Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

51.6%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Zoologists and Wildlife Biologists

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

This role is evolving

The career of Zoologists and Wildlife Biologists is labeled as "Evolving" because AI is becoming a helpful tool in their work, especially for tasks like identifying and counting species. AI can save a lot of time in data collection, but many important tasks, like designing studies and making decisions about habitats, still need human judgment and communication.

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Learn more about how you can thrive in this position

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Chat with Coach
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Analysis
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This role is evolving

The career of Zoologists and Wildlife Biologists is labeled as "Evolving" because AI is becoming a helpful tool in their work, especially for tasks like identifying and counting species. AI can save a lot of time in data collection, but many important tasks, like designing studies and making decisions about habitats, still need human judgment and communication.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Evolving iconEvolving

31.7%

31.7%

Microsoft's Working with AI

AI Applicability

Learn about this score
Evolving iconEvolving

31.8%

31.8%

Anthropic's Observed Exposure

AI Resilience

Learn about this score
Evolving iconEvolving

65.7%

65.7%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

87.8%

87.8%

Althoff & Reichardt

Economic Growth

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Evolving iconEvolving

39.1%

39.1%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

1.6%

Growth Percentile:

36.9%

Annual Openings:

1,400

Annual Openings Pct:

16.7%

Analysis of Current AI Resilience

Zoologist/Wildlife Biologist

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Wildlife researchers are already using AI as a helpful tool for some tasks, especially data collection. For example, teams train computer-vision systems on camera-trap photos and videos to automatically identify and count animals. A recent study used deep learning to recognize and count wild animals in 3.2 million images with over 93% accuracy, saving what would have been thousands of human-hours of work [1].

Another project used AI to estimate chimpanzee population density from video footage [1]. Similarly, free apps like Merlin Bird ID and iNaturalist use AI on your phone to identify birds and other species by their sounds or photos [2] [2]. Observations from these apps go straight into real scientific databases, helping researchers track wildlife.

In fact, a conservation tech catalog (WILDLABS) now lists dozens of AI/ML products (76 items) for wildlife monitoring [3].

However, many core wildlife biologist tasks still need humans. Writing reports, planning and running field studies, and advising on complex habitat decisions all require judgment and communication. AI tools might help analyze data or draft text, but experts must check and interpret results.

For now, tasks like teaching the public, designing experiments, and making management recommendations remain mostly human-led.

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AI Adoption

AI in the real world

AI tools are spreading in wildlife work, but adoption varies. Some tools are free or low-cost, which speeds use. The Merlin app, for example, is free and popular thanks to its AI features [2], and training models to analyze images has proven it can save years of manual effort [1].

Young people especially have embraced these AI nature apps — Cornell Lab scientists note many new users in their 20s and 30s sharing bird sightings on social media [2]. These factors encourage quick adoption where it helps.

On the other hand, expensive specialized gear (like drones or advanced sensors) can be costly for small conservation budgets. Wildlife agencies and NGOs must be sure new tech really improves results before switching over. Also, decisions about wildlife often involve people’s values and ethics, so managers take AI advice with care.

In sum, AI is being used more and more to help wildlife scientists (for counting species, analyzing data, and engaging the public), but human skills in judgment, communication, and care remain essential [1] [2].

Sources

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More Career Info

Career: Zoologists and Wildlife Biologists

Employment & Wage Data

Median Wage

$72,860

Jobs (2024)

18,200

Growth (2024-34)

+1.6%

Annual Openings

1,400

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

90% ResilienceSupplemental

Oversee the care and distribution of zoo animals, working with curators and zoo directors to determine the best way to contain animals, maintain their habitats and manage facilities.

2

85% ResilienceCore Task

Inform and respond to public regarding wildlife and conservation issues, such as plant identification, hunting ordinances, and nuisance wildlife.

3

80% 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.

4

80% ResilienceSupplemental

Collect and dissect animal specimens and examine specimens under microscope.

5

75% ResilienceCore Task

Make recommendations on management systems and planning for wildlife populations and habitat, consulting with stakeholders and the public at large to explore options.

6

75% ResilienceSupplemental

Coordinate preventive programs to control the outbreak of wildlife diseases.

7

70% ResilienceCore Task

Study characteristics of animals, such as origin, interrelationships, classification, life histories and 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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