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Balam Labs
ISCO-08 4321

Stock clerks

43.9%
ADI · 208th of 433 · 95% interval 28.3–58.5

An AI agent can at least partly carry out 43.9% of the task time of stock clerks, and finish 8.4% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full43.9%

208th of 433 · interval 28.3–58.5

ADI3 · full delegation8.4%

43rd of 433 · interval 2.1–16.2

ADIs · share of time39.1%

193rd of 433 · interval 32.2–45.9

Evidence59

task statements rated by two models and weighted by importance and frequency. World employment: 14.1 million.

Task weight by level

How the tasks rate

17%
39%
35%
8%
L0No meaningful role · 16.6%L1Augmentation · 39.5%L2Partial delegation · 35.5%L3Full delegation · 8.4%
Barriers

What stops the agent

Physical presence79%
Accountability5%
Trust and care2%
Access to systems70%

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

59 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.Weighers, Measurers, Checkers, and Samplers, Recordkeeping3.5%L1L1L228%18 minPhysical presence, Access to systems
Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.Weighers, Measurers, Checkers, and Samplers, Recordkeeping3.4%L2L2L260%22 minPhysical presence, Accountability, Access to systems
Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task3.3%L2L2L265%20 minPhysical presence, Access to systems
Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.Weighers, Measurers, Checkers, and Samplers, Recordkeeping3.1%L1L1L225%25 minPhysical presence, Access to systems
Collect or prepare measurement, weight, or identification labels and attach them to products.Weighers, Measurers, Checkers, and Samplers, Recordkeeping3.1%L2L2L240%7 minPhysical presence, Access to systems
Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task3.1%L1L1L232%25 minPhysical presence, Access to systems
Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task3.0%L2L2L255%2.0 hPhysical presence, Access to systems
Store samples of finished products in labeled cartons and record their location.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task3.0%L1L1L225%9 minPhysical presence, Access to systems
Count or estimate quantities of materials, parts, or products received or shipped.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.8%L2L2L235%30 minPhysical presence, Access to systems
Fill orders for products and samples, following order tickets, and forward or mail items.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.7%L1L1L225%18 minPhysical presence, Access to systems
Signal or instruct other workers to weigh, move, or check products.Weighers, Measurers, Checkers, and Samplers, Recordkeeping2.7%L1L1L232%8 minPhysical presence, Trust and care, Access to systems
Examine shipment contents and compare with records, such as manifests, invoices, or orders, to verify accuracy.Shipping, Receiving, and Inventory Clerks2.7%L1L1L242%28 minPhysical presence, Access to systems
Operate scalehouse computers to obtain weight information about incoming shipments such as those from waste haulers.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.6%L2L2L242%5 minPhysical presence, Access to systems
Sort products or materials into predetermined sequences or groupings for display, packing, shipping, or storage.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.6%L1L1L115%30 minPhysical presence, Access to systems
Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.5%L0L0L04%25 minPhysical presence, Access to systems
Show the other 44 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Pack, seal, label, or affix postage to prepare materials for shipping, using hand tools, power tools, or postage meter.Shipping, Receiving, and Inventory Clerks2.5%L1L1L112%8 minPhysical presence, Access to systems
Prepare documents, such as work orders, bills of lading, or shipping orders, to route materials.Shipping, Receiving, and Inventory Clerks2.5%L2L3L280%18 minAccountability, Access to systems
Communicate with customers and vendors to exchange information regarding products, materials, and services.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task2.4%L2L2L370%18 minAccess to systems
Deliver or route materials to departments using handtruck, conveyor, or sorting bins.Shipping, Receiving, and Inventory Clerks2.4%L0L0L112%30 minPhysical presence, Access to systems
Record shipment data, such as weight, charges, space availability, damages, or discrepancies, for reporting, accounting, or recordkeeping purposes.Shipping, Receiving, and Inventory Clerks2.3%L2L2L265%20 minPhysical presence, Access to systems
Requisition and store shipping materials and supplies to maintain inventory of stock.Shipping, Receiving, and Inventory Clerks2.3%L2L2L252%1.0 hPhysical presence, Access to systems
Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.Weighers, Measurers, Checkers, and Samplers, Recordkeeping2.2%L0L0L04%38 minPhysical presence, Access to systems
Determine shipping methods, routes, or rates for materials to be shipped.Shipping, Receiving, and Inventory Clerks2.2%L3L3L382%25 minAccess to systems
Compute amounts, such as space available, shipping, storage, or demurrage charges, using computer or price list.Shipping, Receiving, and Inventory Clerks2.1%L3L3L385%12 minAccess to systems
Collect product samples and prepare them for laboratory analysis or testing.Weighers, Measurers, Checkers, and Samplers, Recordkeeping2.1%L1L1L118%38 minPhysical presence, Accountability, Access to systems
Compare shipping routes or methods to determine which have the least environmental impact.Shipping, Receiving, and Inventory Clerks · supplemental task2.0%L3L3L380%1.3 h–
Confer or correspond with establishment representatives to rectify problems, such as damages, shortages, or nonconformance to specifications.Shipping, Receiving, and Inventory Clerks2.0%L2L2L265%38 minAccess to systems
