Skip to content
Balam Labs
ISCO-08 4322

Production clerks

100.0%
ADI · 1st of 433 · 95% interval 100.0–100.0

An AI agent can at least partly carry out 100.0% of the task time of production clerks, and finish 13.4% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full100.0%

1st of 433 · interval 100.0–100.0

ADI3 · full delegation13.4%

30th of 433 · interval 0.0–33.1

ADIs · share of time65.6%

22nd of 433 · interval 60.4–70.5

Evidence17

task statements rated by two models and weighted by importance and frequency. World employment: 1.6 million.

Task weight by level

How the tasks rate

87%
13%
L0No meaningful role · 0.0%L1Augmentation · 0.0%L2Partial delegation · 86.6%L3Full delegation · 13.4%
Barriers

What stops the agent

Physical presence15%
Accountability6%
Trust and care13%
Access to systems90%

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

17 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Distribute production schedules or work orders to departments.Production, Planning, and Expediting Clerks7.8%L3L3L382%38 minAccess to systems
Review documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities.Production, Planning, and Expediting Clerks7.2%L2L2L270%52 minAccess to systems
Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering.Production, Planning, and Expediting Clerks7.1%L2L2L258%1.8 hAccess to systems
Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays.Production, Planning, and Expediting Clerks6.8%L2L2L260%45 minTrust and care, Access to systems
Arrange for delivery, assembly, or distribution of supplies or parts to expedite flow of materials and meet production schedules.Production, Planning, and Expediting Clerks6.6%L2L2L255%1.1 hPhysical presence, Trust and care, Access to systems
Confer with department supervisors or other personnel to assess progress and discuss needed changes.Production, Planning, and Expediting Clerks6.4%L2L2L242%30 minTrust and care, Access to systems
Requisition and maintain inventories of materials or supplies necessary to meet production demands.Production, Planning, and Expediting Clerks6.1%L2L2L262%1.3 hPhysical presence, Accountability, Access to systems
Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications.Production, Planning, and Expediting Clerks · supplemental task6.1%L2L2L258%30 minPhysical presence, Accountability, Access to systems
Plan production commitments or timetables for business units, specific programs, or jobs, using sales forecasts.Production, Planning, and Expediting Clerks5.9%L2L2L262%3.0 hAccess to systems
Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed.Production, Planning, and Expediting Clerks5.7%L2L2L275%1.3 hAccess to systems
Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders.Production, Planning, and Expediting Clerks · supplemental task5.7%L2L2L272%1.0 hAccess to systems
Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers.Production, Planning, and Expediting Clerks · supplemental task5.6%L3L3L385%30 minAccess to systems
Maintain files, such as maintenance records, bills of lading, or cost reports.Production, Planning, and Expediting Clerks · supplemental task5.3%L2L2L270%38 minAccess to systems
Record production data, including volume produced, consumption of raw materials, or quality control measures.Production, Planning, and Expediting Clerks · supplemental task5.2%L2L2L265%30 minPhysical presence, Access to systems
Contact suppliers to verify shipment details.Production, Planning, and Expediting Clerks · supplemental task4.9%L2L2L270%25 minAccess to systems
Show the other 2 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Establish and prepare product construction directions and locations and information on required tools, materials, equipment, numbers of workers needed, and cost projections.Production, Planning, and Expediting Clerks · supplemental task4.4%L2L2L262%3.0 hAccess to systems
Provide documentation and information to account for delays, difficulties, or changes to cost estimates.Production, Planning, and Expediting Clerks · supplemental task3.3%L2L2L268%52 minAccess 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)100.0%100
Eloundou et al. (2024), GPT exposure β0.61491
Felten et al. (2021), AI occupational exposure0.768
Webb (2020), AI patent exposure2315
Eisfeldt et al. (2026), generative AI exposure0.76598
Anthropic Economic Index, observed use0.09370

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: production clerks (100.0%).

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: Production clerks (ISCO-08 4322), https://balamlabs.org/adi/occupations/4322

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: Production clerks (ISCO-08 4322)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4322.json.