UK AI Exposure · Elementary occupations
Forestry and related workers
Forestry workers perform a variety of tasks related to the planting, cultivation and protection of trees.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 0.6/10 Minimal 0.6/10 Minimal strict reading · with tools is 0.6/10 with-tools reading · strict is 0.6/10
- Wage exposure
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Higher exposure than 32% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Check equipment to ensure that it is operating properly.
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Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.
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Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.
Most roles have at least three wedges where AI plus the right tools removes real time. For this role the labelling doesn't surface obvious ones, so we'd start with the highest-stakes tasks below and figure out the AI angle in conversation.
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Check equipment to ensure that it is operating properly.
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Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.
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Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Forest and Conservation Workers" (45-4011.00).
What AI can already do
1 of 17 tasks · unaided
Maintain tallies of trees examined and counted during tree marking or measuring efforts.
Where humans still hold the line
16 of 17 tasks
Check equipment to ensure that it is operating properly.
Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.
Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.
Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.
Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.
Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.
Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.
Thin or space trees, using power thinning saws.
Identify diseased or undesirable trees and remove them, using power saws or hand saws.
Select or cut trees according to markings or sizes, types, or grades.
Prune or shear tree tops or limbs to control growth, increase density, or improve shape.
Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.
Erect signs or fences, using posthole diggers, shovels, or other hand tools.
Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.
Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.
Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.
Tasks via O*NET "Forest and Conservation Workers" (45-4011.00).
What AI can already do
1 of 17 tasks · with tools
Maintain tallies of trees examined and counted during tree marking or measuring efforts.
Where humans still hold the line
16 of 17 tasks
Check equipment to ensure that it is operating properly.
Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.
Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.
Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.
Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.
Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.
Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.
Thin or space trees, using power thinning saws.
Identify diseased or undesirable trees and remove them, using power saws or hand saws.
Select or cut trees according to markings or sizes, types, or grades.
Prune or shear tree tops or limbs to control growth, increase density, or improve shape.
Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.
Erect signs or fences, using posthole diggers, shovels, or other hand tools.
Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.
Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.
Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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