Gini Loh System Tools

AI Automation Index

Will AI Replace Forest and Conservation Technicians?

Task-level automation exposure for Forest and Conservation Technicians: 20 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

39% weighted task index

20 of 20 tasks scored

Median Salary

$54,560 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

30,410 people hold this job — size, not growth

Projected 2025–35

-2.1% employment change

3,800 openings a year · BLS line item

Pay by state

BLS OEWS publishes 45 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$33,920 – $68,600

Highest medians

North Dakota $68,600
Alaska $68,160
Maryland $64,980
Wisconsin $62,700
Louisiana $59,370

Lowest medians

Missouri $33,920
Kansas $41,660
Kentucky $43,660
Michigan $45,760
Utah $47,940

State figures come from the 19-4071 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 39%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 20%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 60%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 24%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 21/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

20 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 26%

6 tasks

Medium exposure (≥ 35%) 28%

5 tasks

Low exposure (below 35%) 46%

9 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Emerging & rewritten tasks

Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.

  • New 08/2018 · Incumbent

    Develop contracts related to operations.

  • New 08/2018 · Incumbent

    Monitor environmental conditions such as temperature or humidity.

  • New 05/2025 · AI/SME

    Operate and manage drone technology for aerial surveys and mapping, wildlife monitoring, and forest health assessments.

  • New 08/2018 · Incumbent

    Write reports on forestry or conservation activities.

Constituent Tasks

#5566 · Core · 3% automatable

Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.

physical manipulation — Cultivating land is heavy physical labor

Cultivate land.
#5563 · Core · 36% automatable

Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.

interpersonal — Technical procedure training needs live demonstration and correction

Train personnel in technical or scientific procedures. Supervise scientific or technical personnel.
#5570 · Core · 45% automatable

Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.

decision support — Emergency advice needs situated judgment and authority

Advise others on management of emergencies or hazardous situations or materials.
#5569 · Core · 15% automatable

Patrol park or forest areas to protect resources and prevent damage.

situated mobility — Patrolling properties is embodied mobile work

Patrol properties to maintain safety. Patrol natural areas to ensure safety or enforce regulations.
#21061 · Core · 54% automatable

Map forest tract data using digital mapping systems.

data analysis — Record research or operational data into schemas

Survey land or properties. Prepare maps. Record research or operational data.
#5571 · Supplemental · 82% automatable

Keep records of the amount and condition of logs taken to mills.

data analysis — Record research or operational data into schemas

Record research or operational data.
#5567 · Supplemental · 28% automatable

Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.

interpersonal — Managing farm operations needs situated human judgment

Manage agricultural or forestry operations.
#5564 · Supplemental · 28% automatable

Monitor activities of logging companies and contractors.

interpersonal — Managing farm operations needs situated human judgment

Manage agricultural or forestry operations.
#5578 · Supplemental · 3% automatable

Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.

physical manipulation — Cultivating land is heavy physical labor

Cultivate land.
#5576 · Supplemental · 28% automatable

Plan and supervise construction of access routes and forest roads.

interpersonal — Managing farm operations needs situated human judgment

Manage agricultural or forestry operations.
#5565 · Supplemental · 65% automatable

Select and mark trees for thinning or logging, drawing detailed plans that include access roads.

data analysis — Record inventory data; field collection is human

Create maps. Record agricultural or forestry inventory data.
#5572 · Supplemental · 28% automatable

Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.

interpersonal — Managing farm operations needs situated human judgment

Manage agricultural or forestry operations.
#5574 · Supplemental · 65% automatable

Develop and maintain computer databases.

text generation — Technical DB design drafted; domain validation human

Develop technical or scientific databases.
#5581 · Supplemental · 19% automatable

Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.

visual inspection — Inspecting natural environments needs field observation

Inspect condition of natural environments. Collect biological specimens.
#5575 · Supplemental · 51% automatable

Measure distances, clean sightlines, and record data to help survey crews.

data analysis — Record research or operational data into schemas

Survey land or properties. Record research or operational data.
#5573 · Supplemental · 72% automatable

Issue fire permits, timber permits, and other forest use licenses.

text generation — Draft permit docs; human verifies requirements

Prepare documentation for permits or licenses.
#5568 · Supplemental · 40% automatable

Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.

visual inspection — Generates maps from data; cartographic judgment human

Survey land or properties. Prepare maps.
#5577 · Supplemental · 65% automatable

Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.

information retrieval — Environmental advice is knowledge-based with review

Advise others about environmental management or conservation.
#5580 · Supplemental · 65% automatable

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.

information retrieval — Environmental advice is knowledge-based with review

Advise others about environmental management or conservation.
#5579 · Supplemental · 21% automatable

Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.

data analysis — Ecosystem research aided; sampling requires humans

Conduct research of processes in natural or industrial ecosystems. Collect geographical or geological field data. Collect environmental data or samples.
Embed this calculator on your site ↓

Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.

<div class="giniloh-calculator-embed" data-calculator="forest-and-conservation-technicians"></div> <script src="https://giniloh.com/embed.js" async></script>

Community Sentiment

Do you agree?

Do you agree with the AI automation risk score calculated for this occupation?

Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

Related Article

Engineer at work

Best AI Proof Jobs in a Changing Market

Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.

Read Article ->