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Balam Labs
ISCO-08 6123

Apiarists and sericulturists

34.3%
ADI · 229th of 433 · 95% interval 20.7–49.5

An AI agent can at least partly carry out 34.3% of the task time of apiarists and sericulturists, and finish 1.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full34.3%

229th of 433 · interval 20.7–49.5

ADI3 · full delegation1.0%

153rd of 433 · interval 0.0–3.4

ADIs · share of time28.0%

255th of 433 · interval 21.1–35.5

Evidence51

task statements rated by two models and weighted by importance and frequency. World employment: 0.7 million.

Task weight by level

How the tasks rate

31%
35%
33%
L0No meaningful role · 30.8%L1Augmentation · 34.9%L2Partial delegation · 33.3%L3Full delegation · 1.0%
Barriers

What stops the agent

Physical presence85%
Accountability27%
Trust and care28%
Access to systems67%

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

51 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Feed and water animals, and clean and disinfect pens, cages, yards, and hutches.Animal Breeders6.1%L0L0L16%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Exercise animals to keep them in healthy condition.Animal Breeders · supplemental task5.7%L0L0L16%52 minPhysical presence, Trust and care, Access to systems
Examine animals to detect symptoms of illness or injury.Animal Breeders5.2%L1L1L112%15 minPhysical presence, Access to systems
Observe animals in heat to detect approach of estrus and exercise animals to induce or hasten estrus, if necessary.Animal Breeders4.5%L1L1L112%55 minPhysical presence, Access to systems
Adjust controls to maintain specific building temperatures required for animals' health and safety.Animal Breeders · supplemental task4.3%L2L2L248%15 minPhysical presence, Access to systems
Bathe and groom animals.Animal Breeders · supplemental task3.9%L0L0L02%52 minPhysical presence, Trust and care
Purchase and stock supplies of feed and medicines.Animal Breeders3.8%L2L2L258%1.5 hPhysical presence, Accountability, Access to systems
Inject prepared animal semen into female animals for breeding purposes, by inserting nozzle of syringe into vagina and depressing syringe plunger.Animal Breeders · supplemental task3.6%L0L0L02%8 minPhysical presence, Accountability, Access to systems
Maintain logs of semen specimens used and animals bred.Animal Breeders · supplemental task3.4%L2L2L372%18 minPhysical presence, Access to systems
Treat minor injuries and ailments and contact veterinarians to obtain treatment for animals with serious illnesses or injuries.Animal Breeders3.4%L1L1L225%38 minPhysical presence, Accountability, Trust and care, Access to systems
Record animal characteristics such as weights, growth patterns, and diets.Animal Breeders3.2%L2L2L242%45 minPhysical presence, Access to systems
Select animals to be bred, and semen specimens to be used, according to knowledge of animals, genealogies, traits, and desired offspring characteristics.Animal Breeders3.2%L2L2L258%1.8 hPhysical presence, Access to systems
Arrange for sale of animals and eggs to hospitals, research centers, pet shops, and food processing plants.Animal Breeders · supplemental task3.1%L2L2L255%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Place vaccines in drinking water, inject vaccines, or dust air with vaccine powder to protect animals from diseases.Animal Breeders · supplemental task2.6%L0L0L05%1.2 hPhysical presence, Accountability, Access to systems
Clip or shear hair on animals.Animal Breeders · supplemental task2.3%L0L0L02%32 minPhysical presence, Trust and care, Access to systems
Show the other 36 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Brand, tattoo, or tag animals to allow animal identification.Animal Breeders2.1%L0L0L16%8 minPhysical presence, Accountability, Trust and care
Build hutches, pens, and fenced yards.Animal Breeders1.8%L1L1L112%5.0 hPhysical presence
Exhibit animals at shows.Animal Breeders · supplemental task1.7%L0L0L05%4.3 hPhysical presence, Trust and care, Access to systems
Measure specified amounts of semen into calibrated syringes, and insert syringes into inseminating guns.Animal Breeders · supplemental task1.6%L0L0L02%6 minPhysical presence, Accountability
Package and label semen to be used for artificial insemination, recording information such as the date, source, quality, and concentration.Animal Breeders · supplemental task1.6%L1L1L225%38 minPhysical presence, Accountability, Access to systems
Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.5%L2L2L250%38 minPhysical presence, Accountability, Trust and care, 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 Workers1.5%L1L1L225%45 minPhysical presence, 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 Workers1.4%L1L1L222%2.3 hPhysical presence, Accountability, Trust and care, Access to systems
Examine semen microscopically to assess and record density and motility of gametes, and dilute semen with prescribed diluents, according to formulas.Animal Breeders · supplemental task1.3%L1L1L118%22 minPhysical 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 Workers1.3%L2L2L248%52 minPhysical presence, 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 Workers1.3%L1L1L228%1.3 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 Workers1.2%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 Workers1.2%L1L1L120%45 minPhysical presence, 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 Workers1.2%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 Workers1.1%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 Workers1.1%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 Workers1.1%L1L1L220%1.5 hPhysical presence, Access to systems
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 task1.1%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 task1.1%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 task1.1%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 Workers1.1%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 Workers1.0%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 Workers1.0%L3L3L382%30 minAccess to systems
Schedule work crews, equipment, or transportation for several different work locations.First-Line Supervisors of Farming, Fishing, and Forestry Workers1.0%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 Workers1.0%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 Workers1.0%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 Workers0.9%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 Workers0.9%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 Workers0.9%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 Workers0.9%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 Workers0.9%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 Workers0.9%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 Workers0.8%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 Workers0.8%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 Workers0.7%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 Workers0.7%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

MeasureValuePercentilePct
ADI (this index)34.3%47
Eloundou et al. (2024), GPT exposure β0.2137
Felten et al. (2021), AI occupational exposure-0.86627
Webb (2020), AI patent exposure95.21196
Eisfeldt et al. (2026), generative AI exposure0.03922
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 (61)

Neighbouring occupations

Dashed line: apiarists and sericulturists (34.3%).

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: Apiarists and sericulturists (ISCO-08 6123), https://balamlabs.org/adi/occupations/6123

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: Apiarists and sericulturists (ISCO-08 6123)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/6123.json.