Skip to content
Balam Labs
ISCO-08 9333

Freight handlers

45.3%
ADI · 204th of 433 · 95% interval 33.5–58.5

An AI agent can at least partly carry out 45.3% of the task time of freight handlers, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full45.3%

204th of 433 · interval 33.5–58.5

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time35.1%

216th of 433 · interval 29.4–41.0

Evidence85

task statements rated by two models and weighted by importance and frequency. World employment: 23.6 million.

Task weight by level

How the tasks rate

28%
27%
45%
L0No meaningful role · 27.6%L1Augmentation · 27.1%L2Partial delegation · 45.3%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence71%
Accountability43%
Trust and care22%
Access to systems79%

Share of task weight flagged by each barrier; a task can carry several.

85 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Calculate load weights for different aircraft compartments, using charts and computers.Aircraft Cargo Handling Supervisors · supplemental task5.0%L2L2L270%30 minAccountability, Access to systems
Direct ground crews in the loading, unloading, securing, or staging of aircraft cargo or baggage.Aircraft Cargo Handling Supervisors4.6%L1L1L225%1.4 hPhysical presence, Accountability, Trust and care, Access to systems
Distribute cargo to maximize use of space.Aircraft Cargo Handling Supervisors4.2%L2L2L258%52 minPhysical presence, Accountability, Access to systems
Determine the quantity and orientation of cargo, and compute an aircraft's center of gravity.Aircraft Cargo Handling Supervisors4.1%L2L2L250%38 minPhysical presence, Accountability, Access to systems
Accompany aircraft as a member of the flight crew to monitor and handle cargo in flight.Aircraft Cargo Handling Supervisors · supplemental task2.7%L0L0L16%5.0 hPhysical presence, Accountability, Access to systems
Train new employees in areas such as safety procedures or equipment operation.Aircraft Cargo Handling Supervisors2.4%L1L1L130%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Seal outlet valves on tank cars, barges, and trucks.Tank Car, Truck, and Ship Loaders1.5%L0L0L04%10 minPhysical presence, Accountability, Access to systems
Verify tank car, barge, or truck load numbers to ensure car placement accuracy based on written or verbal instructions.Tank Car, Truck, and Ship Loaders1.4%L1L1L120%8 minPhysical presence, Accountability, Access to systems
Assign truck drivers or recycling technicians to routes.Recycling Coordinators · supplemental task1.4%L2L2L270%1.0 hAccess to systems
Supervise recycling technicians, community service workers, or other recycling operations employees or volunteers.Recycling Coordinators1.4%L1L1L228%2.5 hPhysical presence, Trust and care, Access to systems
Check conditions and weights of vessels to ensure cleanliness and compliance with loading procedures.Tank Car, Truck, and Ship Loaders1.4%L0L0L218%32 minPhysical presence, Accountability, Access to systems
Monitor product movement to and from storage tanks, coordinating activities with other workers to ensure constant product flow.Tank Car, Truck, and Ship Loaders1.4%L1L1L125%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Observe positions of cars passing loading spouts, and swing spouts into the correct positions at the appropriate times.Tank Car, Truck, and Ship Loaders1.4%L0L0L04%18 minPhysical presence, Access to systems
Oversee recycling pick-up or drop-off programs to ensure compliance with community ordinances.Recycling Coordinators1.4%L2L2L250%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Start pumps and adjust valves or cables to regulate the flow of products to vessels, using knowledge of loading procedures.Tank Car, Truck, and Ship Loaders1.4%L1L1L112%30 minPhysical presence, Accountability, Access to systems
Show the other 70 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Maintain a safe working environment by monitoring safety procedures and equipment.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.4%L1L1L222%52 minPhysical presence, Accountability, Trust and care, Access to systems
Copy and attach load specifications to loaded tanks.Tank Car, Truck, and Ship Loaders · supplemental task1.3%L1L1L225%10 minPhysical presence, Accountability, Access to systems
Maintain logs of recycling materials received or shipped to processing companies.Recycling Coordinators1.3%L2L2L270%38 minAccess to systems
Collaborate with workers and managers to solve work-related problems.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.3%L1L1L122%30 minPhysical presence, Trust and care, Access to systems
