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.

Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito alto
Valor por grupo ocupacional
Escala, base e fonte
Quatro faixas relativas (Baixo / Moderado / Alto / Muito alto)
831 ocupações detalhadas da tabela de projeções de emprego do BLS. O valor é atribuído por código da National Employment Matrix (NEM), pelo que as ocupações que partilham um código NEM recebem a mesma banda
Conjunto de dados de origem (transferência XLSX)
Fonte dos dados: AnthropicPublicado: 2026-03
0,157
0,000Intervalo dos valores aqui apresentados0,745
Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
Publicado por ocupação SOC 2018; toda ocupação O*NET com o mesmo código SOC 2018 recebe este valor
Conjunto de dados de origem (transferência CSV)
Fonte dos dados: ILOPublicado: 2025
0,46
0,09Intervalo dos valores aqui apresentados0,70
Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Publicado por grupo de base ISCO-08. Ligado a esta ocupação, total ou parcialmente, aplicando tal como publicadas as tabelas de correspondência do U.S. Bureau of Labor Statistics (ISCO-08 para SOC 2010, SOC 2010 para SOC 2018)
Conjunto de dados de origem (transferência PDF)

Que tipo de valor esta fonte publica

A categoria de BLS é uma posição relativa, não um nível absoluto, e também não é uma medição de primeira mão: agrupa em quatro faixas as posições percentis da ocupação em vários estudos publicados. Não é uma previsão de emprego ou de salários, não é uma probabilidade de adoção e não distingue automação de aumento.

Task-level exposure

Ver 19 tarefas ocultas

30 tarefas avaliadas · 30 tarefas com β ≥ 0,5 (100,0%)

β = exposição direta (E1) + 0,5 × exposição com ferramentas disponíveis (E2), segundo a definição do repositório de origem.

Unidade de origem: tarefas do O*NET 27.2 → código de ocupação do O*NET 31.0
Todas as tarefas pontuadas constam da lista de tarefas do O*NET 31.0.

Fonte: OpenAI "GPTs are GPTs" exposure rubric
Versão: gh-main-0471612
Licença: MIT License, Copyright (c) 2024 OpenAI

Task (O*NET 20.1)	Claude.aiRaw / share %
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. 13-1081.01	0.024523.2
Develop or maintain cost estimates, forecasts, or cost models. 13-1081.01	0.022121.0
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	0.019518.5
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	0.016215.3
Propose logistics solutions for customers. 13-1081.01	0.00434.1
Apply logistics modeling techniques to address issues such as operational process improvement or facility design or layout. 13-1081.01	0.00434.1
Identify or develop business rules or standard operating procedures to streamline operating processes. 13-1081.01	0.00403.8
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. 13-1081.01	0.00333.1
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems. 13-1081.01	0.00302.8
Evaluate effectiveness of current or future logistical processes. 13-1081.01	0.00232.2
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities. 13-1081.01	0.00201.9
Ver mais 1 tarefa ▾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 (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 mais 20 tarefas ▾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 as tarefas do O*NET 31.0 (30)

Todas as tarefas do O*NET 31.0 desta ocupação (em inglês, como publicadas; tipo de tarefa principal ou complementar). Os valores de exposição não constam desta lista; estão na tabela acima, ao lado de cada tarefa na redação da versão do O*NET usada por cada fonte.

Tarefa (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.	Complementar

Perspetivas de emprego (BLS)

Valores de todo o grupo SOC 13-1081 (Logisticians), não apenas desta ocupação O*NET.

Emprego, 2025: 255K
Emprego projetado, 2035: 300K
Variação (2025–35): +17,6%
Salário anual mediano, 2025: $82.320
Escolaridade habitual para ingresso: Bachelor's degree

mínimo $30.890faixa do salário mediano de 825 ocupações detalhadas, BLS EP 2025–35máximo $559.030

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

Ligações à classificação coreana (KSCO)

Ligações da versão atual de Korea Occupation Direct Crosswalk v1.1, elaborado pela AI Changing Work. Os valores de relação são lidos a partir da ocupação O*NET-SOC.

Código KSCO	Nome KSCO	Relação	Estado
23159	그 외 도시 및 교통 관련 전문가	Relacionada, não correspondente	confirmado

Definições de relação e estado(kr-direct v1.1)

Descrição ocupacional da OIT

A AI Changing Work vincula a esta ocupação os grupos de base da ISCO-08 abaixo aplicando, tal como publicadas, as tabelas de correspondência do Bureau of Labor Statistics dos EUA (BLS) (SOC 2018 para SOC 2010, SOC 2010 para ISCO-08), sem seleção caso a caso; cada vínculo pode ser total ou parcial.

ISCO-08 2421Management and Organization Analysts
Analistas em gestão e organização

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

Licença: CC BY 4.0 (EU Reuse Notice)

Ver original

A definição, as tarefas e os exemplos abaixo são a descrição da OIT para esse grupo de base, não para esta ocupação.

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

Tarefas

(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.

Ocupações de exemplo

Business consultant · Management consultant · Organization and methods analyst

Sources: ILO ISCO-08 — details: Credits

Vocabulário ocupacional ESCO

Cada entrada abaixo está associada a esta ocupação no ESCO-O*NET Crosswalk publicado (versão 1, 2022). Os tipos de correspondência são os dessa tabela; a redação é da AI Changing Work.

Engenheiro de logística/Engenheira de logísticaESCO 2149.2.6Mesmo âmbito
Os engenheiros logísticos de concebem e implementam sistemas destinados a otimizar o tempo e os esforços investidos nas atividades de transporte. Asseguram que os sistemas permitem o microrrastreio e a comunicação harmoniosa entre os métodos e as fases de transporte.
Analista de logísticaESCO 2141.6Esta ocupação é mais ampla
Os analistas de logística simplificam a produção, o transporte, o armazenamento e a distribuição dos produtos. Avaliam os problemas de produção e da cadeia de abastecimento para determinar soluções economicamente eficientes. Prestam assistência aos gestores de empresas nos processos de tomada de decisão e dirigem programas destinados a fornecer aos subcontratantes, gestores e clientes tecnologia logística.

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

Licença: CC BY 4.0 (EU Reuse Notice)

Ver original

ESCO reuse terms and the modification notice are in Credits.

Ligações à classificação francesa (ROME)

Ligações entre esta ocupação e fichas ROME 4.0, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação. As ligações marcadas como «provisório» foram adotadas apenas com base nos julgamentos de dois avaliadores da mesma família de modelos (Claude), ou por uma regra do operador aplicada a esses julgamentos, pelo que se apoiam em evidências mais fracas do que as ligações confirmadas.

Código ROME	Designação ROME (francês)	Relação
N1305	Ingénieur / Ingénieure logistique	Mesmo âmbitoprovisório
H1406	Ingénieur / Ingénieure supply chain en industrie	Sobrepõem-se, não são iguaisprovisório

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)

Ligações à classificação espanhola (CNO-11)

Ligações entre esta ocupação e ocupações CNO-11, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código CNO-11	Designação CNO-11 (espanhol)	Relação
2431	Ingenieros industriales y de producción	Relacionada, não correspondente

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)

Ligações à classificação alemã (KldB)

Ligações entre esta ocupação e ocupações KldB, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código KldB	Designação KldB (alemão)	Relação
51624	Speditions- und Logistikkaufleute - hoch komplexe Tätigkeiten	Esta ocupação é mais restrita
27304	Berufe in der technischen Produktionsplanung und -steuerung - hoch komplexe Tätigkeiten	Relacionada, não correspondente

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)

Ligações à classificação japonesa (JSCO)

Ligações entre esta ocupação e ocupações JSCO, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código JSCO	Designação JSCO (japonês)	Relação
119	その他の技術者	Relacionada, não correspondenteprovisório

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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