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Science & Research · Updated Aug 2026

Forest and Conservation Technicians

Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts under the direction of foresters, or train and lead forest workers in forest propagation and fire prevention and suppression. May assist conservation scientists in managing, improving, and protecting rangelands and wildlife habitats.

JVS 2.0.0-phase4b
AI Exposure
59/100
Moderate

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
44/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence82/100
Task coverage84%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.Medium
66
Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.Medium
73
Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.Medium
70
Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.Medium
68
Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.Medium
55
Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.Medium
68
Select and mark trees for thinning or logging, drawing detailed plans that include access roads.Medium
68
Keep records of the amount and condition of logs taken to mills.Medium
69
Plan and supervise construction of access routes and forest roads.Medium
67
Issue fire permits, timber permits, and other forest use licenses.Medium
73
Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.Medium
48
Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.Medium
68
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.Medium
67
Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.Medium
67
Measure distances, clean sightlines, and record data to help survey crews.Medium
37
Patrol park or forest areas to protect resources and prevent damage.Medium
15
Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.Medium
20
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.73
  2. Issue fire permits, timber permits, and other forest use licenses.73
  3. Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.70
  4. Keep records of the amount and condition of logs taken to mills.69
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Patrol park or forest areas to protect resources and prevent damage.01
  2. Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.02
  3. Measure distances, clean sightlines, and record data to help survey crews.03
  4. Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.04
  5. Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency81
Physical dependency58
Adoption pressure53
Labour-market resilience72
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence82/100
CalculatedAug 21, 2026
Read methodology →