Record operating data such as products and quantities pumped, gauge readings, and operating times, manually or using computers.Tank Car, Truck, and Ship Loaders1.3%L2L2L250%12 minPhysical presence, Accountability, Access to systems
Review customer requests for service to determine service needs and deploy appropriate resources to provide service.Recycling Coordinators1.3%L2L2L260%18 minPhysical presence, Access to systems
Review work throughout the work process and at completion to ensure that it has been performed properly.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.3%L1L1L225%52 minPhysical presence, Access to systems
Test vessels for leaks, damage, and defects, and repair or replace defective parts as necessary.Tank Car, Truck, and Ship Loaders · supplemental task1.3%L0L0L18%1.1 hPhysical presence, Accountability, Access to systems
Prepare bills of lading, statements of shipping records, or customer receipts related to recycling or hazardous material services.Recycling Coordinators · supplemental task1.3%L2L2L270%30 minAccountability, Access to systems
Remove and replace tank car dome caps, or direct other workers in their removal and replacement.Tank Car, Truck, and Ship Loaders · supplemental task1.3%L0L0L04%20 minPhysical presence, Accountability, Access to systems
Examine freight to determine loading sequences.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task1.2%L1L1L238%25 minPhysical presence, Access to systems
Transmit and explain work orders to laborers.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.2%L2L2L240%20 minPhysical presence, Trust and care, Access to systems
Connect ground cables to carry off static electricity when unloading tanker cars.Tank Car, Truck, and Ship Loaders · supplemental task1.2%L0L0L02%8 minPhysical presence, Accountability, Access to systems
Operate industrial trucks, tractors, loaders, and other equipment to transport materials to and from transportation vehicles and loading docks, and to store and retrieve materials in warehouses.Tank Car, Truck, and Ship Loaders1.2%L0L0L04%2.3 hPhysical presence, Accountability, Access to systems
Test samples for specific gravity, using hydrometers, or send samples to laboratories for testing.Tank Car, Truck, and Ship Loaders · supplemental task1.2%L0L1L010%20 minPhysical presence
Operate fork lifts, skid loaders, or trucks to move or store recyclable materials.Recycling Coordinators · supplemental task1.2%L0L0L02%1.2 hPhysical presence, Accountability, Access to systems
Operate recycling processing equipment, such as sorters, balers, crushers, and granulators to sort and process materials.Recycling Coordinators · supplemental task1.2%L0L0L216%2.5 hPhysical presence, Accountability, Access to systems
Coordinate shipments of recycling materials with shipping brokers or processing companies.Recycling Coordinators · supplemental task1.1%L2L2L262%1.3 hAccess to systems
Inform designated employees or departments of items loaded or problems encountered.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.1%L2L2L262%12 minAccess to systems
Schedule movement of recycling materials into and out of storage areas.Recycling Coordinators · supplemental task1.1%L2L2L262%45 minAccess to systems
Operate ship loading and unloading equipment, conveyors, hoists, and other specialized material handling equipment such as railroad tank car unloading equipment.Tank Car, Truck, and Ship Loaders1.1%L0L0L18%1.5 hPhysical presence, Accountability, Access to systems
Inspect physical condition of recycling or hazardous waste facility for compliance with safety, quality, and service standards.Recycling Coordinators · supplemental task1.1%L1L1L122%2.5 hPhysical presence, Accountability, Access to systems
Plan work schedules and assign duties to maintain adequate staff for effective performance of activities and response to fluctuating workloads.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.1%L2L2L260%1.0 hTrust and care, Access to systems
Create or manage recycling operations budgets.Recycling Coordinators · supplemental task1.1%L2L2L265%4.0 hAccess to systems
Schedule times of shipment and modes of transportation for materials.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task1.1%L2L2L260%45 minAccess to systems
Perform the same work duties as those supervised, or perform more difficult or skilled tasks or assist in their performance.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.1%L0L0L15%3.0 hPhysical presence, Trust and care
Lower gauge rods into tanks or read meters to verify contents, temperatures, and volumes of liquid loads.Tank Car, Truck, and Ship Loaders · supplemental task1.0%L1L1L222%18 minPhysical presence, Accountability, Access to systems
