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Census · Supply chain · occupation code 11-3071

Transportation, Storage, and Distribution Managers

Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.

Passes the screen · 2 of 60 tasks

  • Monitor inventory levels of products or materials in warehouses.

    quick to check, an existing check settles it, and a mistake is cheap · 1.7% of the role's time · $413M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed

  • Advise sales and billing departments of transportation charges for customers' accounts.

    quick to check, an existing check settles it, and a mistake is cheap · 1.1% of the role's time · $272M · all three pass it

Does not pass

  • Manage activities related to strategic or tactical purchasing, material requirements planning, controlling inventory, warehousing, or receiving.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.5% of the role's time · $1.1B

  • Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.

    physical work, outside the screen · 4.3% of the role's time · $1.1B

  • Determine appropriate equipment and staffing levels to load, unload, move, or store materials.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 4.2% of the role's time · $1.0B

  • Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.7% of the role's time · $901M

  • Implement new or improved supply chain processes to improve efficiency or performance.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 3.1% of the role's time · $749M

  • Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.

    physical work, outside the screen · 2.9% of the role's time · $703M

  • Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.

    physical work, outside the screen · 2.7% of the role's time · $669M

  • Develop procedures for coordination of supply chain management with other functional areas, such as sales, marketing, finance, production, or quality assurance.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.6% of the role's time · $640M

  • Select transportation routes to maximize economy by combining shipments or consolidating warehousing and distribution.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.6% of the role's time · $627M

  • Define performance metrics for measurement, comparison, or evaluation of supply chain factors, such as product cost or quality.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.4% of the role's time · $584M

  • Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.4% of the role's time · $577M

  • Participate in the coordination of engineering changes, product line extensions, or new product launches to ensure orderly and timely transitions in material or production flow.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.3% of the role's time · $567M

  • Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.3% of the role's time · $556M

  • Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $532M

  • Analyze inventories to determine how to increase inventory turns, reduce waste, or optimize customer service.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.1% of the role's time · $523M

  • Negotiate prices and terms with suppliers, vendors, or freight forwarders.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.1% of the role's time · $511M

  • Diagram supply chain models to help facilitate discussions with customers.

    reason given most often: no existing check settles it · 2.1% of the role's time · $504M · waiting on a check

  • Confer with supply chain planners to forecast demand or create supply plans that ensure availability of materials or products.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.1% of the role's time · $504M

  • Design or implement supply chains that support business strategies adapted to changing market conditions, new business opportunities, or cost reduction strategies.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.0% of the role's time · $492M

  • Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.0% of the role's time · $492M

  • Monitor suppliers' activities to assess performance in meeting quality or delivery requirements.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.0% of the role's time · $478M

  • Monitor forecasts and quotas to identify changes and predict effects on supply chain activities.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.8% of the role's time · $438M

  • Maintain metrics, reports, process documentation, customer service logs, or training or safety records.

    reason given most often: no existing check settles it · 1.8% of the role's time · $438M · passed by Claude Sonnet · the models disagreed

  • Design, implement, or oversee product take back or reverse logistics programs to ensure products are recycled, reused, or responsibly disposed.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.7% of the role's time · $422M

  • Document physical supply chain processes, such as workflows, cycle times, position responsibilities, or system flows.

    reason given most often: no existing check settles it · 1.7% of the role's time · $412M · waiting on a check

  • Meet with suppliers to discuss performance metrics, to provide performance feedback, or to discuss production forecasts or changes.

    reason given most often: no existing check settles it · 1.6% of the role's time · $402M · waiting on a check

  • Analyze information about supplier performance or procurement program success.

    reason given most often: no existing check settles it · 1.6% of the role's time · $399M

  • Establish or monitor specific supply chain-based performance measurement systems.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.6% of the role's time · $386M

  • Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.5% of the role's time · $368M

  • Plan, develop, or implement warehouse safety and security programs and activities.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.5% of the role's time · $357M

  • Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.4% of the role's time · $341M

  • Plan or implement improvements to internal or external systems or processes.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.4% of the role's time · $341M

  • Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services.

    an accountable sign-off — stays with a person · 1.4% of the role's time · $341M

  • Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments.

    reason given most often: nobody can tell quickly whether it worked · 1.4% of the role's time · $341M

  • Design or implement plant warehousing strategies for production materials or finished products.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.4% of the role's time · $336M

  • Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.

    reason given most often: no existing check settles it, and a failure is too expensive · 1.3% of the role's time · $325M

  • Examine invoices and shipping manifests for conformity to tariff and customs regulations.

    reason given most often: a failure is too expensive · 1.3% of the role's time · $318M · passed by Claude Sonnet · the models disagreed

  • Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.2% of the role's time · $295M

  • Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.

    reason given most often: no existing check settles it, and a failure is too expensive · 1.2% of the role's time · $286M

  • Monitor product import or export processes to ensure compliance with regulatory or legal requirements.

    reason given most often: nobody can tell quickly whether it worked, and a failure is too expensive · 1.1% of the role's time · $270M

  • Implement specific customer requirements, such as internal reporting or customized transportation metrics.

    reason given most often: nobody can tell quickly whether it worked · 1.1% of the role's time · $263M

  • Interview, select, and train warehouse and supervisory personnel.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.1% of the role's time · $262M

  • Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.1% of the role's time · $262M

  • Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.0% of the role's time · $239M

  • Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.9% of the role's time · $231M

  • Identify opportunities to reuse or recycle materials to minimize consumption of new materials, minimize waste, or to convert wastes to by-products.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.9% of the role's time · $228M

  • Evaluate and select information or other technology solutions to improve tracking and reporting of materials or products distribution, storage, or inventory.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.9% of the role's time · $224M

  • Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.9% of the role's time · $212M

  • Design or implement supply chains that support environmental policies.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.8% of the role's time · $196M

  • Identify or qualify new suppliers in collaboration with other departments, such as procurement, engineering, or quality assurance.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.8% of the role's time · $186M

  • Prepare and manage departmental budgets.

    reason given most often: nobody can tell quickly whether it worked, and a failure is too expensive · 0.8% of the role's time · $185M

  • Forecast material costs or develop standard cost lists.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.7% of the role's time · $177M

  • Review or update supply chain practices in accordance with new or changing environmental policies, standards, regulations, or laws.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $150M

  • Develop or implement procedures or systems to evaluate or select suppliers.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $119M

  • Appraise vendor manufacturing capabilities through on-site observations or other measurements.

    physical work, outside the screen · 0.3% of the role's time · $75.8M

  • Conduct or oversee the conduct of life cycle analyses to determine the environmental impacts of products, processes, or systems.

    reason given most often: no existing check settles it · 0.3% of the role's time · $75.5M

  • Locate or select biodegradable, non-toxic, or other environmentally friendly raw materials for manufacturing processes.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $63.6M

  • Investigate or review the carbon footprints and environmental performance records of current or potential storage and distribution service providers.

    reason given most often: no existing check settles it · 0.2% of the role's time · $39.4M · waiting on a check

Where this role works