Logistics Engineers

Business and Financial Operations Occupations

Código O*NET-SOC: 13-1081.01

Design or analyze operational solutions for projects such as transportation optimization, network modeling, process and methods analysis, cost containment, capacity enhancement, routing and shipment optimization, or information management.

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
Valor por grupo ocupacional
Escala, base y fuente
Índice de exposición observada, 0–1 tal como se publica
Mapeado sobre tareas de O*NET
Publicado por ocupación SOC 2018; toda ocupación O*NET con el mismo código SOC 2018 recibe este valor
Conjunto de datos de origen (descarga CSV)
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
Publicado por grupo primario ISCO-08. Vinculado a esta ocupación, total o parcialmente, aplicando tal como se publicaron las tablas de correspondencia de la U.S. Bureau of Labor Statistics (ISCO-08 a SOC 2010, SOC 2010 a SOC 2018)
Conjunto de datos de origen (descarga PDF)

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

30 tareas evaluadas · 30 tareas con β ≥ 0,5 (100,0%)

β = exposición directa (E1) + 0,5 × exposición con herramientas disponibles (E2), según la definición del repositorio de origen.

Unidad de origen: tareas de O*NET 27.2 → código de ocupación de O*NET 31.0
Todas las tareas puntuadas figuran en la lista de tareas de O*NET 31.0.

Fuente: OpenAI "GPTs are GPTs" exposure rubric
Versión: gh-main-0471612
Licencia: MIT License, Copyright (c) 2024 OpenAI

Task (O*NET 20.1)	Claude.aiRaw / share %	APIRaw / share %
Develop or maintain cost estimates, forecasts, or cost models. 13-1081.01	0.018540.0	0.00689.7
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. 13-1081.01	0.008318.0	—0
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. 13-1081.01	0.005311.5	—0
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. 13-1081.01	0.00449.4	0.051673.5
Identify or develop business rules or standard operating procedures to streamline operating processes. 13-1081.01	0.00337.2	—0
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. 13-1081.01	0.00275.8	0.00192.7
Propose logistics solutions for customers. 13-1081.01	0.00204.3	0.00355.0
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service. 13-1081.01	0.00183.8	0.00395.6
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.	—0	0.00253.6
Not observed on any surface — 21 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.
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.	—0	—0
Direct the work of logistics analysts.	—0	—0
Develop specifications for equipment, tools, facility layouts, or material-handling systems.	—0	—0
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.	—0	—0
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.	—0	—0
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.	—0	—0
Evaluate effectiveness of current or future logistical processes.	—0	—0
Apply logistics modeling techniques to address issues such as operational process improvement or facility design or layout.	—0	—0
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.	—0	—0
Identify cost-reduction or process-improvement logistic opportunities.	—0	—0
Prepare logistic strategies or conceptual designs for production facilities.	—0	—0
Design comprehensive supply chains that minimize environmental impacts or costs.	—0	—0
Design plant distribution centers.	—0	—0
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.	—0	—0
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.	—0	—0
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.	—0	—0
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.	—0	—0
Determine requirements for compliance with environmental certification standards.	—0	—0
Provide logistical facility or capacity planning analyses for distribution or transportation functions.	—0	—0
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.	—0	—0
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.	—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 (O*NET 27.2)	βE1 + 0.5 × E2
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems. O*NET Task ID 15868	1.0
Propose logistics solutions for customers. O*NET Task ID 15861	0.5
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities. O*NET Task ID 15863	0.5
Direct the work of logistics analysts. O*NET Task ID 15864	0.5
Design plant distribution centers. O*NET Task ID 15865	0.5
Develop specifications for equipment, tools, facility layouts, or material-handling systems. O*NET Task ID 15866	0.5
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements. O*NET Task ID 15867	0.5
Identify or develop business rules or standard operating procedures to streamline operating processes. O*NET Task ID 15870	0.5
Develop or maintain cost estimates, forecasts, or cost models. O*NET Task ID 15872	0.5
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. O*NET Task ID 15873	0.5
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans. O*NET Task ID 15874	0.5
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses. O*NET Task ID 15875	0.5
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. O*NET Task ID 15876	0.5
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service. O*NET Task ID 15877	0.5
Evaluate effectiveness of current or future logistical processes. O*NET Task ID 15879	0.5
Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout. O*NET Task ID 15880	0.5
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency. O*NET Task ID 19995	0.5
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. O*NET Task ID 19996	0.5
Identify cost-reduction or process-improvement logistic opportunities. O*NET Task ID 19997	0.5
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. O*NET Task ID 19998	0.5
Prepare logistic strategies or conceptual designs for production facilities. O*NET Task ID 19999	0.5
Design comprehensive supply chains that minimize environmental impacts or costs. O*NET Task ID 20000	0.5
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. O*NET Task ID 20001	0.5
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation. O*NET Task ID 20002	0.5
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation. O*NET Task ID 20003	0.5
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities. O*NET Task ID 20004	0.5
Determine requirements for compliance with environmental certification standards. O*NET Task ID 20005	0.5
Provide logistical facility or capacity planning analyses for distribution or transportation functions. O*NET Task ID 20006	0.5
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products. O*NET Task ID 20007	0.5
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software. O*NET Task ID 20008	0.5
Ver 20 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

