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Balam Labs
ISCO-08 6330

Subsistence mixed crop and livestock farmers

12.4%
ADI · 342nd of 433 · 95% interval 3.9–22.6

An AI agent can at least partly carry out 12.4% of the task time of subsistence mixed crop and livestock farmers, 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 full12.4%

342nd of 433 · interval 3.9–22.6

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time17.1%

340th of 433 · interval 12.5–22.9

Evidence46

task statements rated by two models and weighted by importance and frequency. World employment: 48.2 million.

Task weight by level

How the tasks rate

54%
33%
12%
L0No meaningful role · 54.5%L1Augmentation · 33.2%L2Partial delegation · 12.3%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence97%
Accountability18%
Trust and care10%
Access to systems60%

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

46 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 Animals3.8%L1L1L114%1.3 hPhysical presence, Access to systems
Protect herds from predators, using trained dogs.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task3.3%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 Animals3.2%L1L1L114%38 minPhysical presence, Access to systems
Patrol grazing lands on horseback or using all-terrain vehicles.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task3.2%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 Animals3.0%L0L0L04%1.0 hPhysical presence, Access to systems
Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.Farmworkers, Farm, Ranch, and Aquacultural Animals2.9%L0L0L110%1.5 hPhysical presence, Access to systems
Drive trucks, tractors, and other equipment to distribute feed to animals.Farmworkers, Farm, Ranch, and Aquacultural Animals2.9%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 Animals2.7%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 task2.6%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 task2.6%L1L1L110%1.1 hPhysical presence, Access to systems
Direct and monitor the work of casual and seasonal help during planting and harvesting.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.6%L1L1L224%6.0 hPhysical presence, Trust and care, Access to systems
Sell and deliver plants and flowers to customers.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task2.6%L1L1L232%50 minPhysical presence, Trust and care
Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.Farmworkers, Farm, Ranch, and Aquacultural Animals2.5%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 Animals2.5%L1L1L218%32 minPhysical presence, Accountability, Access to systems
Segregate animals according to weight, age, color, and physical condition.Farmworkers, Farm, Ranch, and Aquacultural Animals2.5%L0L0L112%1.3 hPhysical presence, Access to systems
Show the other 31 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.Farmworkers, Farm, Ranch, and Aquacultural Animals2.4%L0L0L16%4 minPhysical presence, Accountability, Access to systems
Maintain growth, feeding, production, and cost records.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.3%L2L2L260%45 minPhysical presence, Access to systems
Order food for animals, and arrange for its delivery.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task2.2%L2L2L378%38 minAccess to systems
Record information about crops, such as pesticide use, yields, or costs.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.2%L2L2L252%25 minPhysical presence, Accountability, Access to systems
Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.2%L0L0L19%2.8 hPhysical presence, Accountability, Access to systems
Harvest plants, and transplant or pot and label them.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.2%L0L0L04%45 minPhysical presence
Provide information and advice to the public regarding the selection, purchase, and care of products.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task2.2%L2L2L265%15 minPhysical presence, Accountability, Trust and care
Plant, spray, weed, fertilize, water, and prune plants, shrubs, and trees, using gardening tools.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task2.2%L0L0L04%2.3 hPhysical presence, Accountability, Access to systems
Regulate greenhouse conditions, and indoor and outdoor irrigation systems.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task2.1%L2L2L248%45 minPhysical presence, Access to systems
Repair and maintain farm vehicles, implements, and mechanical equipment.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.1%L1L1L118%1.8 hPhysical presence, Access to systems
Inform farmers or farm managers of crop progress.Farmworkers and Laborers, Crop, Nursery, and Greenhouse2.1%L1L1L235%20 minPhysical presence, Access 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 task2.1%L1L1L220%1.2 hPhysical presence, Accountability, Access to systems
Feel plants' leaves and note their coloring to detect the presence of insects or disease.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task2.0%L0L0L05%18 minPhysical presence
Set up and operate irrigation equipment.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.8%L1L1L222%1.8 hPhysical presence, Access to systems
Record information about plants and plant growth.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.8%L1L1L232%25 minPhysical presence, 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 task1.8%L0L0L04%30 minPhysical presence, Accountability, Trust and care
Harvest fruits and vegetables by hand.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.8%L0L0L02%4.5 hPhysical presence
Clean work areas, and maintain grounds and landscaping.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.8%L0L0L04%1.8 hPhysical presence, Access to systems
Maintain and repair irrigation and climate control systems.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.7%L1L1L220%2.0 hPhysical presence, Accountability, Access to systems
Operate tractors, tractor-drawn machinery, and self-propelled machinery to plow, harrow and fertilize soil, or to plant, cultivate, spray and harvest crops.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.7%L0L0L16%2.5 hPhysical presence, Accountability, Access to systems
Tie and bunch flowers, plants, shrubs, and trees, wrap their roots, and pack them into boxes to fill orders.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.7%L0L0L04%22 minPhysical presence, Access to systems
Move containerized shrubs, plants, and trees, using wheelbarrows or tractors.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.7%L0L0L01%1.1 hPhysical presence, Access to systems
Identify plants, pests, and weeds to determine the selection and application of pesticides and fertilizers.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.7%L1L1L235%30 minPhysical presence, Accountability, Access to systems
Inspect plants and bud ties to assess quality.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.7%L0L0L112%18 minPhysical presence, Access to systems
Dig, cut, and transplant seedlings, cuttings, trees, and shrubs.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.6%L0L0L04%1.1 hPhysical presence
Load agricultural products into trucks, and drive trucks to market or storage facilities.Farmworkers and Laborers, Crop, Nursery, and Greenhouse1.6%L0L0L04%3.0 hPhysical presence, Accountability, Access to systems
Spray livestock with disinfectants and insecticides, or dip or bathe animals.Farmworkers, Farm, Ranch, and Aquacultural Animals · supplemental task1.6%L0L0L04%40 minPhysical presence, Accountability, Access to systems
Haul and spread topsoil, fertilizer, peat moss, and other materials to condition soil, using wheelbarrows or carts and shovels.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.4%L0L0L04%1.8 hPhysical presence
Dig, rake, and screen soil, filling cold frames and hot beds in preparation for planting.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.3%L0L0L02%1.8 hPhysical presence, Access to systems
Maintain inventory, ordering materials as required.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.3%L2L2L242%52 minPhysical presence, Access to systems
Repair farm buildings, fences, and other structures.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task1.0%L0L0L18%2.3 hPhysical 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)12.4%21
Eloundou et al. (2024), GPT exposure β0.12323
Felten et al. (2021), AI occupational exposure-1.3558
Webb (2020), AI patent exposure9393
Eisfeldt et al. (2026), generative AI exposure0.0089
Anthropic Economic Index, observed use0.0142

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 (63)

Neighbouring occupations

Dashed line: subsistence mixed crop and livestock farmers (12.4%).

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: Subsistence mixed crop and livestock farmers (ISCO-08 6330), https://balamlabs.org/adi/occupations/6330

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: Subsistence mixed crop and livestock farmers (ISCO-08 6330)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/6330.json.