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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 4/23/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Park Naturalists are somewhat more resilient to AI impacts than most occupations, according to our analysis of 4 sources.
A career as a park naturalist is labeled "Mostly Resilient" because while AI can help with sorting data and providing extra information through apps and chatbots, it can't replace the essential human tasks that naturalists do. Things like teaching visitors about nature, handling emergencies, and providing personal interactions require human judgment and empathy.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is mostly resilient
A career as a park naturalist is labeled "Mostly Resilient" because while AI can help with sorting data and providing extra information through apps and chatbots, it can't replace the essential human tasks that naturalists do. Things like teaching visitors about nature, handling emergencies, and providing personal interactions require human judgment and empathy.
Read full analysisAnalysis of Current AI Resilience
Park Naturalists
Updated Quarterly • Last Update: 5/14/2026

Right now, AI is mostly helping park naturalists rather than replacing them. On the science side, Parks Victoria rangers have rolled out the Victorian Species Recognition Model [1], an AI that identifies 212 wildlife species from camera-trap images at over 95% accuracy and more than a thousand images per minute — work that used to take humans weeks. Google has launched a similar tool, SpeciesNet, which is trained on 65 million images [2] and is being used by agencies like the Idaho Department of Fish and Game as a "first pass" before human verification.
For visitor-facing tasks like writing brochures, building exhibits, and analyzing community feedback, generative AI is helping park leaders work "smarter, faster and more efficiently" [3] and turn data into displays. But field tours, emergency response, and safety duties remain firmly human — the National Association for Environmental Education recently hosted a webinar emphasizing that AI must be used with "equity, ethics, the environment, and human-centered design in mind" [4].

Adoption could speed up because parks are under real pressure: the National Park Service has lost 24% of its permanent staff [5] since January 2025, pushing remaining staff to do more with less. Cheap, off-the-shelf tools like chatbots and species ID apps make AI an attractive helper. But adoption will stay slow for the human parts of the job — leading hikes, responding to emergencies, and inspiring kids to love nature.
Those skills (empathy, storytelling, judgment in the wild) are exactly what visitors come for, and they're things AI simply can't replicate. If you're drawn to this career, learning to use AI as a teaching sidekick will likely make you more valuable, not less.

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They teach visitors about nature, lead guided tours, and help protect plants and animals in parks.
Median Wage
$67,950
Jobs (2024)
28,500
Growth (2024-34)
+3.4%
Annual Openings
2,500
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Perform emergency duties to protect human life, government property, and natural features of park.
Conduct field trips to point out scientific, historic, and natural features of parks, forests, historic sites or other attractions.
Prepare brochures and write newspaper articles.
Confer with park staff to determine subjects and schedules for park programs.
Perform routine maintenance on park structures.
Research stories regarding the area's natural history or environment.
Plan, organize and direct activities of seasonal staff members.
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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