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Balam Labs
ISCO-08 9214

Garden and horticultural labourers

5.4%
ADI · 391st of 433 · 95% interval 0.8–12.0

An AI agent can at least partly carry out 5.4% of the task time of garden and horticultural labourers, and finish 0.0% alone. Most of the rest requires physical presence.

ADI · partial or full5.4%

391st of 433 · interval 0.8–12.0

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time12.2%

387th of 433 · interval 8.7–16.9

Evidence53

task statements rated by two models and weighted by importance and frequency. World employment: 10.2 million.

Task weight by level

How the tasks rate

71%
23%
L0No meaningful role · 71.2%L1Augmentation · 23.4%L2Partial delegation · 5.4%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence100%
Accountability13%
Trust and care5%
Access to systems33%

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

53 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Use hand tools, such as shovels, rakes, pruning saws, saws, hedge or brush trimmers, or axes.Landscaping and Groundskeeping Workers5.6%L0L0L02%1.5 hPhysical presence
Gather and remove litter.Landscaping and Groundskeeping Workers5.0%L0L0L04%52 minPhysical presence
Operate vehicles or powered equipment, such as mowers, tractors, twin-axle vehicles, snow blowers, chainsaws, electric clippers, sod cutters, or pruning saws.Landscaping and Groundskeeping Workers4.8%L0L0L02%1.5 hPhysical presence, Accountability, Access to systems
Water lawns, trees, or plants, using portable sprinkler systems, hoses, or watering cans.Landscaping and Groundskeeping Workers4.1%L0L0L16%45 minPhysical presence, Access to systems
Prune or trim trees, shrubs, or hedges, using shears, pruners, or chain saws.Landscaping and Groundskeeping Workers3.9%L0L0L04%52 minPhysical presence, Accountability, Access to systems
Mow or edge lawns, using power mowers or edgers.Landscaping and Groundskeeping Workers3.8%L0L0L01%52 minPhysical presence, Access to systems
Use irrigation methods to adjust the amount of water consumption and to prevent waste.Landscaping and Groundskeeping Workers · supplemental task3.8%L1L1L230%45 minPhysical presence, Access to systems
Provide proper upkeep of sidewalks, driveways, parking lots, fountains, planters, burial sites, or other grounds features.Landscaping and Groundskeeping Workers · supplemental task3.6%L0L0L16%1.5 hPhysical presence
Care for established lawns by mulching, aerating, weeding, grubbing, removing thatch, or trimming or edging around flower beds, walks, or walls.Landscaping and Groundskeeping Workers3.6%L0L0L16%1.5 hPhysical presence
Plan or cultivate lawns or gardens.Landscaping and Groundskeeping Workers · supplemental task3.4%L1L1L232%4.0 hPhysical presence, Access to systems
Trim or pick flowers and clean flower beds.Landscaping and Groundskeeping Workers3.3%L0L0L15%52 minPhysical presence
Mix and spray or spread fertilizers, herbicides, or insecticides onto grass, shrubs, or trees, using hand or automatic sprayers or spreaders.Landscaping and Groundskeeping Workers3.2%L0L0L19%1.1 hPhysical presence, Accountability, Access to systems
Rake, mulch, and compost leaves.Landscaping and Groundskeeping Workers3.2%L0L0L04%1.5 hPhysical presence
Plant seeds, bulbs, foliage, flowering plants, grass, ground covers, trees, or shrubs, and apply mulch for protection, using gardening tools.Landscaping and Groundskeeping Workers3.0%L0L0L04%1.5 hPhysical presence
Maintain irrigation systems, including winterizing the systems and starting them up in spring.Landscaping and Groundskeeping Workers · supplemental task2.9%L1L1L218%2.3 hPhysical presence, Accountability, Access to systems
Show the other 38 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Follow planned landscaping designs to determine where to lay sod, sow grass, or plant flowers or foliage.Landscaping and Groundskeeping Workers2.9%L1L1L228%1.0 hPhysical presence
Advise customers on plant selection or care.Landscaping and Groundskeeping Workers · supplemental task2.8%L2L2L252%18 minPhysical presence, Trust and care, Access to systems
Maintain or repair tools, equipment, or structures, such as buildings, greenhouses, fences, or benches, using hand or power tools.Landscaping and Groundskeeping Workers · supplemental task2.7%L0L0L110%1.5 hPhysical presence, Access to systems
Decorate gardens with stones or plants.Landscaping and Groundskeeping Workers2.7%L0L1L010%3.5 hPhysical presence
Care for natural turf fields, making sure the underlying soil has the required composition to allow proper drainage and to support the grasses.Landscaping and Groundskeeping Workers · supplemental task2.5%L1L1L220%3.0 hPhysical presence, Access to systems
Install rock gardens, ponds, decks, drainage systems, irrigation systems, retaining walls, fences, planters, or playground equipment.Landscaping and Groundskeeping Workers · supplemental task2.5%L1L1L216%6.0 hPhysical presence, Accountability, Access to systems
