Forest and Conservation Workers

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 1 (5%)
• AI can speed this up with extra software: 0 (0%)
• Little or no AI speed-up: 20 (95%)

• Maintain tallies of trees examined and counted during tree marking or measuring efforts.AI can speed this up on its own · supplemental task
• Check equipment to ensure that it is operating properly.Little or no AI speed-up · core task
• Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.Little or no AI speed-up · core task
• Gather, package, or deliver forest products to buyers.Little or no AI speed-up · supplemental task
• Sow or harvest cover crops, such as alfalfa.Little or no AI speed-up · supplemental task
• Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.Little or no AI speed-up · supplemental task
• Identify diseased or undesirable trees and remove them, using power saws or hand saws.Little or no AI speed-up · supplemental task
• Drag cut trees from cutting areas and load trees onto trucks.Little or no AI speed-up · supplemental task
• Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.Little or no AI speed-up · supplemental task
• Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.Little or no AI speed-up · supplemental task
• Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.Little or no AI speed-up · supplemental task
• Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.Little or no AI speed-up · supplemental task
• Examine and grade trees according to standard charts and staple color-coded grade tags to limbs.Little or no AI speed-up · supplemental task
• Erect signs or fences, using posthole diggers, shovels, or other hand tools.Little or no AI speed-up · supplemental task
• Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.Little or no AI speed-up · supplemental task
• Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.Little or no AI speed-up · supplemental task
• Select or cut trees according to markings or sizes, types, or grades.Little or no AI speed-up · supplemental task
• Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.Little or no AI speed-up · supplemental task
• Thin or space trees, using power thinning saws.Little or no AI speed-up · supplemental task
• Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.Little or no AI speed-up · supplemental task
• Prune or shear tree tops or limbs to control growth, increase density, or improve shape.Little or no AI speed-up · supplemental task

Questions about forest and conservation workers and AI