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Balam Labs
ISCO-08 9321

Hand packers

8.5%
ADI · 370th of 433 · 95% interval 0.0–26.3

An AI agent can at least partly carry out 8.5% of the task time of hand packers, and finish 0.0% alone. Most of the rest requires physical presence.

ADI · partial or full8.5%

370th of 433 · interval 0.0–26.3

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time9.7%

405th of 433 · interval 3.2–20.3

Evidence12

task statements rated by two models and weighted by importance and frequency. World employment: 11.3 million.

Task weight by level

How the tasks rate

81%
10%
9%
L0No meaningful role · 81.2%L1Augmentation · 10.3%L2Partial delegation · 8.5%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence96%
Accountability0%
Trust and care0%
Access to systems36%

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

12 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Examine and inspect containers, materials, or products to ensure that product quality and packing specifications are met.Packers and Packagers, Hand10.3%L1L1L112%4 minPhysical presence, Access to systems
Measure, weigh, and count products and materials.Packers and Packagers, Hand9.4%L0L0L110%5 minPhysical presence, Access to systems
Remove completed or defective products or materials, placing them on moving equipment, such as conveyors, or in specified areas, such as loading docks.Packers and Packagers, Hand · supplemental task8.9%L0L0L03%3 minPhysical presence, Access to systems
Mark and label containers, container tags, or products, using marking tools.Packers and Packagers, Hand8.6%L0L0L05%3 minPhysical presence
Seal containers or materials, using glues, fasteners, nails, and hand tools.Packers and Packagers, Hand8.6%L0L0L01%3 minPhysical presence
Assemble, line, and pad cartons, crates, and containers, using hand tools.Packers and Packagers, Hand8.6%L0L0L02%5 minPhysical presence
Record product, packaging, and order information on specified forms and records.Packers and Packagers, Hand8.5%L2L2L262%12 minPhysical presence, Access to systems
Place or pour products or materials into containers, using hand tools and equipment, or fill containers from spouts or chutes.Packers and Packagers, Hand · supplemental task8.1%L0L0L04%12 minPhysical presence
Obtain, move, and sort products, materials, containers, and orders, using hand tools.Packers and Packagers, Hand7.9%L0L0L04%12 minPhysical presence, Access to systems
Load materials and products into package processing equipment.Packers and Packagers, Hand · supplemental task7.4%L0L0L04%18 minPhysical presence
Clean containers, materials, supplies, or work areas, using cleaning solutions and hand tools.Packers and Packagers, Hand7.1%L0L0L04%30 minPhysical presence, Access to systems
Transport packages to customers' vehicles.Packers and Packagers, Hand · supplemental task6.5%L0L0L01%6 minPhysical presence

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)8.5%15
Eloundou et al. (2024), GPT exposure β0.08515
Felten et al. (2021), AI occupational exposure-1.5144
Webb (2020), AI patent exposure9291
Eisfeldt et al. (2026), generative AI exposure0.08333
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: hand packers (8.5%).

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: Hand packers (ISCO-08 9321), https://balamlabs.org/adi/occupations/9321

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: Hand packers (ISCO-08 9321)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9321.json.