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Balam Labs
ISCO-08 3143

Forestry technicians

27.6%
ADI · 260th of 433 · 95% interval 9.6–50.2

An AI agent can at least partly carry out 27.6% of the task time of forestry technicians, 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 full27.6%

260th of 433 · interval 9.6–50.2

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time33.6%

228th of 433 · interval 25.8–42.9

Evidence20

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

17%
56%
28%
L0No meaningful role · 16.7%L1Augmentation · 55.6%L2Partial delegation · 27.6%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence82%
Accountability41%
Trust and care39%
Access to systems76%

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

20 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.Forest and Conservation Technicians6.8%L0L0L110%4.5 hPhysical presence, Accountability
Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.Forest and Conservation Technicians · supplemental task6.6%L1L1L235%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.Forest and Conservation Technicians6.2%L1L1L120%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.Forest and Conservation Technicians6.1%L1L1L228%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Patrol park or forest areas to protect resources and prevent damage.Forest and Conservation Technicians5.9%L0L0L18%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.Forest and Conservation Technicians · supplemental task5.8%L1L1L120%6.0 hPhysical presence, Access to systems
Develop and maintain computer databases.Forest and Conservation Technicians · supplemental task5.5%L2L2L375%4.0 hAccess to systems
Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.Forest and Conservation Technicians · supplemental task5.3%L1L1L228%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Select and mark trees for thinning or logging, drawing detailed plans that include access roads.Forest and Conservation Technicians · supplemental task5.3%L1L1L238%8.0 hPhysical presence, Accountability, Access to systems
Monitor activities of logging companies and contractors.Forest and Conservation Technicians · supplemental task5.3%L1L1L235%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Keep records of the amount and condition of logs taken to mills.Forest and Conservation Technicians · supplemental task5.0%L2L2L258%22 minPhysical presence, Access to systems
Map forest tract data using digital mapping systems.Forest and Conservation Technicians4.8%L2L2L268%3.0 hAccess to systems
Plan and supervise construction of access routes and forest roads.Forest and Conservation Technicians · supplemental task4.7%L2L2L235%24 hPhysical presence, Accountability, Access to systems
Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.Forest and Conservation Technicians · supplemental task4.7%L1L1L112%2.4 hPhysical presence, Access to systems
Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.Forest and Conservation Technicians · supplemental task4.0%L1L1L232%6.0 hPhysical presence, Access to systems
Show the other 5 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Issue fire permits, timber permits, and other forest use licenses.Forest and Conservation Technicians · supplemental task4.0%L2L2L262%45 minPhysical presence, Accountability, Access to systems
Measure distances, clean sightlines, and record data to help survey crews.Forest and Conservation Technicians · supplemental task4.0%L0L0L112%3.0 hPhysical presence, Access to systems
Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.Forest and Conservation Technicians · supplemental task3.6%L2L2L260%1.3 hAccountability, Trust and care, Access to systems
Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.Forest and Conservation Technicians · supplemental task3.4%L1L1L230%5.0 hPhysical presence, Access to systems
Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.Forest and Conservation Technicians · supplemental task2.9%L1L1L228%6.0 hPhysical presence, 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)27.6%40
Eloundou et al. (2024), GPT exposure β0.34153
Felten et al. (2021), AI occupational exposure-0.66735
Webb (2020), AI patent exposure8275
Eisfeldt et al. (2026), generative AI exposure0.14346
Anthropic Economic Index, observed use0.02250

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 (31)

Neighbouring occupations

Dashed line: forestry technicians (27.6%).

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: Forestry technicians (ISCO-08 3143), https://balamlabs.org/adi/occupations/3143

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: Forestry technicians (ISCO-08 3143)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3143.json.