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Balam Labs
ISCO-08 9624

Water and firewood collectors

9.2%
ADI · 364th of 433 · 95% interval 0.0–28.5

An AI agent can at least partly carry out 9.2% of the task time of water and firewood collectors, 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 full9.2%

364th of 433 · interval 0.0–28.5

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time13.8%

369th of 433 · interval 5.3–24.1

Evidence13

task statements rated by two models and weighted by importance and frequency. World employment: 1.7 million.

Task weight by level

How the tasks rate

81%
9%
9%
L0No meaningful role · 81.3%L1Augmentation · 9.5%L2Partial delegation · 9.2%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence91%
Accountability13%
Trust and care3%
Access to systems59%

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

13 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
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 task11.3%L0L0L19%18 minPhysical presence, Access to systems
Maintain equipment storage areas to ensure that inventory is protected.Laborers and Freight, Stock, and Material Movers, Hand10.5%L0L0L19%1.0 hPhysical presence, 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 task9.5%L1L1L242%18 minPhysical presence, Access to systems
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, Hand9.4%L0L0L04%1.3 hPhysical presence, Accountability, Access to systems
Sort cargo before loading and unloading.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task9.4%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, Hand9.2%L2L2L252%10 minAccess to systems
Attach identifying tags to containers or mark them with identifying information.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task8.1%L0L0L110%2 minPhysical presence, 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 task6.7%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 task6.7%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 task5.3%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 task5.2%L0L0L04%25 minPhysical presence
Pack containers and re-pack damaged containers.Laborers and Freight, Stock, and Material Movers, Hand · supplemental task5.1%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 task3.7%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)9.2%16
Eloundou et al. (2024), GPT exposure β0.119
Felten et al. (2021), AI occupational exposure-1.7092
Webb (2020), AI patent exposure4939
Eisfeldt et al. (2026), generative AI exposure0.07531
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 (96)

Neighbouring occupations

Dashed line: water and firewood collectors (9.2%).

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: Water and firewood collectors (ISCO-08 9624), https://balamlabs.org/adi/occupations/9624

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: Water and firewood collectors (ISCO-08 9624)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9624.json.