Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Zoologist/Wildlife Biologist:

50.8%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient zoologist and wildlife biologist work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For zoologists and wildlife biologists, all nine sources had data, though AI exposure was split: Microsoft rated exposure high while Will Robots Take My Job and OpenAI Signals saw strong human contribution, with others landing in the middle. Confidence is medium as a result. A low hiring outlook pulled the score down, leaving this career "Mostly Resilient."

AI Resilience Report forZoologists and Wildlife Biologists

$76,780 median salary•1,400 annual openings•SOC Code: 19-1023.00

Zoologists and Wildlife Biologists are somewhat more resilient to AI impacts than most occupations, according to our analysis of 8 sources.

Zoologist and wildlife biologist careers are labeled "Mostly Resilient" because AI is taking over the repetitive, time-consuming tasks (like sorting through thousands of camera trap photos) while leaving the most important work firmly in human hands. The skills that really define this career, including designing field studies, building relationships with local communities, and making judgment calls about how to protect wildlife and habitats, are things AI simply cannot replicate.

Learn more about how you can thrive in this position

This role is mostly resilient

Zoologist and wildlife biologist careers are labeled "Mostly Resilient" because AI is taking over the repetitive, time-consuming tasks (like sorting through thousands of camera trap photos) while leaving the most important work firmly in human hands. The skills that really define this career, including designing field studies, building relationships with local communities, and making judgment calls about how to protect wildlife and habitats, are things AI simply cannot replicate.

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Analysis of current AI resilience

Zoologist/Wildlife Biologist

Updated quarterly

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Latest AI news for Zoologist/Wildlife Biologist

These articles provide valuable insights for aspiring zoologists and wildlife biologists, highlighting how AI is reshaping the field. For instance, the piece on AI career paths emphasizes local job market dynamics, suggesting that understanding regional demands can guide career choices. Additionally, the article on AI's role in wildlife conservation illustrates how data processing is enhancing fieldwork efficiency, enabling scientists to focus on critical analysis rather than tedious tasks. Embracing AI can lead to a more resilient and innovative career in wildlife biology, positioning students to thrive in a tech-driven environment.

More Career Info

Career: Zoologists and Wildlife Biologists

They study animals and their habitats to understand their behavior and help protect wildlife and the environment.

Alternate Titles

Conservation Biologist · Fish and Wildlife Biologist · Fisheries Biologist · Wildlife Biologist · Aquatic Biologist · Fisheries and Wildlife Biological Scientist · Habitat Biologist · Migratory Game Bird Biologist · Wildlife Refuge Specialist · Zoologist

Employment & Wage Data

Median Wage

$76,780

Jobs (2025)

19,500

Growth (2025-35)

+3.6%

Annual Openings

1,400

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

94% ResilienceCore Task

Organize and conduct experimental studies with live animals in controlled or natural surroundings.

2

92% ResilienceCore Task

Study animals in their natural habitats, assessing effects of environment and industry on animals, interpreting findings and recommending alternative operating conditions for industry.

3

90% ResilienceCore Task

Develop, or make recommendations on, management systems and plans for wildlife populations and habitat, consulting with stakeholders and the public at large to explore options.

4

90% ResilienceSupplemental

Collect and dissect animal specimens and examine specimens under microscope.

5

88% ResilienceCore Task

Coordinate preventive programs to control the outbreak of wildlife diseases.

6

85% ResilienceSupplemental

Prepare collections of preserved specimens or microscopic slides for species identification and study of development or disease.

7

82% ResilienceCore Task

Study characteristics of animals, such as origin, interrelationships, classification, life histories, diseases, development, genetics, and distribution.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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