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Balam Labs
ISCO-08 9216

Fishery and aquaculture labourers

9.9%
ADI · 360th of 433 · 95% interval 2.6–19.7

An AI agent can at least partly carry out 9.9% of the task time of fishery and aquaculture labourers, 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 full9.9%

360th of 433 · interval 2.6–19.7

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time14.1%

365th of 433 · interval 9.6–19.9

Evidence48

task statements rated by two models and weighted by importance and frequency. World employment: 0.2 million.

Task weight by level

How the tasks rate

62%
28%
10%
L0No meaningful role · 62.1%L1Augmentation · 27.9%L2Partial delegation · 9.9%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence96%
Accountability27%
Trust and care8%
Access to systems66%

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

48 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Feed and water livestock and monitor food and water supplies.Farmworkers, Farm, Ranch, and Aquacultural Animals4.6%L1L1L114%1.3 hPhysical presence, Access to systems
Protect herds from predators, using trained dogs.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task4.1%L0L0L04%6.0 hPhysical presence, Trust and care, Access to systems
Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.Farmworkers, Farm, Ranch, and Aquacultural Animals4.0%L1L1L114%38 minPhysical presence, Access to systems
Patrol grazing lands on horseback or using all-terrain vehicles.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task3.9%L0L0L05%2.5 hPhysical presence, Access to systems
Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.Farmworkers, Farm, Ranch, and Aquacultural Animals3.6%L0L0L04%1.0 hPhysical presence, Access to systems
Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.Farmworkers, Farm, Ranch, and Aquacultural Animals3.6%L0L0L110%1.5 hPhysical presence, Access to systems
Drive trucks, tractors, and other equipment to distribute feed to animals.Farmworkers, Farm, Ranch, and Aquacultural Animals3.6%L0L0L04%1.1 hPhysical presence, Access to systems
Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.Farmworkers, Farm, Ranch, and Aquacultural Animals3.3%L0L0L04%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Mix feed, additives, and medicines in prescribed portions.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task3.2%L1L1L118%30 minPhysical presence, Accountability, Access to systems
Shift animals between grazing areas to ensure that they have sufficient access to food.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task3.2%L1L1L110%1.1 hPhysical presence, Access to systems
Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.Farmworkers, Farm, Ranch, and Aquacultural Animals3.1%L0L0L04%1.1 hPhysical presence, Access to systems
Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.Farmworkers, Farm, Ranch, and Aquacultural Animals3.1%L1L1L218%32 minPhysical presence, Accountability, Access to systems
Segregate animals according to weight, age, color, and physical condition.Farmworkers, Farm, Ranch, and Aquacultural Animals3.0%L0L0L112%1.3 hPhysical presence, Access to systems
Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.Farmworkers, Farm, Ranch, and Aquacultural Animals3.0%L0L0L16%4 minPhysical presence, Accountability, Access to systems
Maintain growth, feeding, production, and cost records.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.8%L2L2L260%45 minPhysical presence, Access to systems
Show the other 33 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Order food for animals, and arrange for its delivery.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.8%L2L2L378%38 minAccess to systems
Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.5%L1L1L220%1.2 hPhysical presence, Accountability, Access to systems
Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.2%L0L0L04%30 minPhysical presence, Accountability, Trust and care
Steer vessels and operate navigational instruments.Fishing and Hunting Workers2.0%L0L0L18%2.5 hPhysical presence, Accountability, Access to systems
Spray livestock with disinfectants and insecticides, or dip or bathe animals.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task1.9%L0L0L04%40 minPhysical presence, Accountability, Access to systems
Kill or stun trapped quarry, using clubs, poisons, guns, or drowning methods.Fishing and Hunting Workers · supplemental task1.8%L0L0L02%9 minPhysical presence, Accountability, Access to systems
Patrol trap lines or nets to inspect settings, remove catch, and reset or relocate traps.Fishing and Hunting Workers · supplemental task1.7%L0L0L18%2.8 hPhysical presence, Accountability, Access to systems
Locate fish, using fish-finding equipment.Fishing and Hunting Workers · supplemental task1.7%L1L1L112%1.3 hPhysical presence, Access to systems
Interpret weather and vessel conditions to determine appropriate responses.Fishing and Hunting Workers1.7%L2L2L250%30 minPhysical presence, Accountability, Access to systems
