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AI Automation Index
Task-level automation exposure for Transportation, Storage, and Distribution Managers: 30 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
30 of 30 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
221,180 people hold this job — size, not growth
Projected 2025–35
18,300 openings a year · BLS line item
BLS OEWS publishes 54 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$56,390 – $145,000
Highest medians
Lowest medians
State figures come from the 11-3071 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
11 tasks
16 tasks
3 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.
Direct the use of drones and autonomous vehicles for efficient and cost-effective delivery of goods and inventory management.
Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.
interpersonal — Employee supervision is accountability-bearing human work
Plan, develop, or implement warehouse safety and security programs and activities.
text generation — Policy drafts aided; organizational adoption human
Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.
decision support — Procurement drafting and comparison; human commits funds
Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.
interpersonal — Employee supervision is accountability-bearing human work
Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping.
interpersonal — Coordinating work through live human interaction
Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.
data analysis — Operational data analysis; manager owns decisions
Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.
interpersonal — Complaint resolution needs authority and rapport
Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.
text generation — Document organizational procedures from provided content
Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.
situated mobility — Live monitoring of people in physical settings
Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.
data analysis — Efficiency analysis from records; human verifies
Monitor inventory levels of products or materials in warehouses.
data analysis — System inventory monitoring automatable; physical audit human
Establish or monitor specific supply chain-based performance measurement systems.
data analysis — Procedure conformance monitoring is largely document and data based
Prepare and manage departmental budgets.
data analysis — Budget drafting from assumptions; human validates assumptions
Monitor product import or export processes to ensure compliance with regulatory or legal requirements.
decision support — AI tracks regulatory compliance across documents
Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.
decision support — Drafts advice; accountability and context owned by human
Interview, select, and train warehouse and supervisory personnel.
interpersonal — Program design aided, delivery and engagement are human
Advise sales and billing departments of transportation charges for customers' accounts.
interpersonal — Coordinating work through live human interaction
Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.
data analysis — Analyzes records for budgeting; human sets priorities
Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.
interpersonal — Coordinating work through live human interaction
Implement specific customer requirements, such as internal reporting or customized transportation metrics.
interpersonal — Policy implementation requires organizational authority and change management
Maintain metrics, reports, process documentation, customer service logs, or training or safety records.
data analysis — Maintain operational records in structured systems
Examine invoices and shipping manifests for conformity to tariff and customs regulations.
data analysis — Flags policy violations in records; human adjudicates
Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.
text generation — Strategies drafted; operational feasibility human-owned
Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.
data analysis — AI analyzes performance metrics; human judges people context
Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.
interpersonal — Logistics contract negotiation needs mandate
Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.
decision support — Layout planning aided; human owns design
Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management.
interpersonal — Directing organizational operations carries accountability
Plan or implement improvements to internal or external systems or processes.
decision support — AI drafts strategies; human owns operational judgment
Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services.
decision support — Expenditure approval is accountable human act
Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments.
data analysis — Forecast analysis for decisions; human decides
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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