Somewhat Resilient

Last Update: 10/7/2026

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

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 salary•100 annual openings•SOC 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

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.

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Analysis of current AI resilience

Forestry & Conserv. Teacher

Updated quarterly

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Latest AI news for Forestry & Conserv. Teacher

The articles highlight the evolving landscape for Forestry and Conservation Science Teachers due to AI advancements. The first article discusses the potential replacement risks posed by AI, emphasizing the need for educators to adapt and integrate technology into their teaching methods. The second article offers real job opportunities, underscoring that despite AI challenges, there is still demand for qualified teachers in the field. By embracing AI as a tool for enhancing education, future educators can build resilience in their careers, ensuring they remain relevant and impactful in shaping future conservationists.

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.

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