Travel on foot, by vehicle, or by equipment such as boats, snowmobiles, helicopters, snowshoes, or skis to reach hunting areas.Fishing and Hunting Workers1.7%L0L0L05%2.0 hPhysical presence, Accountability, Access to systems
Direct fishing or hunting operations, and supervise crew members.Fishing and Hunting Workers1.6%L0L0L112%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
Remove catches from fishing equipment and measure them to ensure compliance with legal size.Fishing and Hunting Workers1.6%L0L0L04%4 minPhysical presence, Access to systems
Select, bait, and set traps, and lay poison along trails, according to species, size, habits, and environs of birds or animals and reasons for trapping them.Fishing and Hunting Workers1.6%L0L1L010%1.3 hPhysical presence, Accountability, Access to systems
Put fishing equipment into the water and anchor or tow equipment, according to the fishing method used.Fishing and Hunting Workers · supplemental task1.6%L0L0L02%38 minPhysical presence, Access to systems
Compute positions and plot courses on charts to navigate vessels, using instruments such as compasses, sextants, and charts.Fishing and Hunting Workers · supplemental task1.5%L1L1L235%30 minPhysical presence, Accountability, Access to systems
Track animals by checking for signs such as droppings or destruction of vegetation.Fishing and Hunting Workers · supplemental task1.4%L0L0L16%1.3 hPhysical presence, Access to systems
Sort, pack, and store catch in holds with salt and ice.Fishing and Hunting Workers · supplemental task1.4%L0L0L02%1.5 hPhysical presence
Wash decks, conveyors, knives, and other equipment, using brushes, detergents, and water.Fishing and Hunting Workers1.3%L0L0L02%45 minPhysical presence, Access to systems
Release quarry from traps or nets and transfer to cages.Fishing and Hunting Workers · supplemental task1.3%L0L0L02%18 minPhysical presence, Accountability, Access to systems
Connect accessories such as floats, weights, flags, lights, or markers to nets, lines, or traps.Fishing and Hunting Workers1.2%L0L0L04%12 minPhysical presence
Maintain engines, fishing gear, and other on-board equipment and perform minor repairs.Fishing and Hunting Workers1.2%L1L1L112%1.8 hPhysical presence, Accountability, Access to systems
Attach nets, slings, hooks, blades, or lifting devices to cables, booms, hoists, or dredges.Fishing and Hunting Workers · supplemental task1.2%L0L0L01%18 minPhysical presence, Accountability, Access to systems
Harvest marine life for human or animal consumption, using diving or dredging equipment, traps, barges, rods, reels, or tackle.Fishing and Hunting Workers1.2%L0L0L16%6.0 hPhysical presence, Accountability, Access to systems
Scrape fat, blubber, or flesh from skin sides of pelts with knives or hand scrapers.Fishing and Hunting Workers · supplemental task1.2%L0L0L02%32 minPhysical presence
Maintain and repair trapping equipment.Fishing and Hunting Workers · supplemental task1.1%L0L0L19%55 minPhysical presence, Access to systems
Transport fish to processing plants or to buyers.Fishing and Hunting Workers · supplemental task1.1%L1L1L112%3.0 hPhysical presence, Accountability, Access to systems
Load and unload vessel equipment and supplies, by hand or using hoisting equipment.Fishing and Hunting Workers1.0%L0L0L03%1.3 hPhysical presence, Access to systems
Participate in animal damage control, wildlife management, disease control, and research activities.Fishing and Hunting Workers · supplemental task0.9%L1L1L225%3.5 hPhysical presence, Accountability, Access to systems
Skin quarry, using knives, and stretch pelts on frames to be cured.Fishing and Hunting Workers · supplemental task0.9%L0L0L02%25 minPhysical presence
Obtain required approvals for using poisons or traps, and notify persons in areas where traps and poison are set.Fishing and Hunting Workers · supplemental task0.9%L2L2L255%2.5 hPhysical presence, Accountability, Access to systems
Obtain permission from landowners to hunt or trap on their land.Fishing and Hunting Workers · supplemental task0.9%L2L2L245%1.5 hPhysical presence, Trust and care, Access to systems
Oversee the purchase of supplies, gear, and equipment.Fishing and Hunting Workers0.8%L2L2L265%1.8 hAccountability, Access to systems
Teach or guide individuals or groups unfamiliar with specific hunting methods or types of prey.Fishing and Hunting Workers · supplemental task0.8%L1L1L230%3.0 hPhysical presence, Accountability, Trust and care

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)9.9%17
Eloundou et al. (2024), GPT exposure β0.06712
Felten et al. (2021), AI occupational exposure-1.23710
Webb (2020), AI patent exposure9393
Eisfeldt et al. (2026), generative AI exposure04
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 (92)

Neighbouring occupations

Dashed line: fishery and aquaculture labourers (9.9%).

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: Fishery and aquaculture labourers (ISCO-08 9216), https://balamlabs.org/adi/occupations/9216

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: Fishery and aquaculture labourers (ISCO-08 9216)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9216.json.