Analistas de Cadena de Suministro

Negocios y Finanzas

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
0.157
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
0.46
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 24% 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 55 tareas ocultas

Task	Claude.aiRaw / share %
Develop or maintain cost estimates, forecasts, or cost models. 13-1081	0.041419.7
Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency. 13-1081	0.036217.2
Develop or maintain payment systems to ensure accuracy of vendor payments. 13-1081	0.021610.3
Develop proposals that include documentation for estimates. 13-1081	0.01688.0
Prepare reports on logistics performance measures. 13-1081	0.01004.8
Redesign the movement of goods to maximize value and minimize costs. 13-1081	0.00914.4
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. 13-1081	0.00693.3
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations. 13-1081	0.00633.0
Protect and control proprietary materials. 13-1081	0.00602.8
Develop an understanding of customers' needs and take actions to ensure that such needs are met. 13-1081	0.00542.6
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. 13-1081	0.00462.2
Recommend improvements to existing or planned logistics processes. 13-1081	0.00412.0
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies. 13-1081	0.00412.0
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. 13-1081	0.00381.8
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. 13-1081	0.00361.7
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. 13-1081	0.00351.7
Support the development of training materials and technical manuals. 13-1081	0.00341.6
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. 13-1081	0.00331.6
Write or revise standard operating procedures for logistics processes. 13-1081	0.00291.4
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. 13-1081	0.00271.3
Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes. 13-1081	0.00261.2
Propose logistics solutions for customers. 13-1081	0.00261.2
Maintain databases of logistics information. 13-1081	0.00251.2
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities. 13-1081	0.00170.8
Determine packaging requirements. 13-1081	0.00160.8
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. 13-1081	0.00160.8
Evaluate effectiveness of current or future logistical processes. 13-1081	0.00150.7
Ver 17 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
Enter logistics-related data into databases. O*NET Task ID 15883	1.0
Write or revise standard operating procedures for logistics processes. O*NET Task ID 15891	1.0
Maintain logistics records in accordance with corporate policies. O*NET Task ID 15899	1.0
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs. O*NET Task ID 20014	1.0
Identify opportunities for inventory reductions. O*NET Task ID 15881	0.5
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution. O*NET Task ID 15882	0.5
Develop or maintain payment systems to ensure accuracy of vendor payments. O*NET Task ID 15884	0.5
Determine packaging requirements. O*NET Task ID 15885	0.5
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation. O*NET Task ID 15886	0.5
Contact potential vendors to determine material availability. O*NET Task ID 15887	0.5
Contact carriers for rates or schedules. O*NET Task ID 15888	0.5
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies. O*NET Task ID 15889	0.5
Track product flow from origin to final delivery. O*NET Task ID 15890	0.5
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost. O*NET Task ID 15892	0.5
Recommend improvements to existing or planned logistics processes. O*NET Task ID 15893	0.5
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes. O*NET Task ID 15894	0.5
Prepare reports on logistics performance measures. O*NET Task ID 15895	0.5
Manage systems to ensure that pricing structures adequately reflect logistics costing. O*NET Task ID 15896	0.5
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity. O*NET Task ID 15897	0.5
Maintain databases of logistics information. O*NET Task ID 15898	0.5
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. O*NET Task ID 15900	0.5
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost. O*NET Task ID 15901	0.5
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns. O*NET Task ID 15902	0.5
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. O*NET Task ID 15903	0.5
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. O*NET Task ID 15904	0.5
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. O*NET Task ID 15905	0.5
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers. O*NET Task ID 20009	0.5
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers. O*NET Task ID 20010	0.5
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies. O*NET Task ID 20011	0.5
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space. O*NET Task ID 20012	0.5
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact. O*NET Task ID 20013	0.5
Ver 21 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

director de inteligencia competitiva/directora de inteligencia competitivaESCO 2421.3
Los directores de inteligencia competitiva adquieren conocimientos del sector, los procesos innovadores inherentes, y los comparan con las operaciones de la empresa con el fin de mejorarlas. Centran su análisis en los procesos de la cadena de suministro, los almacenes, el almacenamiento y las ventas, a fin de facilitar la comunicación y la mejora de los ingresos.
analista de costes de fabricaciónESCO 2421.1.1
Los analistas de costes de fabricación recogen y analizan datos para evaluar el dinero, los materiales, el trabajo y el tiempo necesarios para los procesos de fabricación. Llevan a cabo análisis para identificar diseños técnicos y procesos de producción rentables (alternativos). Desarrollan y utilizan métodos y herramientas para la planificación, el control y el análisis de costes. También realizan análisis de riesgos cuantitativos y cualitativos e informan sobre la evolución de los costes.
analista de logísticaESCO 2141.6
Los analistas de logística simplifican la fabricación, el transporte, el almacenamiento y la distribución de productos. Evalúan los problemas de producción y de cadena de suministro para determinar soluciones eficaces desde el punto de vista económico. Asisten a los gerentes de las empresas en los procesos de toma de decisiones y dirigen programas destinados a proporcionar tecnología logística a subcontratistas, gerentes y clientes.
analista de negociosESCO 2421.1
Los analistas de negocios investigan y entienden la posición estratégica de los negocios y las empresas en relación con sus mercados y sus accionistas. Analizan y presentan sus puntos de vista sobre el modo en que la empresa puede mejorar, desde muchas perspectivas, su posición estratégica y su estructura empresarial interna. Evalúan las necesidades de cambio, los métodos de comunicación, la tecnología, las herramientas informáticas, las nuevas normas y las certificaciones.
consultor empresarial/consultora empresarialESCO 2421.2
Los consultores empresariales analizan la posición, la estructura y los procesos de negocios y empresas y ofrecen servicios o asesoramiento para mejorarlos. Investigan e identifican procesos empresariales como las ineficiencias financieras o la gestión de los trabajadores, y definen planes estratégicos para superar estas dificultades. Trabajan en empresas de asesoramiento externas que ofrecen una visión objetiva sobre la estructura y los procesos metodológicos del negocio o de la empresa.