Inspect equipment for wear and for conformance to specifications.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.0%L1L1L120%30 minPhysical presence, Accountability, Access to systems
Coordinate recycling collection schedules to optimize service and efficiency.Recycling Coordinators · supplemental task1.0%L2L2L260%3.0 hTrust and care, Access to systems
Estimate material, time, and staffing requirements for a given project, based on work orders, job specifications, and experience.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.0%L2L2L265%1.8 hAccess to systems
Operate conveyors and equipment to transfer grain or other materials from transportation vehicles.Tank Car, Truck, and Ship Loaders · supplemental task1.0%L0L0L06%1.3 hPhysical presence, Accountability, Access to systems
Inventory supplies and requisition or purchase additional items, as necessary.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task1.0%L2L2L250%52 minPhysical presence, Accountability, Access to systems
Check specifications of materials loaded or unloaded against information contained in work orders.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.0%L1L1L230%15 minPhysical presence, Access to systems
Prepare and maintain work records and reports of information such as employee time and wages, daily receipts, or inspection results.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand1.0%L2L2L268%45 minAccess to systems
Clean interiors of tank cars or tank trucks, using mechanical spray nozzles.Tank Car, Truck, and Ship Loaders · supplemental task0.9%L0L0L04%1.0 hPhysical presence, Accountability, Access to systems
Oversee campaigns to promote recycling or waste reduction programs in communities or private companies.Recycling Coordinators · supplemental task0.9%L2L2L250%22 hPhysical presence, Trust and care, Access to systems
Provide training to recycling technicians or community service workers on topics such as safety, solid waste processing, or general recycling operations.Recycling Coordinators0.9%L2L2L242%3.0 hPhysical presence, Accountability, Trust and care
Quote prices to customers.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task0.9%L2L2L258%45 minPhysical presence, Trust and care, Access to systems
Perform general warehouse activities, such as opening containers and crates, filling warehouse orders, assisting in taking inventory, and weighing and checking materials.Tank Car, Truck, and Ship Loaders · supplemental task0.9%L0L0L18%1.3 hPhysical presence, Access to systems
Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.9%L0L0L19%18 minPhysical presence, Access to systems
Unload cars containing liquids by connecting hoses to outlet plugs and pumping compressed air into cars to force liquids into storage tanks.Tank Car, Truck, and Ship Loaders · supplemental task0.8%L0L0L04%1.1 hPhysical presence, Accountability, Access to systems
Counsel employees in work-related activities, personal growth, or career development.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.8%L1L1L232%38 minTrust and care
Resolve personnel problems, complaints, or formal grievances when possible, or refer them to higher-level supervisors for resolution.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.8%L1L1L230%52 minAccountability, Trust and care, Access to systems
Maintain equipment storage areas to ensure that inventory is protected.Laborers and Freight, Stock, and Material Movers, Hand0.8%L0L0L19%1.0 hPhysical presence, Access to systems
Identify or investigate new opportunities for materials to be collected and recycled.Recycling Coordinators0.8%L2L2L262%4.0 hAccess to systems
Assess training needs of staff and arrange for or provide appropriate instruction.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.8%L2L2L245%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Provide assistance in balancing books, tracking, monitoring, or projecting a unit's budget needs, and in developing unit policies and procedures.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task0.8%L2L2L262%2.5 hAccess to systems
Inspect job sites to determine the extent of maintenance or repairs needed.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · supplemental task0.8%L1L1L220%1.0 hPhysical presence, Access to systems
Investigate violations of solid waste or recycling ordinances.Recycling Coordinators · supplemental task0.7%L2L2L240%3.0 hPhysical presence, Accountability, Access to systems
Record numbers of units handled or moved, using daily production sheets or work tickets.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.7%L1L1L242%18 minPhysical presence, Access to systems
