Will AI replace Conservation Scientists?

No exposure score can predict whether AI will replace this role. The 58/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

Manage, improve, and protect natural resources to maximize their use without damaging the environment. May conduct soil surveys and develop plans to eliminate soil erosion or to protect rangelands. May instruct farmers, agricultural production managers, or ranchers in best ways to use crop rotation, contour plowing, or terracing to conserve soil and water; in the number and kind of livestock and forage plants best suited to particular ranges; and in range and farm improvements, such as fencing and reservoirs for stock watering.

Common titles

ConservationistLand Resource SpecialistResearch Soil ScientistResource ConservationistEnvironmental AnalystEnvironmental Quality Scientist

O*NET job-zone preparation

Job Zone 4 · Considerable Preparation Needed Most of these occupations require a four-year bachelor's degree, but some do not. A considerable amount of work-related skill, knowledge, or experience is needed for these occupations.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Reading ComprehensionComplex Problem SolvingSpeakingCritical ThinkingScienceWriting

Work context

Decision latitudeFrequent contact with othersIndoor controlled settingRepeating tasks

Source: O*NET 29.1 exact occupation - Conservation Scientists, SOC 19-1031.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Conservation Scientists tasks, by AI exposure

We analyzed all 20 Conservation Scientists tasks - 2 automatable, 16 augmentable and 2 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

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