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

Licencia: CC BY 4.0 (EU Reuse Notice)

Ver original

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.

경영 및 진단 전문가KNOW K000000944
Job outlook: 증가(22%) 현상유지(19%) 감소(58%)
Wages (10,000 KRW): lower(25%) 5.575K average(50%) 8.228K upper(25%) 11.75K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.5
minacross 461 KNOW occupationsmax
Details
Duties
- -효율적인 경영을 위해 사업 및 조직체계를 진단, 분석하고 개선점을 제안한다.
- -조직에 대한 연구 및 평가를 수행하고 시스템 및 절차를 설계하며 작업단순화 및 측정연구를 수행하고 운영 및 절차매뉴얼을 작성한다.
- -공공이나 민간부문 사업체들의 경영방법 및 조직을 분석하고 자문한다.
- -경영정책 및 계획에 대한 효율성 및 효과를 판단하기 위한 연구를 수행한다.
- -기업운영, 인력자원 및 의사소통과정과 같은 영역의 방법, 체계 및 절차에 대한 개선점을 제안한다.
- -사업체 운영에 대한 재조직화를 계획한다.
- -국제표준기구의 품질인증 여부를 심사한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
조직체계의 분석 및 평가(100) · 범주화(99) · 선택적 집중력(99) · 재정 관리(99) · 협상(98)
Knowledge
경제와 회계(90) · 경영 및 행정(90) · 사무(87) · 영어(87) · 산수와 수학(82)
Work environment
연설, 발표, 회의하기(91) · 불쾌하거나 무례한 사람 상대(88) · 다른 사람들을 조율하거나 이끌기(87) · 공문, 문서 주고받기(87) · 앉아서 근무(85)
Related occupations
인적자원전문가 · 노무사
인적자원전문가KNOW K000000875
Job outlook: 증가(12%) 현상유지(33%) 감소(53%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.25K upper(25%) 7.375K
minacross 461 KNOW occupationsmax
Job satisfaction: 69.3
minacross 461 KNOW occupationsmax
Details
Duties
- -컨설팅 의뢰자(기업)와 상담하여 요구사항을 접수한다.
- -컨설팅 대상 기업의 문화, 조직, 대내외 경영여건 등을 조사하고 분석한다.
- -분석한 자료를 토대로 컨설팅 프로그램개발 계획을 수립한다.
- -모델(역량, 평가, 이·전직 모델)개발 방법을 선정하고 설문지를 개발하거나 직무분석을 실시한다.
- -인적자원의 효율적인 관리와 업무향상을 위한 인사체계, 임금체계, 역량모델, 평가모델, 이·전직모델 등을 개발하여 제공한다.
- -교육훈련프로그램을 설계 및 개발하고 근로자나 사업담당자, 관리자를 대상으로 직무능력 향상을 위한 교육을 실시한다.
- -교육을 위한 교재를 개발하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
인적자원 관리(100) · 조직체계의 분석 및 평가(100) · 사람 파악(99) · 협상(99) · 설득(98)
Knowledge
인사(98) · 경영 및 행정(87) · 법(85) · 심리(82) · 상담(81)
Work environment
이메일 이용하기(88) · 다른 사람과의 접촉(88) · 앉아서 근무(85) · 공문, 문서 주고받기(84) · 다른 사람과의 상호작용(82)
Related occupations
경영 및 진단 전문가 · 노무사
노무사KNOW K000007562
Job outlook: 증가(37%) 현상유지(19%) 감소(42%)
Wages (10,000 KRW): lower(25%) 5.15K average(50%) 7.0K upper(25%) 10.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 75.8
minacross 461 KNOW occupationsmax
Details
Duties
- -노동위원회 구제신청(개별 근로자에 대한 부당해고·징계·전직·감봉 등) 대리업무, 산업재해 신청 대리업무, 임금체불 진정 및 대리업무, 체당금 신청 및 대리업무를 수행한다.
- -노사간 분쟁 발생 시 노사분쟁 조정 및 중재 업무를 수행한다.
- -기업 및 노조에 대한 법률 및 정책자문을 한다.
- -인사관리 컨설팅, 노무관리 진단, 노사컨설팅(단체교섭 대리 및 단체협약 분석), 급여 및 4대보험 사무대행, 고용컨설팅(채용, 모집대행) 업무를 수행한다.
- -정부에서 제공하는 각종 지원금(중소기업 지원금, 신규고용촉진장려금, 고령자 고용촉진 장려금, 모성보호 관련 지원금, 고용유지 지원금 등) 신청에 관련된 서비스를 제공한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
인적자원 관리(100) · 협상(100) · 사람 파악(99) · 설득(99) · 글쓰기(99)
Knowledge
인사(99) · 법(98) · 상담(91) · 국어(88) · 경영 및 행정(88)
Work environment
재택근무(99) · 의사결정 가능성(95) · 이미지/평판/재정에 미치는 강도(95) · 이미지/평판/재정에 미치는 영향력(94) · 의사결정 권한(94)
Related occupations
인적자원전문가 · 경영 및 진단 전문가

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