Make presentations to educate the public on how to recycle or on the environmental advantages of recycling.Recycling Coordinators · supplemental task0.7%L2L2L258%3.5 hPhysical presence, Trust and care
Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.Laborers and Freight, Stock, and Material Movers, Hand0.7%L0L0L04%1.3 hPhysical presence, Accountability, Access to systems
Sort cargo before loading and unloading.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.7%L0L0L05%30 minPhysical presence, Access to systems
Read work orders or receive oral instructions to determine work assignments or material or equipment needs.Laborers and Freight, Stock, and Material Movers, Hand0.7%L2L2L252%10 minAccess to systems
Conduct staff meetings to relay general information or to address specific topics, such as safety.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.7%L1L1L232%25 minPhysical presence, Accountability, Trust and care
Develop community or corporate recycling plans and goals to minimize waste and conform to resource constraints.Recycling Coordinators · supplemental task0.7%L2L2L262%9.0 hTrust and care, Access to systems
Implement grant-funded projects, monitoring and reporting progress in accordance with sponsoring agency requirements.Recycling Coordinators · supplemental task0.7%L2L2L250%7.0 hPhysical presence, Accountability, Access to systems
Recommend or initiate personnel actions, such as promotions, transfers, or disciplinary measures.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.6%L2L2L245%1.0 hAccountability, Trust and care, Access to systems
Attach identifying tags to containers or mark them with identifying information.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.6%L0L0L110%2 minPhysical presence, Access to systems
Negotiate contracts with waste management or other firms.Recycling Coordinators · supplemental task0.6%L2L2L248%6.0 hAccountability, Trust and care, Access to systems
Prepare grant applications to fund recycling programs or program enhancements.Recycling Coordinators · supplemental task0.6%L2L2L268%13 hAccountability, Access to systems
Participate in the hiring process by reviewing credentials, conducting interviews, or making hiring decisions or recommendations.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.6%L2L2L255%1.5 hAccountability, Trust and care
Design community solid and hazardous waste management programs.Recycling Coordinators · supplemental task0.6%L2L2L258%24 hPhysical presence, Accountability, Trust and care, Access to systems
Evaluate employee performance and prepare performance appraisals.First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand0.5%L2L2L255%1.5 hAccountability, Trust and care, Access to systems
Carry needed tools or supplies from storage or trucks and return them after use.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.5%L0L0L04%18 minPhysical presence, Access to systems
Attach slings, hooks, or other devices to lift cargo and guide loads.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.5%L0L0L02%10 minPhysical presence, Accountability, Trust and care, Access to systems
Adjust controls to guide, position, or move equipment, such as cranes, booms, or cameras.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.4%L0L0L04%15 minPhysical presence, Accountability, Access to systems
Assemble product containers or crates, using hand tools and precut lumber.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.4%L0L0L04%25 minPhysical presence
Pack containers and re-pack damaged containers.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.4%L0L0L16%50 minPhysical presence, Access to systems
Connect electrical equipment to power sources so that it can be tested before use.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task0.3%L0L0L14%12 minPhysical presence, Accountability, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)45.3%53
Eloundou et al. (2024), GPT exposure β0.25242
Felten et al. (2021), AI occupational exposure-0.56238
Webb (2020), AI patent exposure51.57141
Eisfeldt et al. (2026), generative AI exposure0.17751
Anthropic Economic Index, observed use016

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (93)

Neighbouring occupations

Dashed line: freight handlers (45.3%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Freight handlers (ISCO-08 9333), https://balamlabs.org/adi/occupations/9333

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Freight handlers (ISCO-08 9333)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9333.json.