19-3099	0.001613.5	—0
Document and evaluate transportation project needs and costs.	—0	0.001725.0
Not observed on any surface — 18 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.
Represent jurisdictions in the legislative or administrative approval of land development projects.	—0	—0
Direct urban traffic counting programs.	—0	—0
Develop or test new methods or models of transportation analysis.	—0	—0
Analyze transportation-related consequences of federal and state legislative proposals.	—0	—0
Analyze information from traffic counting programs.	—0	—0
Prepare reports or recommendations on transportation planning.	—0	—0
Produce environmental documents, such as environmental assessments or environmental impact statements.	—0	—0
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.	—0	—0
Develop design ideas for new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, and car parking areas.	—0	—0
Develop computer models to address transportation planning issues.	—0	—0
Design transportation surveys to identify areas of public concern.	—0	—0
Analyze and interpret data from traffic modeling software, geographic information systems, or associated databases.	—0	—0
Collaborate with engineers to research, analyze, or resolve complex transportation design issues.	—0	—0
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.	—0	—0
Define regional or local transportation planning problems or priorities.	—0	—0
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.	—0	—0
Define or update information such as urban boundaries or classification of roadways.	—0	—0
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national levels.	—0	—0

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 computer models to address transportation planning issues. O*NET Task ID 16948	1.0
Prepare necessary documents to obtain planned project approvals or permits. O*NET Task ID 20979	1.0
Prepare or review engineering studies or specifications. O*NET Task ID 16934	0.5
Represent jurisdictions in the legislative or administrative approval of land development projects. O*NET Task ID 16935	0.5
Direct urban traffic counting programs. O*NET Task ID 16937	0.5
Develop or test new methods or models of transportation analysis. O*NET Task ID 16938	0.5
Define or update information such as urban boundaries or classification of roadways. O*NET Task ID 16939	0.5
Analyze information from traffic counting programs. O*NET Task ID 16941	0.5
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. O*NET Task ID 16942	0.5
Prepare reports or recommendations on transportation planning. O*NET Task ID 16943	0.5
Produce environmental documents, such as environmental assessments or environmental impact statements. O*NET Task ID 16944	0.5
Design transportation surveys to identify areas of public concern. O*NET Task ID 16949	0.5
Collaborate with engineers to research, analyze, or resolve complex transportation design issues. O*NET Task ID 16951	0.5
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections. O*NET Task ID 16952	0.5
Define regional or local transportation planning problems or priorities. O*NET Task ID 16953	0.5
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs. O*NET Task ID 16954	0.5
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level. O*NET Task ID 19779	0.5
Interpret data from traffic modeling software, geographic information systems, or associated databases. O*NET Task ID 20976	0.5
Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas. O*NET Task ID 20977	0.5
Evaluate transportation project needs or costs. O*NET Task ID 20978	0.5
Evaluate transportation-related consequences of federal or state legislative proposals. O*NET Task ID 20980	0.5
Ver 11 tareas más ▾Ver menos ▴
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs. O*NET Task ID 16945	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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Información ocupacional

ILO

Descripción ocupacional de la OIT

Philosophers, Historians and Political Scientists

Filósofos, historiadores y especialistas en ciencias políticas

Ver original

Philosophers, historians and political scientists conduct research into the nature of human experience and existence, phases or aspects of human history, and political structures, movements and behaviour. They document and report on findings to inform and guide political and individual actions

Tareas

(a) researching, mostly by reasoning, into the general causes, principles and meanings of the world, human actions, experience and existence, and interpreting and developing philosophical concepts and theories;
(b) consulting and comparing primary sources, such as original or contemporary records of past events, and secondary sources such as archaeological or anthropological findings;
(c) extracting relevant material, checking its authenticity, and researching into and describing the history of a particular period, country or region, or a particular facet - for example economic, social or political - of its history;
(d) conducting research in such fields as political philosophy, or past and present theory and practice of political systems, institutions or behaviour;
(e) observing contemporary political institutions and opinions, collecting data on them from various sources, including interviews with government and political party officials and other relevant persons;
(f) developing theories, models and methods to interpret and describe the nature of human experience and historical and political events and behaviour;
(g) presenting findings and conclusions for publication or use by government, political parties or other organizations and interested persons;
(h) preparing scholarly papers and reports.

Ocupaciones de ejemplo

Genealogist · Historian · Philosopher · Political scientist

Correspondencia indirecta — esta ocupación se vincula al grupo primario ISCO mediante una regla de respaldo.

ISCO-08 2633

Sources: ILO ISCO-08 — details: Credits

Exposición a la IA

Task-level exposure

Información ocupacional

Descripción ocupacional de la OIT

Vocabulario ocupacional ESCO