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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
0.185
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
0.42
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 33% 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

Ver 80 tareas ocultas

Task	Claude.aiRaw / share %	APIRaw / share %
Compose descriptions of merchandise for posting to online storefront, auction sites, or other shopping Web sites. 13-1199	0.082116.2	0.147925.5
Compose images of products, using video or still cameras, lighting equipment, props, or photo or video editing software. 13-1199	0.053310.5	0.03996.9
Provide system design and integration recommendations. 13-1199	0.04498.8	0.01101.9
Provide advice on transportation options, types of carriers, or shipping routes. 13-1199	0.03637.2	0.01011.7
Interpret government regulations and applicable codes to ensure compliance. 13-1199	0.02855.6	0.01642.8
Collaborate with search engine shopping specialists to place marketing content in desired online locations. 13-1199	0.02635.2	0.02354.1
Analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure. 13-1199	0.01973.9	0.05048.7
Design security policies, programs, or practices to ensure adequate security relating to issues such as protection of assets, alarm response, and access card use. 13-1199	0.01603.2	0.00621.1
Design customer interface of online storefront, using web programming or e-commerce software. 13-1199	0.01382.7	0.01803.1
Implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls. 13-1199	0.01282.5	0.04708.1
Prepare or organize online storefront marketing material, including product descriptions or subject lines, optimizing content to search engine criteria. 13-1199	0.01182.3	0.00801.4
Investigate products or markets to determine areas for opportunity or viability for merchandising specific products, using online or offline sources. 13-1199	0.01062.1	0.00911.6
Assess the nature and level of threats so that the scope of the problem can be determined. 13-1199	0.01012.0	0.05519.5
Stay abreast of changes in import or export laws or regulations by reading current literature, attending meetings or conferences, or conferring with colleagues. 13-1199	0.00871.7	0.00621.1
Select and purchase technical web services, such as web hosting services, online merchant accounts, shopping cart software, payment gateway software, or spyware. 13-1199	0.00761.5	0.00330.6
Prepare, maintain, or update security procedures, security system drawings, or related documentation. 13-1199	0.00751.5	0.00370.6
Prepare reports summarizing operational results, financial performance, or accomplishments of specified objectives, goals, or plans. 13-1199	0.00741.5	0.00540.9
Recommend improvements in security systems or procedures. 13-1199	0.00741.5	—0
Develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy. 13-1199	0.00651.3	—0
Determine location for product listings to maximize exposure to online traffic. 13-1199	0.00611.2	0.01342.3
Promote products in online communities through weblog or discussion-forum postings, e-mail marketing programs, or online advertising. 13-1199	0.00611.2	0.00581.0
Prepare documentation for case reports or court proceedings. 13-1199	0.00480.9	—0
Determine and set product prices. 13-1199	0.00470.9	0.00270.5
Design or implement products and services to mitigate risk or facilitate use of technology-based tools and methods. 13-1199	0.00440.9	—0
Provide technical or administrative support for sustainability programs or issues. 13-1199	0.00440.9	—0
Perform risk analyses so that appropriate countermeasures can be developed. 13-1199	0.00390.8	0.00761.3
Calculate revenue, sales, and expenses, using financial accounting or spreadsheet software. 13-1199	0.00390.8	0.00220.4
Analyze energy bills including utility rates or tariffs to gather historical energy usage data. 13-1199	0.00370.7	0.00180.3
Purchase new or used items from online or physical sources for resale via retail or auction Web site. 13-1199	0.00360.7	0.00480.8
Identify opportunities for strategic improvement or mitigation of business interruption and other risks caused by business, regulatory, or industry-specific change initiatives. 13-1199	0.00350.7	—0
Create or administer training and awareness presentations or materials. 13-1199	0.00330.7	—0
Educate customers on energy efficiency or answer questions on topics such as the costs of running household appliances or the selection of energy efficient appliances. 13-1199	0.00330.7	—0
Conduct or oversee collection of corporate intelligence to avoid fraud, financial crime, cyber-attack, terrorism, and infrastructure failure. 13-1199	0.00290.6	0.00420.7
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals. 13-1199	0.00290.6	—0
Cancel orders based on customer requests or inventory or delivery problems. 13-1199	0.00280.6	0.01071.8
Upload digital media, such as photos, video, or scanned images to online storefront, auction sites, or other shopping Web sites. 13-1199	0.00270.5	0.00801.4
Integrate online retailing strategy with physical or catalogue retailing operations. 13-1199	0.00270.5	0.00180.3
Engineer, install, maintain, or repair security systems, programmable logic controls, or other security-related electronic systems. 13-1199	0.00260.5	0.00150.3
Measure and analyze Web site usage data to maximize search engine returns or refine customer interfaces. 13-1199	0.00240.5	0.00410.7
Create marketing or outreach media, such as brochures or web sites, to communicate sustainability issues, procedures, or objectives. 13-1199	0.00240.5	—0
Quantify energy consumption to establish baselines for energy use or need. 13-1199	0.00240.5	—0
Develop or review specifications for design or construction of security systems. 13-1199	0.00210.4	—0
Create or maintain plans or other documents related to sustainability projects. 13-1199	0.00210.4	—0
Prepare and process import and export documentation according to customs regulations, laws, or procedures. 13-1199	0.00200.4	0.00420.7
Create or distribute offline promotional material, such as brochures, pamphlets, business cards, stationary, or signage. 13-1199	0.00200.4	—0
Deliver e-mail confirmation of completed transactions and shipment. 13-1199	0.00190.4	—0
Fill customer orders by packaging sold items and documentation for direct shipping or by transferring orders to manufacturers or third-party distributors. 13-1199	0.00180.4	0.00410.7
Calculate purchase subtotals, taxes, and shipping costs for submission to customers. 13-1199	0.00180.4	—0
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance. 13-1199	0.00160.3	—0
Order or purchase merchandise to maintain optimal inventory levels. 13-1199	0.00150.3	0.00210.4
Monitor or trace the location of goods.	—0	0.01021.8
Create or maintain database of customer accounts.	—0	0.00781.3
Test security measures for final acceptance and implement or provide procedures for ongoing monitoring and evaluation of the measures.	—0	0.00601.0
Inspect security design features, installations, or programs to ensure compliance with applicable standards or regulations.	—0	0.00571.0
Participate in online forums or conferences to stay abreast of online retailing trends, techniques, or security threats.	—0	0.00450.8
Correspond with online customers via electronic mail, telephone, or other electronic messaging to address questions or complaints about products, policies, or shipping methods.	—0	0.00350.6
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.	—0	0.00160.3
Ver 47 tareas más ▾Ver menos ▴

