Analistas de Logistica

Transporte e Movimentação de Materiais

Exposição à IA

  • 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
    Escala, base e fonte

    Índice de exposição observada, 0–1 tal como publicado

    Mapeado sobre tarefas O*NET

    Conjunto de dados de origem

  • 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

    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.

    Conjunto de dados de origem

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
TaskClaude.aiRaw / share %APIRaw / share %
Develop or maintain cost estimates, forecasts, or cost models.

13-1081

0.018522.40.00685.2
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

0.00698.40.00171.3
Develop an understanding of customers' needs and take actions to ensure that such needs are met.

13-1081

0.00566.80.01309.9
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

0.00445.30.051639.4
Provide project management services, including the provision and analysis of technical data.

13-1081

0.00435.20.00231.8
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

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

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