Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

66.7%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

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

Foresters

They manage and protect forests by planning tree growth, preventing fires, and ensuring wildlife habitats are healthy.

This role is evolving

Forestry is labeled as "Evolving" because while traditional hands-on work is still crucial, AI tools are increasingly being integrated to enhance how foresters plan and monitor forests. Drones and satellite imagery help foresters quickly map and identify issues in forests, allowing them to make more informed decisions.

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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 evolving

Forestry is labeled as "Evolving" because while traditional hands-on work is still crucial, AI tools are increasingly being integrated to enhance how foresters plan and monitor forests. Drones and satellite imagery help foresters quickly map and identify issues in forests, allowing them to make more informed decisions.

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

Learn about this score
Evolving iconEvolving

68.8%

68.8%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

83.0%

83.0%

Will Robots Take My Job

Automation Resilience

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Stable iconStable

77.5%

77.5%

Althoff & Reichardt

Economic Growth

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Evolving iconEvolving

39.1%

39.1%

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):

1.2%

Growth Percentile:

33.3%

Annual Openings:

1,100

Annual Openings Pct:

12.3%

Analysis of Current AI Resilience

Foresters

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Forestry work is still mostly hands-on, but new tools help foresters do it better. For example, drones and satellites now map forests and spot problems faster than people alone [1] [2]. AI programs can count trees, check health, or even flag illegal logging by analyzing images [3] [1].

In these “monitoring” tasks, AI gives quick data, but humans still inspect and decide how to act. Clearing land and planting remains physical work. Controlled burns or bulldozers aren’t done by robots yet, though even spraying weeds can now use drone-guided sprayers [2].

Foresters use AI tools mainly for planning and analysis. Smart models (like the global MATRIX growth model) learn from field data and satellites to predict how forests will grow [4]. Software like SIMANFOR helps plan planting and harvesting under different scenarios.

In other words, AI often augments the forester: giving better maps, predictions, or summaries [3] [5]. Experts note that trusted AI in forestry works best with a “human-in-the-loop,” where the forester’s experience guides the technology [5] [3].

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AI Adoption

AI in the real world

New forestry AI tools are emerging, but will spread slowly. Drones and satellite analysis exist, but require good data and trained teams to use them [3] [1]. Buying high-tech equipment and learning to use AI can be expensive for government or small forestry groups.

In remote woods, internet or GPS might be weak, making some AI tools hard to use. On the other hand, AI can save time and help in places with few workers. For example, appliances that check thousands of trees quickly can free foresters to focus on important decisions [1] [2].

People also care about safety and nature. Communities trust human judgment on forests, so fully automatic decisions may face caution. Laws and rules are being updated for drones and data use [2].

In the end, foresters’ knowledge of ecosystems, trees, and communities remains essential. AI is another tool – not a replacement – and can make the job more interesting and effective for future forestry professionals [5] [3].

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More Career Info

Career: Foresters

Employment & Wage Data

Median Wage

$70,660

Jobs (2024)

13,800

Growth (2024-34)

+1.2%

Annual Openings

1,100

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

90% ResilienceSupplemental

Procure timber from private landowners.

2

85% ResilienceSupplemental

Negotiate terms and conditions of agreements and contracts for forest harvesting, forest management and leasing of forest lands.

3

85% ResilienceSupplemental

Subcontract with loggers or pulpwood cutters for tree removal and to aid in road layout.

4

85% ResilienceSupplemental

Study different tree species' classification, life history, light and soil requirements, adaptation to new environmental conditions and resistance to disease and insects.

5

80% ResilienceCore Task

Direct, and participate in, forest fire suppression.

6

80% ResilienceSupplemental

Analyze effect of forest conditions on tree growth rates and tree species prevalence and the yield, duration, seed production, growth viability, and germination of different species.

7

80% ResilienceSupplemental

Plan cutting programs and manage timber sales from harvested areas, assisting companies to achieve production goals.

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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