Conservation Scientists

Most exposed tasks

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

• Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.71
• Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques.67
• Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities.62

Augmentable tasks

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

• Develop or maintain working relationships with local government staff or board members.58
• Respond to complaints or questions on wetland jurisdiction, providing information or clarification.57
• Compute cost estimates of different conservation practices, based on needs of land users, maintenance requirements, or life expectancy of practices.52

Most durable tasks

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

• Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans.33

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 52 puts Conservation Scientists in the third quartile of analyzed occupations. In practice, exposure this high is about the mix: 4 of 20 analyzed tasks lean automatable, 15 augmentable, and 1 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: audit how much of your week sits in the exposed tasks above — then shift time toward the durable set or investigate the adjacent roles below.

Lower-exposure adjacent roles

Shown only when the target is at least 10 points lower under the same score version and skill overlap is at least 50%. These are adjacent roles with lower task exposure — not guaranteed “safe careers”.

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.

• Range Managers 50
• Soil and Plant Scientists 48
• Water Resource Specialists 47
• Brownfield Redevelopment Specialists and Site Managers 47
• Environmental Engineers 43
• Forensic Science Technicians 52

FAQ — Conservation Scientists

What does a score of 52 mean for a Conservation Scientists?

It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 52 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: Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations; Enter local soil, water, or other environmental data into adaptive or Web-based decision tools to identify appropriate analyses or techniques; Provide information, knowledge, expertise, or training to government agencies at all levels to solve water or soil management problems or to assure coordination of resource protection activities. Exposure is scored per task from structured data, not generated by a language model.

Which parts of this job are most durable?

The most durable responsibilities are: Develop, conduct, or participate in surveys, studies, or investigations of various land uses to inform corrective action plans. 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.