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
Write reports to summarize testing activities, including descriptions of goals, planning, scheduling, execution, results, analysis, conclusions, and recommendations. O*NET Task ID 15947	1.0
Establish, maintain, or test call trees to ensure appropriate communication during disaster. O*NET Task ID 15951	1.0
Create or administer training and awareness presentations or materials. O*NET Task ID 15954	1.0
Maintain and update organization information technology applications and network systems blueprints. O*NET Task ID 15948	0.5
Interpret government regulations and applicable codes to ensure compliance. O*NET Task ID 15949	0.5
Identify individual or transaction targets to direct intelligence collection. O*NET Task ID 15950	0.5
Design or implement products and services to mitigate risk or facilitate use of technology-based tools and methods. O*NET Task ID 15952	0.5
Create business continuity and disaster recovery budgets. O*NET Task ID 15953	0.5
Attend professional meetings, read literature, and participate in training or other educational offerings to keep abreast of new developments and technologies related to disaster recovery and business continuity. O*NET Task ID 15955	0.5
Test documented disaster recovery strategies and plans. O*NET Task ID 15956	0.5
Review existing disaster recovery, crisis management, or business continuity plans. O*NET Task ID 15957	0.5
Recommend or implement methods to monitor, evaluate, or enable resolution of safety, operations, or compliance interruptions. O*NET Task ID 15958	0.5
Prepare reports summarizing operational results, financial performance, or accomplishments of specified objectives, goals, or plans. O*NET Task ID 15959	0.5
Analyze impact on, and risk to, essential business functions or information systems to identify acceptable recovery time periods and resource requirements. O*NET Task ID 15960	0.5
Identify opportunities for strategic improvement or mitigation of business interruption and other risks caused by business, regulatory, or industry-specific change initiatives. O*NET Task ID 15961	0.5
Develop disaster recovery plans for physical locations with critical assets, such as data centers. O*NET Task ID 15962	0.5
Create scenarios to reestablish operations from various types of business disruptions. O*NET Task ID 15963	0.5
Conduct or oversee contingency plan integration and operation. O*NET Task ID 15964	0.5
Develop emergency management plans for recovery decision making and communications, continuity of critical departmental processes, or temporary shut-down of non-critical departments to ensure continuity of operation and governance. O*NET Task ID 15965	0.5
Conduct or oversee collection of corporate intelligence to avoid fraud, financial crime, cyber attack, terrorism, and infrastructure failure. O*NET Task ID 15966	0.5
Analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure. O*NET Task ID 15967	0.5
Ver 11 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