Todas las tareas de O*NET 31.0 (30)

Todas las tareas de O*NET 31.0 de esta ocupación (en inglés, tal como se publicaron; tipo de tarea principal o complementaria). Los valores de exposición no figuran en esta lista; están en la tabla de arriba, junto a cada tarea con la redacción de la versión de O*NET que usó cada fuente.

Tarea (O*NET 31.0)	Tipo
Propose logistics solutions for customers.	Principal
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.	Principal
Direct the work of logistics analysts.	Principal
Design plant distribution centers.	Principal
Develop specifications for equipment, tools, facility layouts, or material-handling systems.	Principal
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.	Principal
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.	Principal
Identify or develop business rules or standard operating procedures to streamline operating processes.	Principal
Develop or maintain cost estimates, forecasts, or cost models.	Principal
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.	Principal
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.	Principal
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.	Principal
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.	Principal
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.	Principal
Evaluate effectiveness of current or future logistical processes.	Principal
Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout.	Principal
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.	Principal
Develop logistic metrics, internal analysis tools, or key performance indicators for business units.	Principal
Identify cost-reduction or process-improvement logistic opportunities.	Principal
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.	Principal
Prepare logistic strategies or conceptual designs for production facilities.	Principal
Design comprehensive supply chains that minimize environmental impacts or costs.	Principal
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.	Principal
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.	Principal
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.	Principal
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.	Principal
Determine requirements for compliance with environmental certification standards.	Principal
Provide logistical facility or capacity planning analyses for distribution or transportation functions.	Principal
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.	Principal
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.	Complementaria

Perspectivas de empleo (BLS)

Valores de todo el grupo SOC 13-1081 (Logisticians), no solo de esta ocupación O*NET.

Empleo, 2025: 255K
Empleo proyectado, 2035: 300K
Variación (2025–35): +17,6%
Salario anual mediano, 2025: $82.320
Formación habitual para acceder: Bachelor's degree

mínimo $30.890rango del salario mediano de 825 ocupaciones detalladas, BLS EP 2025–35máximo $559.030

Fuente: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

Vínculos con la clasificación coreana (KSCO)

Vínculos de la versión vigente de Korea Occupation Direct Crosswalk v1.1, elaborado por AI Changing Work. Los valores de relación se leen desde la ocupación O*NET-SOC.

Código KSCO	Nombre KSCO	Relación	Estado
23159	그 외 도시 및 교통 관련 전문가	Relacionada, no equivalente	confirmado

Definiciones de relación y estado(kr-direct v1.1)

Descripción ocupacional de la OIT

AI Changing Work vincula a esta ocupación los grupos primarios de la ISCO-08 que figuran abajo aplicando, tal como se publicaron, las tablas de correspondencia de la Oficina de Estadísticas Laborales de EE. UU. (BLS) (SOC 2018 a SOC 2010, SOC 2010 a ISCO-08), sin selección caso por caso; cada vínculo puede ser total o parcial.

