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Balam Labs
ISCO-08 6223

Deep-sea fishery workers

23.0%
ADI · 280th of 433 · 95% interval 13.6–34.5

An AI agent can at least partly carry out 23.0% of the task time of deep-sea fishery workers, and finish 1.2% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full23.0%

280th of 433 · interval 13.6–34.5

ADI3 · full delegation1.2%

145th of 433 · interval 0.0–3.8

ADIs · share of time22.8%

288th of 433 · interval 17.6–28.5

Evidence59

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

45%
32%
22%
L0No meaningful role · 44.7%L1Augmentation · 32.3%L2Partial delegation · 21.8%L3Full delegation · 1.2%
Barriers

What stops the agent

Physical presence85%
Accountability36%
Trust and care21%
Access to systems66%

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
Steer vessels and operate navigational instruments.Fishing and Hunting Workers3.1%L0L0L18%2.5 hPhysical presence, Accountability, Access to systems
Kill or stun trapped quarry, using clubs, poisons, guns, or drowning methods.Fishing and Hunting Workers · supplemental task2.9%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 task2.8%L0L0L18%2.8 hPhysical presence, Accountability, Access to systems
Locate fish, using fish-finding equipment.Fishing and Hunting Workers · supplemental task2.8%L1L1L112%1.3 hPhysical presence, Access to systems
Interpret weather and vessel conditions to determine appropriate responses.Fishing and Hunting Workers2.8%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 Workers2.7%L0L0L05%2.0 hPhysical presence, Accountability, Access to systems
Direct fishing or hunting operations, and supervise crew members.Fishing and Hunting Workers2.6%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 Workers2.6%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 Workers2.6%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 task2.5%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 task2.4%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 task2.3%L0L0L16%1.3 hPhysical presence, Access to systems
Sort, pack, and store catch in holds with salt and ice.Fishing and Hunting Workers · supplemental task2.2%L0L0L02%1.5 hPhysical presence
Wash decks, conveyors, knives, and other equipment, using brushes, detergents, and water.Fishing and Hunting Workers2.1%L0L0L02%45 minPhysical presence, Access to systems
Release quarry from traps or nets and transfer to cages.Fishing and Hunting Workers · supplemental task2.0%L0L0L02%18 minPhysical presence, Accountability, Access to systems
Show the other 44 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Connect accessories such as floats, weights, flags, lights, or markers to nets, lines, or traps.Fishing and Hunting Workers2.0%L0L0L04%12 minPhysical presence
Maintain engines, fishing gear, and other on-board equipment and perform minor repairs.Fishing and Hunting Workers2.0%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 task2.0%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 Workers2.0%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 task1.9%L0L0L02%32 minPhysical presence
Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.9%L2L2L250%38 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain and repair trapping equipment.Fishing and Hunting Workers · supplemental task1.8%L0L0L19%55 minPhysical presence, Access to systems
Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.8%L1L1L225%45 minPhysical presence, Access to systems
Transport fish to processing plants or to buyers.Fishing and Hunting Workers · supplemental task1.8%L1L1L112%3.0 hPhysical presence, Accountability, Access to systems
Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.7%L1L1L222%2.3 hPhysical presence, Accountability, Trust and care, Access to systems
Load and unload vessel equipment and supplies, by hand or using hoisting equipment.Fishing and Hunting Workers1.6%L0L0L03%1.3 hPhysical presence, Access to systems
Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.5%L2L2L248%52 minPhysical presence, Access to systems
Participate in animal damage control, wildlife management, disease control, and research activities.Fishing and Hunting Workers · supplemental task1.5%L1L1L225%3.5 hPhysical presence, Accountability, Access to systems
Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.5%L1L1L228%1.3 hPhysical presence, Accountability, Access to systems
Skin quarry, using knives, and stretch pelts on frames to be cured.Fishing and Hunting Workers · supplemental task1.5%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 task1.5%L2L2L255%2.5 hPhysical presence, Accountability, Access to systems
Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.5%L0L0L03%1.8 hPhysical presence, Accountability, Access to systems
Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.5%L1L1L120%45 minPhysical presence, Access to systems
Obtain permission from landowners to hunt or trap on their land.Fishing and Hunting Workers · supplemental task1.4%L2L2L245%1.5 hPhysical presence, Trust and care, Access to systems
Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.4%L1L1L228%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.4%L2L2L258%38 minPhysical presence, Accountability, Access to systems
Confer with managers to evaluate weather or soil conditions, to develop plans or procedures, or to discuss issues such as changes in fertilizers, herbicides, or cultivating techniques.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.3%L1L1L235%52 minAccountability, Trust and care, Access to systems
Inspect buildings, fences, fields or ranges, supplies, and equipment to determine work to be performed.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.3%L1L1L220%1.5 hPhysical presence, Access to systems
Oversee the purchase of supplies, gear, and equipment.Fishing and Hunting Workers1.3%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 task1.3%L1L1L230%3.0 hPhysical presence, Accountability, Trust and care
Monitor operations to identify and solve problems, improve work methods, and ensure compliance with safety, company, and government regulations.First-Line Supervisors of Farming, Fishing, and Forestry Workers · supplemental task1.3%L1L1L230%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Direct or assist with the adjustment or repair of equipment or machinery.First-Line Supervisors of Farming, Fishing, and Forestry Workers · supplemental task1.3%L1L1L230%52 minPhysical presence, Trust and care
Plan work schedules according to personnel and equipment availability.First-Line Supervisors of Farming, Fishing, and Forestry Workers · supplemental task1.3%L2L2L262%1.3 hAccess to systems
Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.3%L2L2L250%38 minTrust and care, Access to systems
Treat animal illnesses or injuries, following experience or instructions of veterinarians.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.2%L1L1L116%38 minPhysical presence, Accountability, Trust and care, Access to systems
Read inventory records, customer orders, or shipping schedules to determine required activities.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.2%L3L3L382%30 minAccess to systems
Schedule work crews, equipment, or transportation for several different work locations.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.2%L2L2L262%1.8 hAccess to systems
Perform both supervisory and management functions, such as accounting, marketing, and personnel work.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.2%L2L2L245%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect facilities to determine maintenance needs.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.2%L1L1L122%1.3 hPhysical presence, Access to systems
Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.1%L1L1L125%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with managers to determine production requirements, conditions of equipment and supplies, and work schedules.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.1%L2L2L245%42 minTrust and care, Access to systems
Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.1%L1L1L222%18 minPhysical presence, Trust and care, Access to systems
Transport or arrange for transport of animals, equipment, food, animal feed, and other supplies to and from work sites.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.1%L2L2L250%1.0 hPhysical presence, Accountability, Access to systems
Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.1%L1L1L232%2.5 hPhysical presence, Trust and care
Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.0%L2L2L268%45 minAccountability, Access to systems
Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.0%L2L2L268%1.1 hAccountability, Access to systems
Coordinate dismantling, moving, and setting up equipment at new work sites.First-Line Supervisors of Farming, Fishing, and Forestry Workers0.9%L1L1L232%3.5 hPhysical presence, Trust and care
Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure.First-Line Supervisors of Farming, Fishing, and Forestry Workers0.8%L2L2L268%2.5 hAccess to systems
Monitor or oversee construction projects, such as horticultural buildings or irrigation systems.First-Line Supervisors of Farming, Fishing, and Forestry Workers0.8%L1L1L232%2.0 hPhysical presence, Accountability, Trust and care, 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)23.0%36
Eloundou et al. (2024), GPT exposure β0.13525
Felten et al. (2021), AI occupational exposure-1.07618
Webb (2020), AI patent exposure10099
Eisfeldt et al. (2026), generative AI exposure0.01312
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 (62)

Neighbouring occupations

Dashed line: deep-sea fishery workers (23.0%).

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: Deep-sea fishery workers (ISCO-08 6223), https://balamlabs.org/adi/occupations/6223

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: Deep-sea fishery workers (ISCO-08 6223)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/6223.json.