Información ocupacional

ILO

Vocabulario ocupacional ESCO

responsable de políticas de viviendaESCO 2422.10.8
Los responsables de políticas de vivienda investigan, analizan y desarrollan políticas de vivienda que permiten una vivienda asequible y adecuada para todos. Aplican estas políticas para mejorar la situación de la población en materia de vivienda a través de medidas como la construcción de viviendas asequibles, el apoyo a la compra de bienes inmuebles y la mejora de las condiciones de la vivienda existente. Los responsables de políticas de vivienda colaboran estrechamente con socios, organizaciones externas u otras partes interesadas y les proporcionan actualizaciones periódicas.
consultor de servicios sociales/consultora de servicios socialesESCO 2422.12
Los consultores de servicios sociales prestan ayuda en el desarrollo de políticas y procedimientos para programas de servicios sociales. Llevan a cabo programas de servicios sociales e identifican áreas de mejora, y brindan ayuda para desarrollar nuevos programas. Cumplen funciones consultivas para organizaciones de servicios sociales.
responsable de políticas de desarrollo regionalESCO 2422.10.14
Los responsables de políticas de desarrollo regional investigan, analizan y desarrollan políticas de desarrollo regional. Aplican políticas destinadas a reducir las disparidades regionales mediante el fomento de actividades económicas en una región y cambios estructurales como el apoyo a la gobernanza multinivel, el desarrollo rural y la mejora de las infraestructuras. Trabajan en estrecha colaboración con los socios, organizaciones externas u otras partes interesadas y les proporcionan actualizaciones periódicas.
responsable de políticas de competenciaESCO 2422.10.2
Los responsables de políticas de competencia gestionan el desarrollo de las políticas y la legislación nacionales y regionales en materia de competencia, a fin de regular la competencia y las prácticas competitivas, fomentar prácticas comerciales abiertas y transparentes y proteger a los consumidores y a las empresas.
agente de desarrollo comunitarioESCO 2422.2
Los agentes de desarrollo comunitario desarrollan planes para mejorar la calidad de vida en las comunidades locales. Investigan y evalúan las cuestiones y necesidades de la comunidad, gestionan los recursos y desarrollan estrategias de aplicación. Se comunican con la comunidad a efectos de investigación e informan a la comunidad sobre los planes de desarrollo.
asesor en políticas de ayuda humanitaria/asesora en políticas de ayuda humanitariaESCO 2422.6
Los asesores en políticas de ayuda humanitaria garantizan estrategias para reducir el impacto de las crisis humanitarias a nivel nacional o internacional. Ofrecen asesoramiento profesional y apoyo en colaboración con diferentes socios.
agente de inteligenciaESCO 2422.7
Los agentes de inteligencia desarrollan y ejecutan planes de información e inteligencia. Investigan las líneas de investigación que les proporcionarán la inteligencia necesaria, y se ponen en contacto y entrevistan a las personas que pueden proporcionar inteligencia. Redactan informes sobre sus resultados y llevan a cabo tareas administrativas para garantizar el mantenimiento de registros.
responsable de políticas fiscales y presupuestariasESCO 2422.10.6
Los responsables de políticas fiscales y presupuestarias investigan, analizan y desarrollan políticas relacionadas con la fiscalidad y el gasto estatal en los sectores públicos, y aplican estas políticas para mejorar la normativa existente en torno al sector. Trabajan en estrecha colaboración con los socios, organizaciones externas u otras partes interesadas y les proporcionan actualizaciones periódicas.
responsable de políticas de justiciaESCO 2422.10.11
Los responsables de políticas de justicia investigan, analizan y desarrollan políticas relacionadas con el sector jurídico y aplican estas políticas para mejorar la normativa existente en torno al sector. Trabajan en estrecha colaboración con los socios, organizaciones externas u otras partes interesadas y les proporcionan actualizaciones periódicas.
responsable de políticas culturalesESCO 2422.10.3
Los responsables de políticas culturales desarrollan y aplican políticas para mejorar y promover actividades y acontecimientos culturales. Gestionan los recursos y se comunican con el público y los medios de comunicación para facilitar el interés por los programas culturales y subrayan su importancia en una comunidad.
consultor sanitario/consultora sanitariaESCO 2422.5
Los consultores sanitarios asesoran a las organizaciones de asistencia sanitaria en la elaboración de planes para mejorar la atención y la seguridad de los pacientes. Analizan las políticas de asistencia sanitaria e identifican los problemas. También prestan ayuda para el desarrollo de estrategias de mejora.
inspector de planificación de políticas públicas/inspectora de planificación de políticas públicasESCO 2422.4
Los inspectores de planificación de políticas públicas supervisan el desarrollo y la aplicación de planes y políticas gubernamentales, así como la planificación y las propuestas políticas, y realizan inspecciones de los procedimientos de planificación.