Contact carrier representatives to make arrangements or to issue instructions for shipping and delivery of materials.Shipping, Receiving, and Inventory Clerks2.0%L2L2L265%20 minAccess to systems
Unload or unpack incoming shipments.Weighers, Measurers, Checkers, and Samplers, Recordkeeping · supplemental task1.8%L0L0L19%45 minPhysical presence, Access to systems
Complete order receipts.Stockers and Order Fillers1.3%L1L1L238%15 minPhysical presence, Access to systems
Answer customers' questions about merchandise and advise customers on merchandise selection.Stockers and Order Fillers1.2%L1L1L242%8 minPhysical presence, Access to systems
Compute prices of items or groups of items.Stockers and Order Fillers · supplemental task1.1%L3L3L388%12 minAccess to systems
Stock shelves, racks, cases, bins, and tables with new or transferred merchandise.Stockers and Order Fillers1.1%L0L0L16%40 minPhysical presence, Access to systems
Issue or distribute materials, products, parts, and supplies to customers or coworkers, based on information from incoming requisitions.Stockers and Order Fillers1.1%L1L1L230%15 minPhysical presence, Access to systems
Obtain merchandise from bins or shelves.Stockers and Order Fillers1.0%L0L0L15%5 minPhysical presence, Access to systems
Operate equipment such as forklifts.Stockers and Order Fillers1.0%L0L0L04%22 minPhysical presence, Accountability, Access to systems
Keep records of out-going orders.Stockers and Order Fillers1.0%L2L2L375%10 minAccess to systems
Read orders to ascertain catalog numbers, sizes, colors, and quantities of merchandise.Stockers and Order Fillers0.9%L3L3L390%3 minAccess to systems
Pack customer purchases in bags or cartons.Stockers and Order Fillers0.9%L0L0L03%3 minPhysical presence
Store items in an orderly and accessible manner in warehouses, tool rooms, supply rooms, or other areas.Stockers and Order Fillers0.9%L1L1L215%33 minPhysical presence, Access to systems
Stamp, attach, or change price tags on merchandise, referring to price list.Stockers and Order Fillers0.8%L1L1L218%16 minPhysical presence, Access to systems
Itemize and total customer merchandise selection at checkout counter, using cash register, and accept cash or charge card for purchases.Stockers and Order Fillers · supplemental task0.8%L1L1L118%5 minPhysical presence, Trust and care, Access to systems
Receive and count stock items, and record data manually or on computer.Stockers and Order Fillers0.8%L1L1L122%40 minPhysical presence, Access to systems
Receive, unload, open, unpack, or issue sales floor merchandise.Stockers and Order Fillers0.8%L0L0L05%52 minPhysical presence
Pack and unpack items to be stocked on shelves in stockrooms, warehouses, or storage yards.Stockers and Order Fillers0.8%L0L0L04%22 minPhysical presence, Access to systems
Clean and maintain supplies, tools, equipment, and storage areas to ensure compliance with safety regulations.Stockers and Order Fillers0.8%L0L0L16%38 minPhysical presence, Accountability, Access to systems
Keep records on the use or damage of stock or stock-handling equipment.Stockers and Order Fillers0.8%L2L2L258%15 minPhysical presence, Access to systems
Mark stock items, using identification tags, stamps, electric marking tools, or other labeling equipment.Stockers and Order Fillers0.8%L1L1L110%9 minPhysical presence, Access to systems
Clean display cases, shelves, and aisles.Stockers and Order Fillers0.8%L0L0L04%38 minPhysical presence
Determine proper storage methods, identification, and stock location, based on turnover, environmental factors, and physical capabilities of facilities.Stockers and Order Fillers0.7%L2L2L258%1.1 hPhysical presence, Access to systems
Dispose of damaged or defective items, or return them to vendors.Stockers and Order Fillers0.7%L1L1L232%18 minPhysical presence, Access to systems
Requisition merchandise from supplier, based on available space, merchandise on hand, customer demand, or advertised specials.Stockers and Order Fillers · supplemental task0.7%L2L2L375%30 minAccess to systems
Provide assistance or direction to other stockroom, warehouse, or storage yard workers.Stockers and Order Fillers0.7%L1L1L228%30 minPhysical presence, Trust and care, Access to systems
Examine and inspect stock items for wear or defects, reporting any damage to supervisors.Stockers and Order Fillers0.6%L1L1L112%10 minPhysical presence
Design and set up advertising signs and displays of merchandise on shelves, counters, or tables to attract customers and promote sales.Stockers and Order Fillers0.6%L1L1L228%52 minPhysical presence, Access to systems
Recommend disposal of excess, defective, or obsolete stock.Stockers and Order Fillers0.6%L2L2L262%45 minPhysical presence, Access to systems
Take inventory or examine merchandise to identify items to be reordered or replenished.Stockers and Order Fillers0.6%L1L1L232%52 minPhysical presence, Access to systems
Compare merchandise invoices to items actually received to ensure that shipments are correct.Stockers and Order Fillers · supplemental task0.5%L1L1L248%25 minPhysical presence, Access to systems
Transport packages to customers' vehicles.Stockers and Order Fillers · supplemental task0.5%L0L0L04%8 minPhysical presence, 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

MeasureValuePercentile
ADI (this index)43.9%52
Eloundou et al. (2024), GPT exposure β0.28847
Felten et al. (2021), AI occupational exposure-0.47741
Webb (2020), AI patent exposure55.2549
Eisfeldt et al. (2026), generative AI exposure0.41979
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 (43)

Neighbouring occupations

Dashed line: stock clerks (43.9%).

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: Stock clerks (ISCO-08 4321), https://balamlabs.org/adi/occupations/4321

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: Stock clerks (ISCO-08 4321)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4321.json.