Economistas

Ciencias de la Vida, Físicas y Sociales

Exposición a la IA

Fuente de datos: BLSPublicado: '26.08
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: '26.03
0.242
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: '25
0.55
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 12% 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 %
Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques. 19-3011	0.057524.6
Provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers. 19-3011	0.057324.5
Write technical documents or academic articles to communicate study results or economic forecasts. 19-3011	0.036115.4
Formulate recommendations, policies, or plans to solve economic problems or to interpret markets. 19-3011	0.027111.6
Conduct research on economic issues and disseminate research findings through technical reports or scientific articles in journals. 19-3011	0.01094.6
Prepare and deliver presentations to communicate economic and environmental study results, to present policy recommendations, or to raise awareness of environmental consequences. 19-3011	0.01004.3
Study economic and statistical data in area of specialization, such as finance, labor, or agriculture. 19-3011	0.00923.9
Develop economic models, forecasts, or scenarios to predict future economic and environmental outcomes. 19-3011	0.00843.6
Interpret indicators to ascertain the overall health of an environment. 19-3011	0.00482.1
Develop programs or policy recommendations to achieve environmental goals in cost-effective ways. 19-3011	0.00381.6
Write social, legal, or economic impact statements to inform decision-makers for natural resource policies, standards, or programs. 19-3011	0.00301.3
Collect and analyze data to compare the environmental implications of economic policy or practice alternatives. 19-3011	0.00231.0
Identify and recommend environmentally-friendly business practices. 19-3011	0.00210.9
Assess the costs and benefits of various activities, policies, or regulations that affect the environment or natural resource stocks. 19-3011	0.00180.8
Ver 4 tareas más ▾Ver menos ▴
Not observed on any surface — 17 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.
Develop economic guidelines and standards and prepare points of view used in forecasting trends and formulating economic policy.	—0
Testify at regulatory or legislative hearings concerning the estimated effects of changes in legislation or public policy and present recommendations based on cost-benefit analyses.	—0
Supervise research projects and students' study projects.	—0
Forecast production and consumption of renewable resources and supply, consumption and depletion of non-renewable resources.	—0
Teach theories, principles, and methods of economics.	—0
Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations.	—0
Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.	—0
Demonstrate or promote the economic benefits of sound environmental regulations.	—0
Write research proposals and grant applications to obtain private or public funding for environmental and economic studies.	—0
Examine the exhaustibility of natural resources or the long-term costs of environmental rehabilitation.	—0
Develop systems for collecting, analyzing, and interpreting environmental and economic data.	—0
Develop environmental research project plans, including information on budgets, goals, deliverables, timelines, and resource requirements.	—0
Perform complex, dynamic, and integrated mathematical modeling of ecological, environmental, or economic systems.	—0
Conduct research to study the relationships among environmental problems and patterns of economic production and consumption.	—0
Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection.	—0
Develop programs or policy recommendations to promote sustainability and sustainable development.	—0
Monitor or analyze market and environmental trends.	—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
Study economic and statistical data in area of specialization, such as finance, labor, or agriculture. O*NET Task ID 7536	0.5
Provide advice and consultation on economic relationships to businesses, public and private agencies, and other employers. O*NET Task ID 7537	0.5
Compile, analyze, and report data to explain economic phenomena and forecast market trends, applying mathematical models and statistical techniques. O*NET Task ID 7538	0.5
Formulate recommendations, policies, or plans to solve economic problems or to interpret markets. O*NET Task ID 7539	0.5
Develop economic guidelines and standards, and prepare points of view used in forecasting trends and formulating economic policy. O*NET Task ID 7540	0.5
Testify at regulatory or legislative hearings concerning the estimated effects of changes in legislation or public policy, and present recommendations based on cost-benefit analyses. O*NET Task ID 7541	0.5
Supervise research projects and students' study projects. O*NET Task ID 7542	0.5
Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources. O*NET Task ID 7543	0.5
Teach theories, principles, and methods of economics. O*NET Task ID 7544	0.5
Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness. O*NET Task ID 20051	0.5
Study the socioeconomic impacts of new public policies, such as proposed legislation, taxes, services, and regulations. O*NET Task ID 20052	0.5
Conduct research on economic issues, and disseminate research findings through technical reports or scientific articles in journals. O*NET Task ID 20053	0.5
Explain economic impact of policies to the public. O*NET Task ID 21106	0.5
Ver 3 tareas más ▾Ver menos ▴

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

ILO occupational description

Economists

Economistas

Economists conduct research, monitor data, analyse information and prepare reports and plans to resolve economic and business problems and develop models to analyse, explain and forecast economic behaviour and patterns. They provide advice to business, interest groups and governments to formulate solutions to present or projected economic and business problems.

