Takeover Tracker
26%medium risk

Forest and Conservation Workers

Under supervision, perform manual labor necessary to develop, maintain, or protect areas such as forests, forested areas, woodlands, wetlands, and rangelands through such activities as raising and transporting seedlings; combating insects, pests, and diseases harmful to plant life; and building structures to control water, erosion, and leaching of soil. Includes forester aides, seedling pullers, and tree planters.

Higher risk than 22% of occupations
Checking for existing plan...

How AI Impacts Each Task

22 tasks analyzed

Gather, package, or deliver forest products to buyers.

Risk: 47.0%AI: 35EstimatedTime: 4%

Sow or harvest cover crops, such as alfalfa.

Risk: 51.0%AI: 45EstimatedTime: 3%

Check equipment to ensure that it is operating properly.

Risk: 49.0%AI: 40EstimatedTime: 8%

Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.

Risk: 53.0%AI: 50EstimatedTime: 5%

Maintain tallies of trees examined and counted during tree marking or measuring efforts.

Risk: 86.0%AI: 92EstimatedTime: 4%

Confer with other workers to discuss issues such as safety, cutting heights, or work needs.

Risk: 23.0%AI: 20EstimatedTime: 5%

Identify diseased or undesirable trees and remove them, using power saws or hand saws.

Risk: 13.0%AI: 10EstimatedTime: 8%

Drag cut trees from cutting areas and load trees onto trucks.

Risk: 47.0%AI: 35EstimatedTime: 4%

Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.

Risk: 57.0%AI: 60EstimatedTime: 3%

Operate skidders, bulldozers, or other prime movers to pull a variety of scarification or site preparation equipment over areas to be regenerated.

Risk: 17.0%AI: 20EstimatedTime: 6%

Perform fire protection or suppression duties, such as constructing fire breaks or disposing of brush.

Risk: 13.0%AI: 10EstimatedTime: 6%

Explain or enforce regulations regarding camping, vehicle use, fires, use of buildings, or sanitation.

Risk: 21.0%AI: 15EstimatedTime: 5%

Examine and grade trees according to standard charts and staple color-coded grade tags to limbs.

Risk: 49.0%AI: 40EstimatedTime: 3%

Erect signs or fences, using posthole diggers, shovels, or other hand tools.

Risk: 47.0%AI: 35EstimatedTime: 4%

Fight forest fires or perform prescribed burning tasks under the direction of fire suppression officers or forestry technicians.

Risk: 11.0%AI: 5EstimatedTime: 5%

Provide assistance to forest survey crews by clearing site-lines, holding measuring tools, or setting stakes.

Risk: 47.0%AI: 35EstimatedTime: 4%

Select or cut trees according to markings or sizes, types, or grades.

Risk: 47.0%AI: 35EstimatedTime: 5%

Maintain campsites or recreational areas, replenishing firewood or other supplies and cleaning kitchens or restrooms.

Risk: 47.0%AI: 35EstimatedTime: 5%

Thin or space trees, using power thinning saws.

Risk: 47.0%AI: 35EstimatedTime: 4%

Select tree seedlings, prepare the ground, or plant the trees in reforestation areas, using manual planting tools.

Risk: 51.0%AI: 45EstimatedTime: 4%

Prune or shear tree tops or limbs to control growth, increase density, or improve shape.

Risk: 13.0%AI: 10EstimatedTime: 3%

Create field maps using geographic information systems technology.

Risk: 86.0%AI: 92EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Forest and Conservation Workers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.7pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

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Score History

Risk score over 2 scoring runs

-1.1

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School5%
High School Diploma8%
Some College2%
Post-Secondary Certificate12%
Associate's Degree14%
Bachelor's Degree58%

Prior Experience Needed

Work experience required to enter this job

None4%
Up to 1 month1%
1-3 months3%
3-6 months4%
6 months - 1 year4%
1-2 years30%
2-4 years17%
4-6 years24%
6-8 years12%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None14%
Up to 1 month3%
1-3 months28%
3-6 months2%
6 months - 1 year33%
1-2 years7%
2-4 years13%

Related News

Recent articles about AI affecting this occupation

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Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis