Analistas de Logistica
Transporte e Movimentação de MateriaisExposição à IA
- Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito altoValor 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
- Fonte dos dados: AnthropicPublicado: 2026-03
0.157
0.000Intervalo dos valores aqui apresentados0.745Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
- Fonte dos dados: ILOPublicado: 2025
0.46
0.09Intervalo dos valores aqui apresentados0.70Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Grupo de base CITP-08 — todas as ocupações com o mesmo código recebem este valor
Calculado por este site, não publicado pela OIT: das 1.012 ocupações que este site liga ao conjunto de dados da OIT, 24% atingem ou superam este valor.
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
Apenas tarefas expostas| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop or maintain cost estimates, forecasts, or cost models.13-1081 | 0.018522.4 | 0.00685.2 |
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 | 0.008310.1 | —0 |
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.13-1081 | 0.00698.4 | 0.00171.3 |
Develop an understanding of customers' needs and take actions to ensure that such needs are met.13-1081 | 0.00566.8 | 0.01309.9 |
Develop logistic metrics, internal analysis tools, or key performance indicators for business units.13-1081 | 0.00536.4 | —0 |
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.13-1081 | 0.00445.3 | 0.051639.4 |
Provide project management services, including the provision and analysis of technical data.13-1081 | 0.00435.2 | 0.00231.8 |
Develop proposals that include documentation for estimates.13-1081 | 0.00374.5 | —0 |
Identify or develop business rules or standard operating procedures to streamline operating processes.13-1081 | 0.00334.0 | —0 |
Develop or maintain payment systems to ensure accuracy of vendor payments.13-1081 | 0.00303.6 | —0 |
| Not observed on any surface — 57 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. | ||
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity. | —0 | —0 |
Direct availability and allocation of materials, supplies, and finished products. | —0 | —0 |
Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business. | —0 | —0 |
Review logistics performance with customers against targets, benchmarks, and service agreements. | —0 | —0 |
Report project plans, progress, and results. | —0 | —0 |
Direct and support the compilation and analysis of technical source data necessary for product development. | —0 | —0 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations. | —0 | —0 |
Plan, organize, and execute logistics support activities such as maintenance planning, repair analysis, and test equipment recommendations. | —0 | —0 |
Participate in the assessment and review of design alternatives and design change proposal impacts. | —0 | —0 |
Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes. | —0 | —0 |
Redesign the movement of goods to maximize value and minimize costs. | —0 | —0 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations. | —0 | —0 |
Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence. | —0 | —0 |
Perform system lifecycle cost analysis and develop component studies. | —0 | —0 |
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 |
Identify opportunities for inventory reductions. | —0 | —0 |
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution. | —0 | —0 |
Enter logistics-related data into databases. | —0 | —0 |
Write or revise standard operating procedures for logistics processes. | —0 | —0 |
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost. | —0 | —0 |
Recommend improvements to existing or planned logistics processes. | —0 | —0 |
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes. | —0 | —0 |
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity. | —0 | —0 |
Maintain logistics records in accordance with corporate policies. | —0 | —0 |
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. | —0 | —0 |
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost. | —0 | —0 |
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns. | —0 | —0 |
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. | —0 | —0 |
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. | —0 | —0 |
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation. | —0 | —0 |
Contact potential vendors to determine material availability. | —0 | —0 |
Manage systems to ensure that pricing structures adequately reflect logistics costing. | —0 | —0 |
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers. | —0 | —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. | —0 | —0 |
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space. | —0 | —0 |
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact. | —0 | —0 |
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs. | —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 | 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 |
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