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AI exposure Business and financial operations

Will AI replace logisticians?

Logisticians. US occupation 13-1081.

15.7%

of the time logisticians spend on their work goes on tasks where AI is already being used to do that work.of logisticians' working hours go on tasks AI has already started taking off their plate.

Ranked 143 of 756 US occupations. More exposed than 80% of them.Further along than 80% of them.

Average US job 7.7%

Well above the typical job.Ahead of most of the workforce.

What AI already does for logisticiansWhat logisticians no longer do alone

O*NET lists 83 tasks for logisticians. AI use at work shows up in 9 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Develop an understanding of customers' needs and take actions to ensure that such needs are met.Core task mostly automated 1.00
  2. Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.Core task mostly automated 0.99
  3. Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.Core task mostly automated 0.98
  4. Maintain databases of logistics information.Core task mostly automated 0.94
  5. Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.Core task mostly automated 0.94
  6. Propose logistics solutions for customers.Core task mostly automated 0.93
  7. Develop or maintain cost estimates, forecasts, or cost models.Core task automated and assisted 0.82
  8. Develop or maintain payment systems to ensure accuracy of vendor payments. automated and assisted 0.80
Show the other 1
  1. Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.Core task automated and assisted 0.77

What it does not touch, yetWhat still needs a human

74 of the 83 tasks show no AI use at work in the data.

  • Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.Core task
  • Apply analytic methods or tools to understand, predict, or control logistics operations or processes.Core task
  • Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout.Core task
  • 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.Core task
  • Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.Core task
  • Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.Core task
Show the other 68
  • Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.Core task
  • Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.Core task
  • Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.Core task
  • Contact carriers for rates or schedules.Core task
  • Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.Core task
  • Design comprehensive supply chains that minimize environmental impacts or costs.Core task
  • Design plant distribution centers.Core task
  • Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.Core task
  • Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.Core task
  • Determine requirements for compliance with environmental certification standards.Core task
  • Develop logistic metrics, internal analysis tools, or key performance indicators for business units.Core task
  • Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.Core task
  • Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.Core task
  • Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.Core task
  • Develop proposals that include documentation for estimates.Core task
  • Develop specifications for equipment, tools, facility layouts, or material-handling systems.Core task
  • Direct and support the compilation and analysis of technical source data necessary for product development.Core task
  • Direct availability and allocation of materials, supplies, and finished products.Core task
  • Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.Core task
  • Direct the work of logistics analysts.Core task
  • Enter logistics-related data into databases.Core task
  • Evaluate effectiveness of current or future logistical processes.Core task
  • Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.Core task
  • 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.Core task
  • Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.Core task
  • Identify cost-reduction or process-improvement logistic opportunities.Core task
  • Identify opportunities for inventory reductions.Core task
  • Identify or develop business rules or standard operating procedures to streamline operating processes.Core task
  • Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.Core task
  • Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.Core task
  • Maintain logistics records in accordance with corporate policies.Core task
  • Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.Core task
  • Manage systems to ensure that pricing structures adequately reflect logistics costing.Core task
  • Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence.Core task
  • Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.Core task
  • Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.Core task
  • Participate in the assessment and review of design alternatives and design change proposal impacts.Core task
  • Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.Core task
  • Perform system lifecycle cost analysis and develop component studies.Core task
  • Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations.Core task
  • Prepare logistic strategies or conceptual designs for production facilities.Core task
  • Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.Core task
  • Prepare reports on logistics performance measures.Core task
  • Protect and control proprietary materials.Core task
  • Provide logistical facility or capacity planning analyses for distribution or transportation functions.Core task
  • Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.Core task
  • Provide project management services, including the provision and analysis of technical data.Core task
  • Recommend improvements to existing or planned logistics processes.Core task
  • Redesign the movement of goods to maximize value and minimize costs.Core task
  • Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.Core task
  • Report project plans, progress, and results.Core task
  • Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.Core task
  • Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.Core task
  • Review logistics performance with customers against targets, benchmarks, and service agreements.Core task
  • Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.Core task
  • Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes.Core task
  • Support the development of training materials and technical manuals.Core task
  • Track product flow from origin to final delivery.Core task
  • Write or revise standard operating procedures for logistics processes.Core task
  • Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.
  • Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.
  • Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.
  • Contact potential vendors to determine material availability.
  • Determine packaging requirements.
  • Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.
  • Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.
  • Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.
  • Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.

How that compares

Among the 29 business and financial operations occupations, logisticians rank 14. The group averages 17.7%, and its most exposed job is Market Research Analysts and Marketing Specialists at 64.8%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 141Industrial-Organizational Psychologists 15.8%
  2. 141Physicians, Pathologists 15.8%
  3. 143File Clerks 15.7%

Just below

  1. 145Career/Technical Education Teachers, Postsecondary 15.6%
  2. 145Computer and Information Systems Managers 15.6%
  3. 147Directors, Religious Activities and Education 15.3%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.