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needsahuman.

Will AI replace foresters?

A little.

This job scores 76 out of 100 on (higher is safer). Today people do 34% of the work with AI’s help, and 66% still needs a person.

Updated 3 October 2026 19-1032 9112 2026-Q4
Life, Physical, and Social ScienceForesters19-1032 · 2026-Q4
0% AI does it34% AI helps66% needs a human
Your job's name, lit by the work that still needs a human.Needs a human 66%AI helps 34%AI does it 0%

AI does it: AI can do the task largely by itself. AI helps: a person still does it, faster with AI. Needs a human: AI can do little of it yet.

Each ridge is a slice of the job's task time.Needs a human 66%AI helps 34%AI does it 0%
The job’s mark

No two jobs leave the same print

Every job gets its own fingerprint, drawn from its code. The amber ridges are the share of task time that still needs a person. Below them, the same ridges are written out in ones and zeros: slate for the work AI helps with, white for the work AI can do.

Foresters, O*NET-SOC 19-1032. 66% of the job’s task time still needs a human, so 66 of every 100 ridges are amber; slate is what AI helps with, white what AI can do.

What AI can and cannot do

The tasks that make up the job, from , and where AI stands on each today: , (a person does it, with AI speeding it up) or . 66% of the still needs a human.

Each block is one task; its height is its share of working time.Needs a human 66%AI helps 34%AI does it 0%
The job's task list: the parts AI can do are blacked out.Needs a human 66%AI helps 34%AI does it 0%
Establish short- and long-term plans for management of forest lands and forest resources.AI helps
Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.AI helps
Determine methods of cutting and removing timber with minimum waste and environmental damage.Needs a human
Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.Needs a human
Perform inspections of forests or forest nurseries.Needs a human
Monitor contract compliance and results of forestry activities to assure adherence to government regulations.Needs a human
Supervise activities of other forestry workers.Needs a human
Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.AI helps
Develop techniques for measuring and identifying trees.Needs a human
Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.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.Needs a human
Plan and direct forest surveys and related studies and prepare reports and recommendations.AI helps
Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris.Needs a human
Plan and implement projects for conservation of wildlife habitats and soil and water quality.Needs a human
Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.AI helps
Direct, and participate in, forest fire suppression.Needs a human
Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.AI helps
Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout.Needs a human
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.AI helps
Conduct public educational programs on forest care and conservation.Needs a human
Procure timber from private landowners.Needs a human
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.Needs a human
Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.Needs a human
Monitor wildlife populations and assess the impacts of forest operations on population and habitats.Needs a human
Develop new techniques for wood or residue use.Needs a human

Is it better than a person? The evidence

No direct test against people in this job yet. Every study is , and vendor studies are labelled as such.

When could it be replaced?

When AI could largely do this job: no sooner than 2039

Most likely after 2039 (8 in 10 of our scenarios). A range from our of how fast AI improves, how fast employers take it up and what holds it back, not a forecast that the job ends. “” has a strict meaning here. Today’s answer is at the top of the page; this is how it could change.

The sand is the human working years left, measured in the same 40-year glass for every job, so a safe trade starts nearly full and an exposed job with a thin layer.

The sand is the human working years left, in the same 40-year glass for every job.Years still needing a humanYears run out

How this job could shift, year by year

Where the job could sit on our scale each year to 2060, across the ten behind its .

Today
Will AI replace this job?
A little.
By 2045
60%
of our scenarios have AI largely doing this job by 2045 (Largely.)
10% still have it mostly needing a person (A little. or Nah.)
By 2060
90%
of our scenarios have AI largely doing this job by 2060 (Largely.)
10% still have it mostly needing a person (A little. or Nah.)

We run this job as ten scenarios spread across its replacement range. In each, the score moves towards the bottom band (Largely: AI could largely do the job) by the year that scenario reaches it, slowly at first and faster later, as adoption usually goes. Each bar splits the ten by the band they put the job in. The model stops at 2060. How the timeline works

Share of this job's scenarios in each verdict band, today to 20600%25%50%75%100%2026: 100.0% of scenarios: AI could do a little of this job (A little.)100%Today2030: 100.0% of scenarios: AI could do a little of this job (A little.)100%20302035: 30.0% of scenarios: AI could do a little of this job (A little.)30%2035: 40.0% of scenarios: AI could partly do this job (Partly.)40%2035: 30.0% of scenarios: AI could mostly do this job (Mostly.)30%20352040: 10.0% of scenarios: AI could do a little of this job (A little.)10%2040: 30.0% of scenarios: AI could partly do this job (Partly.)30%2040: 20.0% of scenarios: AI could mostly do this job (Mostly.)20%2040: 40.0% of scenarios: AI could largely do this job (Largely.)40%20402045: 10.0% of scenarios: AI could do a little of this job (A little.)10%2045: 30.0% of scenarios: AI could mostly do this job (Mostly.)30%2045: 60.0% of scenarios: AI could largely do this job (Largely.)60%20452050: 10.0% of scenarios: AI could do a little of this job (A little.)10%2050: 20.0% of scenarios: AI could mostly do this job (Mostly.)20%2050: 70.0% of scenarios: AI could largely do this job (Largely.)70%20502055: 10.0% of scenarios: AI could do a little of this job (A little.)10%2055: 90.0% of scenarios: AI could largely do this job (Largely.)90%20552060: 10.0% of scenarios: AI could do a little of this job (A little.)10%2060: 90.0% of scenarios: AI could largely do this job (Largely.)90%2060
Will AI replace the job?Largely.Mostly.Partly.A little.Nah.
Share of this job's scenarios in each band, year by year. Updated with every release.
Show the data
YearLargelyMostlyPartlyA littleNah
Today (2026)0.0%0.0%0.0%100.0%0.0%
20300.0%0.0%0.0%100.0%0.0%
20350.0%30.0%40.0%30.0%0.0%
204040.0%20.0%30.0%10.0%0.0%
204560.0%30.0%0.0%10.0%0.0%
205070.0%20.0%0.0%10.0%0.0%
205590.0%0.0%0.0%10.0%0.0%
206090.0%0.0%0.0%10.0%0.0%

What’s stopping AI taking over?