ISCO-08 2421Management and Organization Analysts
Analistas de gestión y organización

Ver original

La definición, las tareas y los ejemplos que siguen son la descripción que hace la OIT de ese grupo primario, no de esta ocupación.

Management and organization analysts assist organizations to achieve greater efficiency and solve organizational problems. They study organizational structures, methods, systems and procedures.

Tareas

(a) assisting and encouraging the development of objectives, strategies and plans aimed at achieving customer satisfaction and the efficient use of organizations’ resources;
(b) analysing and evaluating current systems and structures;
(c) discussing current systems with staff and observing systems at all levels of organization;
(d) directing clients towards more efficient organization and developing solutions to organizational problems;
(e) undertaking and reviewing work studies by analysing existing and proposed methods and procedures such as administrative and clerical procedures;
(f) recording and analysing organizations’ workflow charts, records, reports, manuals and job descriptions;
(g) preparing and recommending proposals to revise methods and procedures, alter work flows, redefine job functions and resolve organizational problems;
(h) assisting in implementing approved recommendations, issuing revised instructions and procedure manuals, and drafting other documentation;
(i) reviewing operating procedures and advising of departures from procedures and standards.

Ocupaciones de ejemplo

Business consultant · Management consultant · Organization and methods analyst

Sources: ILO ISCO-08 — details: Credits

Vocabulario ocupacional ESCO

Cada entrada de abajo está emparejada con esta ocupación en el ESCO-O*NET Crosswalk publicado (versión 1, 2022). Los tipos de correspondencia son los de esa tabla; la redacción es de AI Changing Work.

ingeniero en logística/ingeniera en logísticaESCO 2149.2.6Mismo alcance
Los ingenieros en logística diseñan y aplican sistemas destinados a optimizar el tiempo y los esfuerzos invertidos en las actividades de transporte. Además se aseguran de que los sistemas permitan un microseguimiento y una comunicación fluidas en todos los métodos y todas las fases de transporte.
analista de logísticaESCO 2141.6Esta ocupación es más amplia
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.

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.

Vínculos con la clasificación francesa (ROME)

Vínculos entre esta ocupación y fichas ROME 4.0, establecidos por AI Changing Work con modelos de IA. Las relaciones se leen desde el lado de esta ocupación. Los vínculos marcados como «provisional» se adoptaron basándose únicamente en los juicios de dos evaluadores de la misma familia de modelos (Claude), o mediante una regla del operador aplicada a esos juicios, por lo que se sustentan en evidencia más débil que los vínculos confirmados.

Código ROME	Denominación ROME (francés)	Relación
N1305	Ingénieur / Ingénieure logistique	Mismo alcanceprovisional
H1406	Ingénieur / Ingénieure supply chain en industrie	Se solapan, no son igualesprovisional

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

Vínculos con la clasificación española (CNO-11)

Vínculos entre esta ocupación y ocupaciones CNO-11, establecidos por AI Changing Work con modelos de IA. Las relaciones se leen desde el lado de esta ocupación.

Código CNO-11	Denominación CNO-11 (español)	Relación
2431	Ingenieros industriales y de producción	Relacionada, no equivalente

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

Vínculos con la clasificación alemana (KldB)

Vínculos entre esta ocupación y ocupaciones KldB, establecidos por AI Changing Work con modelos de IA. Las relaciones se leen desde el lado de esta ocupación.

Código KldB	Denominación KldB (alemán)	Relación
51624	Speditions- und Logistikkaufleute - hoch komplexe Tätigkeiten	Esta ocupación es más estrecha
27304	Berufe in der technischen Produktionsplanung und -steuerung - hoch komplexe Tätigkeiten	Relacionada, no equivalente

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

Vínculos con la clasificación japonesa (JSCO)

Vínculos entre esta ocupación y ocupaciones JSCO, establecidos por AI Changing Work con modelos de IA. Las relaciones se leen desde el lado de esta ocupación.

Código JSCO	Denominación JSCO (japonés)	Relación
119	その他の技術者	Relacionada, no equivalenteprovisional

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

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