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

Licencia: CC BY 4.0 (EU Reuse Notice)

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ESCO reuse terms and the modification notice are in Credits.

KEIS2025

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.

정부·공공행정전문가KNOW K000000925
Job outlook: 증가(16%) 현상유지(33%) 감소(50%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.0K upper(25%) 7.2K
minacross 461 KNOW occupationsmax
Job satisfaction: 72.8
minacross 461 KNOW occupationsmax
Details
Duties
- -정부정책을 기획하고 그와 관련된 집행을 담당한다.
- -정책과 관련된 의사결정을 하고 실무를 추진한다.
- -예하 직원의 협조를 받아 고위공무원으로부터 위임받은 직무를 수행한다.
- -공공기관의 경영정책을 기획한다.
- -경영기획, 홍보, 정부 위임사무의 집행 등의 업무를 취급한다.
- -부서 또는 단체의 경영과 관련된 의사결정 등 실무적인 책임을 진다.
- -총무, 인사, 구매 및 회계 관련 업무를 기획한다.
- -재정, 세무, 통계, 보건, 교육, 고용 등의 업무를 취급한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
조직체계의 분석 및 평가(97) · 인적자원 관리(96) · 재정 관리(95) · 협상(95) · 글쓰기(94)
Knowledge
경영 및 행정(88) · 사무(87) · 국어(83) · 법(79) · 경제와 회계(78)
Work environment
공문, 문서 주고받기(90) · 이메일 이용하기(90) · 앉아서 근무(88) · 전화 대화하기(87) · 다른 사람들을 조율하거나 이끌기(86)
Related occupations
행정사
행정사KNOW K000007524
Job outlook: 증가(30%) 현상유지(20%) 감소(50%)
Wages (10,000 KRW): lower(25%) 3.95K average(50%) 5.0K upper(25%) 6.625K
minacross 461 KNOW occupationsmax
Job satisfaction: 75.8
minacross 461 KNOW occupationsmax
Details
Duties
- - 행정심판(이의신청포함)이나 소청, 사회보장법(국민건강, 연금공단 요양비 신청 등)과 관련 심사청구, 해난심판 등 행정업무에 사실조사 및 대리를 의뢰받아 착수금, 신의성실원칙 등이 기술된 계약서를 작성한다.
- - 의뢰받은 업무(서류작성, 서류번역, 서류 제출 대행, 신고, 신청, 청구대리)의 특성에 따라 제출에 필요한 서류를 준비하고 작성한다.
- - 작성된 서류를 행정기관에 대신 제출한다.
- - 행정관계 법령 등을 전화나 면담을 통해서 행정법령에 대한 분쟁에 관하여 소비자와 민원상담을 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기억력(95) · 범주화(94) · 글쓰기(93) · 읽고 이해하기(91) · 설득(91)
Knowledge
법(88) · 사무(85) · 경영 및 행정(82) · 국어(82) · 상담(78)
Work environment
불쾌하거나 무례한 사람 상대(94) · 갈등 상황(89) · 공문, 문서 주고받기(87) · 결과에 대한 책임(84) · 이메일 이용하기(82)
Related occupations
정부·공공행정전문가

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.

Exposición a la IA

Task-level exposure

Información ocupacional

Descripción ocupacional de la OIT

Vocabulario ocupacional ESCO