Will foresters be replaced by AI?

Updated

Foresters score 32 of 100 for AI exposure. The largest share of their task time, 83%, is work AI speeds up while they stay in charge. The other 17% stays with people.

  • 83% AI helps
  • 17% Needs a person
320100

Moderate exposure

Lower than 59% of the 923 occupations we scored.

Task by task

We graded 25 tasks, listed here from most to least exposed. AI can't do any of them end to end yet. It speeds up 21 and leaves 4 to people.

TaskAI exposure
Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth. Remote sensing and GIS classification automate much of mapping.55% AI helps
Plan and direct forest surveys and related studies and prepare reports and recommendations. AI drafts survey reports and analyzes data, expert reviews.55% AI helps
Monitor contract compliance and results of forestry activities to assure adherence to government regulations. AI can review compliance records, but site checks need people.50% AI helps
Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species. Growth and yield data modeling is well suited to AI tools.50% AI helps
Establish short- and long-term plans for management of forest lands and forest resources. AI can draft and model management plans, people set priorities.45% AI helps
Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals. Scheduling and sale tracking are software-assisted, decisions stay human.45% AI helps
Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects. Literature synthesis and species data analysis are AI-assisted.40% AI helps
Determine methods of cutting and removing timber with minimum waste and environmental damage. Harvest method analysis aided by models, on-site judgment remains.35% AI helps
Develop techniques for measuring and identifying trees. Image-based species ID helps, field measurement still needed.35% AI helps
Conduct public educational programs on forest care and conservation. AI drafts materials, live presentations and outreach stay human.35% AI helps
Show the other 15 tasks
TaskAI exposure
Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands. AI drafts contract terms, but negotiation stays human.30% AI helps
Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use. Imagery review helps, but reclamation checks need field visits.30% AI helps
Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies. AI supports advice drafting, live consulting judgment stays human.30% AI helps
Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout. Contract paperwork is AI-assisted, road layout is field work.30% AI helps
Monitor wildlife populations and assess the impacts of forest operations on population and habitats. Survey data analysis helps, field observation remains necessary.30% AI helps
Develop new techniques for wood or residue use. Literature and design research aided, lab and pilot work human.30% AI helps
Plan and implement projects for conservation of wildlife habitats and soil and water quality. AI helps plan, but habitat and water work is hands-on.25% AI helps
Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings. Planning aided by tools, planting and thinning are physical.25% AI helps
Procure timber from private landowners. Paperwork assisted, landowner relationships and site visits remain human.25% AI helps
Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands. Plans and permits drafted by AI, construction is physical.25% AI helps
Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property. Outreach letters automated, permission talks and field inventory human.25% AI helps
Supervise activities of other forestry workers. Supervising crews is in-person leadership and accountability.15% Needs a person
Perform inspections of forests or forest nurseries. Forest and nursery inspections require physical presence on site.10% Needs a person
Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris. Burning, bulldozing and herbicide site prep are physical work.5% Needs a person
Direct, and participate in, forest fire suppression. Live fire suppression is physical and safety-critical.5% Needs a person

How foresters compare

All occupations (923)

Life, physical and social science (60)

Foresters score 32, marked by the dark line. Each dot is a score, darker where more occupations share it. The short marks show the averages, 37 for all occupations and 47 for life, physical and social science.

Pay and outlook in the US

Median pay
$76,400 a year, May 2025
People employed
10,430 in the US, May 2025
Projected change in jobs
+2.2% from 2024 to 2034

Skills to build

  • Check AI stand maps against ground truth in ESRI ArcGIS
  • Appraise standing timber and negotiate purchase contracts
  • Supervise harvest crews on active timber sale sites
  • Perform on-site forest and nursery inspections in person
  • Hold a state professional forester license

Safer roles nearby

4 related occupations with lower scores.

Questions about foresters and AI

Will AI replace foresters?

Partly. About 3 in 10 working hours go to tasks AI can already do, mostly mapping forest soils and vegetation to estimate timber and drafting survey reports. Field work, site decisions and crew leadership stay with people because they need a person on the ground and accountable for outcomes.

Which tasks of foresters will AI take over?

Mapping soils and vegetation to estimate standing timber scores 55 on exposure, because remote sensing and GIS classification automate much of that work. Growth and yield modeling scores 50, since AI tools handle growth data well. Drafting survey reports and management plans also moves to AI, with people reviewing the results.

Which tasks of foresters stay human?

Live fire suppression scores 5 and stays human because it is physical and safety-critical. Forest and nursery inspections score 10 since they need a person on site, and supervising forestry crews scores 15 because in-person leadership carries accountability.

How can foresters stay valuable as AI spreads?

Walk the stands yourself and log site inspections, since on-site checks stay with people. Learn ESRI ArcGIS and remote sensing so you can check AI stand maps against ground truth. Lead harvest crews on active timber sales and hold a state professional forester license. Use model outputs to set the cutting schedule and the priorities in management plans.

Next steps for foresters

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