The things that keep this work with people, strongest first. Each is scored 0 to 100 from work context, licensing and the evidence we have.

LiabilityMistakes are rated 3.3 out of 5 for consequence and decisions 3.9 out of 5 for impact; someone has to answer for them.
Evidence gapNo study yet compares AI with people doing this job, so employers have no proof it is good enough.
Clients want a personFace-to-face contact is rated 4.4 and physical closeness 2.5 out of 5; caring for or serving people is 2.4 out of 5 in importance.
RegulationWorkers rate responsibility for others' health and safety 3.9 out of 5.
Physical work35% of the task time is physical; robots have been shown on 38% of that time.
LicensingUsual entry requirement (BLS): bachelor's degree.

What would it cost to hand the work to AI?

The share of the year AI could handle (420 of 2,080 hours a year), priced two ways. Both are ranges, not quotes.

AI model usage, a year
$40–$4,200
A person’s wage for the same hours
$10,260–$22,160

AI cost covers model usage only: no integration, licences, oversight or the human time still needed to review the work. Human cost is the wage for the same hours, without benefits or overheads. As of 2026-10.

Robots and humanoids

AI software can only take the work at a screen. The rest needs a robot that can do it.

35%
of the task time is physical work
Dexterous humanoid
the kind of robot the physical work would need
Not commercial: no cited robot does most of this work; humanoids are at demonstration and pilot stage.

Source: Anthropic Economic Index, 'What work can robots do?' (30 September 2026); O*NET 31.0 task weights.

Which AI skills does this job lean on?

The job’s task time split by what an AI model would need to be good at, and where models stand today.

Each star is a task, grouped by the AI skill it leans on.Needs a human 66%AI helps 34%AI does it 0%
Writing · 0% of time
Strong
Drafts, edits and translates most routine documents at professional quality.
Analysis · 39.6% of time
Strong
Reliable on structured data and rules; uneven on judgement calls with thin information.
Coding · 0% of time
Strong
Agents complete many routine software tasks end to end; larger systems still need people.
Vision and design · 3.6% of time
Good
Reads documents, images and layouts well; specialist imaging needs dedicated, approved tools.
Speech · 2.8% of time
Good
Voice agents handle routine calls and live interpreting; complex or sensitive calls still go to people.
Planning and agents · 20.9% of time
Emerging
Multi-step agents work in narrow, well-tooled workflows; open-ended coordination is unreliable.
Physical manipulation · 11.9% of time
Early
Robots handle structured, repetitive handling; general dexterity outside fixed settings is not commercial.
Care and persuasion · 21.1% of time
Limited
Can script, coach and advise; trust, presence and accountability still need a person.
Amber matter holds its orbit, slate circles the inner disc, white falls in.Needs a human 66%AI helps 34%AI does it 0%
How exposed is it?

Still needs a human: 76/100↑ safer

The amber matter on the outside holds its orbit: that is the task time that still needs a person. The slate matter circling the inner disc is the work AI helps with. The white matter is the share AI can do; it spirals in and is gone over the edge.

The matter follows the job’s task split: 66% needs a human, 34% AI helps, 0% AI does it. Still needs a human: 76/100 ↑ safer. Will AI replace them? A little.

What the AIs say

We asked four AI assistants the same question: will AI replace this job in the next 10 years? One word (Yes, Partly or No), then one sentence. Our own answer, from the data: Still needs a human: 76/100 ↑ safer. Will AI replace them? A little.

ChatGPTPartly

AI will automate some monitoring, mapping, and decision-support tasks, but foresters’ field judgment, ecological expertise, and stakeholder work will remain essential.

gpt-5.5-2026-04-23 · asked 2026-10-03
ClaudeNo

Foresters rely on hands-on judgment, physical fieldwork, regulatory knowledge, and relationship-based stakeholder management that AI can support but not replicate within this timeframe.

claude-sonnet-5 · asked 2026-10-03
GeminiNo

While AI will significantly enhance data analysis, mapping, and planning, it cannot replace the complex physical labor, on-the-ground ecological assessments, and nuanced local decision-making required of foresters.

gemini-3.8-flash · asked 2026-10-03
PerplexityPartly

AI will automate and augment mapping, monitoring, analysis, and reporting, but foresters’ fieldwork, ecological judgment, and stakeholder responsibilities are unlikely to be fully replaced within 10 years.

sonar · asked 2026-10-03

Assistants answer from what they learned in training (Perplexity also searches the web), so they can be confidently wrong, and the same question can get a different answer tomorrow. Our score is built from task data and graded evidence. Answers collected through DataForSEO.

Cite this page

NeedsAHuman.com (2026). Will AI replace Foresters? A little. Still needs a human: 76/100, higher is safer; release 2026-Q4. https://needsahuman.com/jobs/foresters/ (accessed 4 October 2026).

Scores change with each , so cite the release. The data is open under : credit NeedsAHuman.com with a link. Open data · Press

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The badge updates itself with each release and links back to this page.

Sources

  • Tasks and work context: 31.0, ().
  • Jobs, pay and projections: US , and 2025–35.
  • How AI is used today: ; Microsoft Research, .
  • What AI can do: our task ratings ( r1) and the quality evidence register.
  • UK names and employment: coding index and .

How each score is built: methodology. Every figure on this page: open data. Release 2026-Q4.