Somewhat Resilient
Last Update: 7/31/2026
AI Resilience Score for Park Naturalists:
47.9%
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.
Med
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.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
AI Resilience Report forPark Naturalists
$73,010 median salary•2,500 annual openings•SOC Code: 19-1031.03
Park Naturalists are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.
Park naturalists earn a "Somewhat Resilient" label because AI is already taking over some real chunks of their work, like identifying wildlife from camera images and drafting visitor materials, which means the job is genuinely changing rather than staying the same. The good news is that the heart of this career, leading hikes, inspiring curiosity in kids, handling emergencies, and making judgment calls in the field, requires human empathy and presence that AI simply cannot replicate.
Learn more about how you can thrive in this position
This role is somewhat resilient
Park naturalists earn a "Somewhat Resilient" label because AI is already taking over some real chunks of their work, like identifying wildlife from camera images and drafting visitor materials, which means the job is genuinely changing rather than staying the same. The good news is that the heart of this career, leading hikes, inspiring curiosity in kids, handling emergencies, and making judgment calls in the field, requires human empathy and presence that AI simply cannot replicate.
Read full analysisLearn more about how you can thrive in this position
Analysis of Current AI Resilience
Park Naturalists
Updated Quarterly

How is AI changing Park Naturalists jobs?
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].
Sources

How fast is AI adoption growing for Park Naturalists?
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.
Sources

Will AI replace Park Naturalists?
Not entirely. We think AI will take over some tasks, but not the whole job.
Park naturalists are already working alongside AI tools that handle the repetitive, data-heavy parts of the role. Species recognition models can identify hundreds of wildlife species from camera-trap images at impressive speed [1], and generative AI is helping park teams produce brochures and exhibits faster than before [3]. These are real shifts in how the job gets done day to day.
But the core of this work stays human. Leading a trail hike, calming a scared visitor, sparking a kid's curiosity about a hawk overhead, making judgment calls during an emergency in the backcountry: none of that is something AI can replicate. The National Association for Environmental Education has emphasized that AI use in environmental education must center human-centered design and ethics [4], which signals that the field itself is pushing back against full automation.
Our 47.9% AI Resilience Score reflects a real tension here. Staffing pressures are genuine, with the National Park Service having lost a significant share of permanent staff since early 2025 [5], which could push AI adoption faster. Still, we believe naturalists who learn to use AI as a tool rather than fear it as a replacement will find the most opportunity going forward.
Sources

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Latest AI news for Park Naturalists
These articles highlight how AI can enhance, rather than replace, the role of park naturalists. For instance, AI technologies improve species identification and ecological monitoring, allowing naturalists to focus on visitor engagement and education. The breakdown in the "AI Career Shield" article shows that 40% of a naturalist's tasks require human skills, underscoring the importance of developing interpersonal and observational abilities. Embracing AI tools can help future park naturalists adapt and thrive in their careers, ensuring they remain essential in conservation and education efforts.
Park Naturalist: 54/100 — Adapt - AI Career Shield
careershield.me • 7/20/2026
40% of the Park Naturalist role requires uniquely human capabilities. See the task-by-task AI exposure breakdown and your 90-day upskilling plan.
Ecology Careers in the AI Era: Early‐Career Data Literacy ...
pmc.ncbi.nlm.nih.gov • 7/20/2026
by MK Meliane · 2026 — The rapid adoption of artificial intelligence (AI) in ecology signals a shift in how organizations structure entry‐level positions and the role ... Read more
Will AI replace park naturalists?
www.careerexplorer.com • 7/20/2026
5 days ago — Will AI replace park naturalists? No — but AI is improving species identification, ecological monitoring, and visitor engagement. AI species ... Read more
Impact of AI on National Parks industry
www.reddit.com • 7/20/2026
Wildlife Monitoring and Conservation: AI can be used to analyze data from camera traps and drones to monitor wildlife populations and movements. Read more

LinkedIn pushes its AI-powered job search in witty OOH campaign in NYC
adage.com • 6/26/2025
LinkedIn is using a big out-of-home campaign to promote its AI-powered job search, promising that the tool can help you discover jobs that truly align with...
More Career Info
Career: Park Naturalists
They teach visitors about nature, lead guided tours, and help protect plants and animals in parks.
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Employment & Wage Data
Median Wage
$73,010
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
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Perform emergency duties to protect human life, government property, and natural features of park.
2
Conduct field trips to point out scientific, historic, and natural features of parks, forests, historic sites or other attractions.
3
Prepare brochures and write newspaper articles.
4
Confer with park staff to determine subjects and schedules for park programs.
5
Perform routine maintenance on park structures.
6
Research stories regarding the area's natural history or environment.
7
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.
