Forest and Conservation Workers

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

No strongly automatable task in the current data release.

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

• Confer with other workers to discuss issues, such as safety, cutting heights, or work needs.38
• Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.35

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

• Erect signs or fences, using posthole diggers, shovels, or other hand tools.21
• Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.24
• Thin or space trees, using power thinning saws.24

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 29 puts Forest and Conservation Workers in the least-exposed quarter of analyzed occupations. In practice, exposure this level is about the mix: 0 of 17 analyzed tasks lean automatable, 2 augmentable, and 15 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: lean into the durable core above and adopt AI on the routine remainder before it becomes a mandate.

Lower-exposure adjacent roles

No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.

Labor-market context

• $43,680median wage
• 6,050employed
• 2,000annual openings
• -4.6%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Related roles

Adjacent by skills or family — no exposure claim implied.

• Forest and Conservation Technicians 56
• Foresters 46
• Farmworkers and Laborers, Crop, Nursery, and Greenhouse 37
• Range Managers 50
• Tree Trimmers and Pruners 23
• Conservation Scientists 52

FAQ — Forest and Conservation Workers

What does a score of 29 mean for a Forest and Conservation Workers?

It means that, weighted across the 17 tasks we analyzed for this role, the task mix sits at 29 on a 0–100 exposure scale — in the least-exposed quarter of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.

Which tasks in this role are most exposed to AI?

This role has no strongly automatable task in the current data release.

Which parts of this job are most durable?

The most durable responsibilities are: Erect signs or fences, using posthole diggers, shovels, or other hand tools; Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated; Thin or space trees, using power thinning saws. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.

Is this score personalized to me?

No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.