Shovel snow from walks, driveways, or parking lots, and spread salt in those areas.Landscaping and Groundskeeping Workers · supplemental task2.4%L0L0L04%1.1 hPhysical presence
Care for artificial turf fields, periodically removing the turf and replacing cushioning pads or vacuuming and disinfecting the turf after use to prevent the growth of harmful bacteria.Landscaping and Groundskeeping Workers · supplemental task2.3%L0L0L18%3.0 hPhysical presence, Access to systems
Attach wires from planted trees to support stakes.Landscaping and Groundskeeping Workers2.3%L0L0L02%14 minPhysical presence, Access to systems
Haul or spread topsoil, or spread straw over seeded soil to hold soil in place.Landscaping and Groundskeeping Workers · supplemental task1.9%L0L0L04%2.5 hPhysical presence
Build forms and mix and pour cement to form garden borders.Landscaping and Groundskeeping Workers · supplemental task1.1%L0L0L16%3.0 hPhysical presence
Direct and monitor the work of casual and seasonal help during planting and harvesting.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.9%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 task0.9%L1L1L232%50 minPhysical presence, Trust and care
Record information about crops, such as pesticide use, yields, or costs.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.7%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 Greenhouse0.7%L0L0L19%2.8 hPhysical presence, Accountability, Access to systems
Harvest plants, and transplant or pot and label them.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.7%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 task0.7%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 task0.7%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 task0.7%L2L2L248%45 minPhysical presence, Access to systems
Repair and maintain farm vehicles, implements, and mechanical equipment.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.7%L1L1L118%1.8 hPhysical presence, Access to systems
Inform farmers or farm managers of crop progress.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.7%L1L1L235%20 minPhysical presence, 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 task0.7%L0L0L05%18 minPhysical presence
Set up and operate irrigation equipment.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.6%L1L1L222%1.8 hPhysical presence, Access to systems
Record information about plants and plant growth.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.6%L1L1L232%25 minPhysical presence, Access to systems
Harvest fruits and vegetables by hand.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.6%L0L0L02%4.5 hPhysical presence
Clean work areas, and maintain grounds and landscaping.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.6%L0L0L04%1.8 hPhysical presence, Access to systems
Maintain and repair irrigation and climate control systems.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.6%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 Greenhouse0.6%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 task0.6%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 task0.6%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 Greenhouse0.6%L1L1L235%30 minPhysical presence, Accountability, Access to systems
Inspect plants and bud ties to assess quality.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.6%L0L0L112%18 minPhysical presence, Access to systems
Dig, cut, and transplant seedlings, cuttings, trees, and shrubs.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.5%L0L0L04%1.1 hPhysical presence
Load agricultural products into trucks, and drive trucks to market or storage facilities.Farmworkers and Laborers, Crop, Nursery, and Greenhouse0.5%L0L0L04%3.0 hPhysical 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 task0.5%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 task0.4%L0L0L02%1.8 hPhysical presence, Access to systems
Maintain inventory, ordering materials as required.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.4%L2L2L242%52 minPhysical presence, Access to systems
Repair farm buildings, fences, and other structures.Farmworkers and Laborers, Crop, Nursery, and Greenhouse · supplemental task0.3%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)5.4%10
Eloundou et al. (2024), GPT exposure β0.0426
Felten et al. (2021), AI occupational exposure-1.721
Webb (2020), AI patent exposure57.34852
Eisfeldt et al. (2026), generative AI exposure0.0099
Anthropic Economic Index, observed use0.00333

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: garden and horticultural labourers (5.4%).

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: Garden and horticultural labourers (ISCO-08 9214), https://balamlabs.org/adi/occupations/9214

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: Garden and horticultural labourers (ISCO-08 9214)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9214.json.