Tasks

(a) forecasting changes in the economic environment for short-term budgeting, long-term planning and investment evaluation;
(b) formulating recommendations, policies and plans for the economy, corporate strategies and investment, and undertaking feasibility studies for projects;
(c) monitoring economic data to assess the effectiveness, and advise on the appropriateness, of monetary and fiscal policies;
(d) forecasting production and consumption of specific products and services based on records of past production and consumption and general economic and industry-specific conditions;
(e) preparing forecasts of income and expenditure, interest rates and exchange rates;
(f) analysing factors that determine labour force participation, employment, wages, unemployment and other labour market outcomes;
(g) applying mathematical formulae and statistical techniques and apply to test economic theories and devise solutions to economic problems;
(h) compiling, analysing and interpreting economic data using economic theory and a variety of statistical and other techniques;
(i) evaluating the outcome of political decisions concerning public economy and finances and advising on economic policy and possible courses of action in the light of past, present and projected economic factors and trends;
(j) preparing scholarly papers and reports;
(k) examining problems related to the economic activities of individual companies;
(l) conducting research on market conditions in local, regional or national areas to set sales and pricing levels for goods and services, to assess market potential and future trends and to develop business strategies.

Example occupations

Econometrician · Economic adviser · Economic analyst · Economist · Labour economist

ISCO-08 2631

Sources: ILO ISCO-08 (CC BY 4.0) — details: Credits

ESCO occupational vocabulary

investigador en economía de la empresa/investigadora en economía de la empresaESCO 2631.1.1
Los investigadores en economía de la empresa llevan a cabo investigaciones sobre temas relacionados con la economía, las organizaciones y la estrategia. Analizan las tendencias macroeconómicas y microeconómicas y utilizan esta información para analizar las posiciones de las industrias o de determinadas empresas de la economía. Ofrecen asesoramiento sobre la planificación estratégica, la viabilidad de los productos, las tendencias de las previsiones, los mercados emergentes, las políticas fiscales y las tendencias de los consumidores.
responsable de políticas económicasESCO 2412.3
Los responsables de políticas económicas desarrollan estrategias económicas. Controlan aspectos económicos como la competitividad, la innovación y el comercio. Contribuyen al desarrollo de políticas, proyectos y programas económicos. Investigan, analizan y evalúan los problemas de las políticas públicas y recomiendan medidas adecuadas.
asesor económico/asesora económicaESCO 2631.1.2
Los asesores económicos investigan la evolución económica y asesoran sobre problemas económicos. Prevén tendencias y comportamientos económicos y asesoran en cuestiones financieras, comerciales, fiscales y otras cuestiones afines. Asesoran a empresas y organizaciones sobre técnicas para obtener beneficios económicos.
economistaESCO 2631.1
Los economistas llevarán a cabo actividades de investigación y desarrollo teorías en el ámbito de la economía, tanto para el análisis microeconómico o macroeconómico como para el análisis macroeconómico. Estudian las tendencias, analizan los datos estadísticos y, en cierta medida, trabajan con modelos matemáticos económicos con el fin de asesorar a las empresas, los gobiernos y las instituciones relacionadas. Asesoran sobre la viabilidad de los productos, las previsiones de tendencias, los mercados emergentes, las políticas fiscales y las tendencias de los consumidores.
coordinador de desarrollo económico/coordinadora de desarrollo económicoESCO 2631.1.3
Los coordinadores de desarrollo económico esbozan y aplican políticas para la mejora del crecimiento económico y la estabilidad de la comunidad, la administración o la institución. Investigan las tendencias económicas y coordinan la cooperación entre las instituciones que trabajan en pro del desarrollo económico. Analizan posibles riesgos económicos y conflictos y desarrollan planes para resolverlos. Los coordinadores de desarrollo económico asesoran sobre la sostenibilidad económica de las instituciones y el crecimiento económico.
analista de políticas tributariasESCO 2631.1.4
Los analistas de políticas tributarias investigan y desarrollan políticas y legislación en materia de fiscalidad con el fin de mejorar y desarrollar las políticas fiscales. Asesoran a los organismos oficiales sobre la ejecución de las políticas y las operaciones financieras, así como sobre las repercusiones financieras de los cambios en las políticas fiscales.

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

ESCO reuse terms and the modification notice are in Credits.

Cambios recientes que afectan a esta ocupación

mar 2026: New blog post: economists face 60% exposure, 36% risk.

[Fuente: ACW Blog]