Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

49.8%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

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

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.

This role is evolving

The career of Forestry and Conservation Science Teachers at the college level is labeled as "Evolving" because AI is starting to assist with tasks like grading, saving teachers time and allowing them to focus more on teaching and research. Teachers are beginning to use AI to help plan courses and create content, making AI a helpful partner instead of a replacement.

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This role is evolving

The career of Forestry and Conservation Science Teachers at the college level is labeled as "Evolving" because AI is starting to assist with tasks like grading, saving teachers time and allowing them to focus more on teaching and research. Teachers are beginning to use AI to help plan courses and create content, making AI a helpful partner instead of a replacement.

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

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Stable iconStable

86.2%

86.2%

Microsoft's Working with AI

AI Applicability

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Changing fast iconChanging fast

9.2%

9.2%

Anthropic's Economic Index

Evolving iconEvolving

42.7%

42.7%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

98.0%

98.0%

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):

4.0%

Growth Percentile:

62.9%

Annual Openings:

100

Annual Openings Pct:

0.3%

Analysis of Current AI Resilience

Forestry & Conserv. Teacher

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Right now, most forestry college teaching tasks still need a person, but AI is starting to help with things like grading. Studies of AI-type “automated grading” tools show they can grade tests and essays faster, more consistently, and even give feedback, which saves professors a lot of time [1] [2]. For example, some educators already use chatbots like ChatGPT to mark quizzes or draft comments.

In one analysis, about 7% of teacher–AI conversations were about student assessments, and almost half of those handed grading to the AI [2]. However, experts warn AI isn’t perfect: it often misses the subtle ideas in long essays and complex problem-solving. Students say AI grading feels fairer in some ways, but professors still need to check everything and add their own insight [1] [1].

Other core tasks remain mostly human jobs. Collaborating with other teachers on research or classes hasn’t been taken over by software – ordinary tools like video calls and shared documents (with maybe a bit of AI help for writing) are used, but people do the real work [3] [2]. Similarly, holding office hours to advise students or reviewing papers for journals rely on a teacher’s personal expertise and mentorship.

These complex social and field-specific tasks are hard for AI to do. We found no AI that can really replace a professor’s face-to-face guidance, lab advising, or curriculum planning, so those remain human-driven [1] [3].

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AI Adoption

AI in the real world

AI tools are already available and cheap (many are free for basic use), which makes it easy for schools and teachers to try them. This could lead to faster adoption – for example, if grading AI lets professors focus on teaching or research, colleges save money. In higher education, researchers suggest imagining AI as a “secondary collaborator” for professors, helping to develop ideas or materials [3].

In fact, one report found most faculty–AI chats were about planning courses (57%) or research (13%), not grading [2]. This shows teachers want to use AI to help create content and lessons. Those experts even recommend teachers embrace AI help for better learning outcomes [3].

On the other hand, adoption is likely to be gradual because of concerns. Many professors worry about AI accuracy and fairness [1] [2]. For example, one analysis noted almost half the teachers who used AI for grading maybe did so too much – solely relying on the tool – which experts called “concerning” [2].

Schools are also debating rules: some only allow AI for certain tasks to prevent cheating. In fact, students have pushed back when they saw teachers using AI tools that students weren’t allowed to use [2]. Finally, forestry teaching often involves hands-on field work and personal mentorship.

Human skills like guiding a lab field trip or giving career advice are still essential and hard for any AI to copy.

Overall, AI will probably grow as a helpful assistant in this field – doing repetitive or research tasks more quickly – but it won’t replace the human teacher. The educators’ goal will still be to harness AI where it helps (for grading or content prep) while keeping the personal, creative, and ethical parts of teaching firmly in human hands [1] [3]. Human qualities like experience with nature, personal encouragement, and real-world lab coaching remain at the heart of forestry education, even as technology lends a hand.

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More Career Info

Career: Forestry and Conservation Science Teachers, Postsecondary

Employment & Wage Data

Median Wage

$100,830

Jobs (2024)

1,600

Growth (2024-34)

+4.0%

Annual Openings

100

Education

Doctoral or professional 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

Compile bibliographies of specialized materials for outside reading assignments.

2

85% ResilienceCore Task

Select and obtain materials and supplies such as textbooks and laboratory equipment.

3

85% ResilienceSupplemental

Participate in campus and community events.

4

80% ResilienceCore Task

Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.

5

80% ResilienceCore Task

Maintain regularly scheduled office hours to advise and assist students.

6

80% ResilienceCore Task

Review papers for colleagues and scientific journals.

7

75% ResilienceCore Task

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

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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