Conservation Scientists

Most exposed tasks

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

• Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.70
• Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.60
• Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.60

Augmentable tasks

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

• Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.55
• Analyze results of investigations to determine measures needed to maintain or restore proper soil management.55
• Compile or interpret biodata to determine extent or type of wetlands or to aid in program formulation.50

Most durable tasks

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

• Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.20
• Visit areas affected by erosion problems to identify causes or determine solutions.20
• Monitor projects during or after construction to ensure projects conform to design specifications.25

Task exposure values and classifications are published, versioned estimates audited against the anchored rubric. This page reads them from the data release rather than generating them at request time. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 41 puts Conservation Scientists in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 3 of 20 analyzed tasks lean automatable, 9 augmentable, and 8 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.

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

• $73,010median wage
• 25,950employed
• 2,500annual openings
• +3.5%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.

• Environmental Restoration Planners 42
• Industrial Ecologists 47
• Range Managers 34
• Environmental Scientists and Specialists, Including Health 42
• Soil and Plant Scientists 33
• Water Resource Specialists 44

How this score was calculated

FAQ — Conservation Scientists

Will AI replace Conservation Scientists?

This score cannot predict whether this occupation or any individual job will be replaced. It shows which tasks current and near-term AI can perform or accelerate, which tasks remain more durable, and where a worker can adapt. Employer decisions, demand, regulation, and how the role changes are outside the score.

What does a score of 41 mean for a Conservation Scientists?

It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 41 on a 0–100 exposure scale — in the third quartile 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?

The highest-exposure tasks are: Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques; Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations; Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices. Exposure comes from the published, rubric-scored data release rather than being generated when you open this page.

Which parts of this job are most durable?

The most durable responsibilities are: Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans; Visit areas affected by erosion problems to identify causes or determine solutions; Monitor projects during or after construction to ensure projects conform to design specifications. 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.