Somewhat Resilient

Last Update: 8/30/2026

AI Resilience Score for Forestry & Conserv. Teacher:

43.3%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Contributing sources

Methodology and Scoring Rationale

To score how resilient forestry and conservation science teaching at the postsecondary level is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. 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 forestry and conservation science teachers, all eight sources had data, but AI exposure was split: Anthropic and Will Robots Take My Job saw the work staying firmly human, while AI Resilience Model, Microsoft, and OpenAI Signals flagged meaningful AI reach. That disagreement, combined with a low hiring outlook from BLS Opportunity Score, keeps confidence at medium. The score lands at "Somewhat Resilient."

AI Resilience Report forForestry and Conservation Science Teachers, Postsecondary

$101,420 median salary100 annual openingsSOC Code: 25-1043.00

Forestry and Conservation Science Teachers, Postsecondary are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

This career lands in "Somewhat Resilient" because AI is already changing a real chunk of the day-to-day work, like drafting syllabi, building rubrics, and grading, but the heart of the job stays very human. Leading students through field research, mentoring them in conservation work, and making expert judgment calls in the forest are things AI simply cannot do well, and forestry experts themselves have pushed back hard on letting AI make critical decisions without human oversight.

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

This role is somewhat resilient

This career lands in "Somewhat Resilient" because AI is already changing a real chunk of the day-to-day work, like drafting syllabi, building rubrics, and grading, but the heart of the job stays very human. Leading students through field research, mentoring them in conservation work, and making expert judgment calls in the forest are things AI simply cannot do well, and forestry experts themselves have pushed back hard on letting AI make critical decisions without human oversight.

Read full analysis

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

Analysis of Current AI Resilience

Forestry & Conserv. Teacher

Updated Quarterly

Analysis
Suggested Actions
State of Automation

How is AI changing Forestry & Conserv. Teacher jobs?

Right now, AI in the forestry and conservation classroom is mostly being used to augment professors rather than replace them. Anthropic's analysis of about 74,000 conversations educators had with Claude found that the majority — or 57% of the conversations analyzed — related to curriculum development, like designing lesson plans and assignments, while about 7% of the conversations Anthropic analyzed were about grading student work. That matches the tasks flagged as most automatable in your role — record-keeping, syllabus drafting, and exam grading.

A Georgia State professor told NPR [1] that she also uses Gemini to create grading rubrics and it's a massive time-saver.

For the field-specific work — supervising lab and field research or advising student clubs — automation is barely happening. A Northern Arizona University School of Forestry study [2] found that no one in forestry wants AI to replace human expertise or make critical decisions without oversight from real people, and a Journal of Forestry field note [3] warned that outcomes from artificial intelligence need to be evaluated with caution rather than accepted without examination because chatbot answers about basic tree science can be inconsistent.

Reveal More
AI Adoption

How fast is AI adoption growing for Forestry & Conserv. Teacher?

Adoption of the "helper" side of AI is moving fast. A Cal State survey of 94,000 people [4] found that the vast majority of respondents (95 percent) have used at least one of the 21 AI tools listed in the survey, and a Digital Education Council 2026 global survey [5] reported that 77 percent of faculty said they use AI in some way for teaching or research. Cheap tools plus overworked professors make the economic case easy for administrative tasks.

But adoption is slower for anything high-stakes. Coursera's 2026 higher education report [6] found that only 25% of faculty believe they and their peers have the right skills to use AI to their advantage, and forestry faculty in the NAU study [2] worry about the 'black box' problem where they can't understand AI's decision-making process, creating serious accountability issues. The good news for anyone considering this career: mentoring students in the woods, running labs, and guiding conservation research are exactly the human skills AI can't replicate — so your job is likely to change shape, not disappear.

Reveal More
Will AI replace Forestry & Conserv. Teacher?

Will AI replace Forestry & Conserv. Teacher?

Not entirely. We think AI will take over some tasks, but not the whole job.

Our 43.3% AI Resilience Score reflects real pressure on this career. The administrative side of the role is already changing fast. Professors are using AI to draft lesson plans, build grading rubrics, and handle record-keeping, and that trend is accelerating. A global survey found that 77% of faculty now use AI in some way for teaching or research [5], and the economic case for automating paperwork is hard to argue against.

What AI cannot do is take students into the field. Supervising forest research, mentoring conservation projects, and building the kind of judgment that comes from years of hands-on experience in real ecosystems, those stay human. Forestry faculty themselves have pushed back on AI taking over critical decisions, and researchers have flagged that chatbot answers about basic tree science can be inconsistent and need careful evaluation before anyone trusts them (link.springer.com, news.nau.edu).

The honest concern here is job market health. Employer demand for this role is low through 2034, so competition for positions will be real regardless of AI. If you love this field, go in with eyes open: the teaching itself is resilient, but the number of available seats is the bigger challenge to plan around.

Reveal More
Career Village Logo

Help us improve this report.

Tell us if this analysis feels accurate or we missed something.

Share your feedback

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for Forestry & Conserv. Teacher

These articles highlight the resilience of Forestry and Conservation Science Teachers in the face of AI advancements. With a low AI replacement risk score of 35/100, educators in this field are less likely to be displaced. For instance, the article from kiwidynamics.com illustrates how AI can enhance teaching methods and resource management, providing tools that support educators rather than replace them. Additionally, the task force report emphasizes AI's potential to optimize conservation strategies, showcasing how teachers can leverage technology to improve outcomes in their field.

More Career Info

Career: Forestry and Conservation Science Teachers, Postsecondary

They teach college students about forests and how to protect natural resources, guiding them through lessons and research in environmental science.

Employment & Wage Data

Median Wage

$101,420

Jobs (2025)

1,800

Growth (2025-35)

+2.8%

Annual Openings

100

Education

Doctoral or professional 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

96% ResilienceCore Task

Supervise students' laboratory or field work.

2

96% ResilienceCore Task

Act as advisers to student organizations.

3

95% ResilienceCore Task

Supervise undergraduate or graduate teaching, internship, and research work.

4

95% ResilienceCore Task

Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.

5

95% ResilienceSupplemental

Participate in campus and community events.

6

94% ResilienceSupplemental

Perform administrative duties, such as serving as department head.

7

92% ResilienceCore Task

Conduct research in a particular field of knowledge and publish findings in books, professional journals, or electronic media.

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.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.