AITakeover Tracker
28%medium risk

Foresters

Manage public and private forested lands for economic, recreational, and conservation purposes. May inventory the type, amount, and location of standing timber, appraise the timber's worth, negotiate the purchase, and draw up contracts for procurement. May determine how to conserve wildlife habitats, creek beds, water quality, and soil stability, and how best to comply with environmental regulations. May devise plans for planting and growing new trees, monitor trees for healthy growth, and determine optimal harvesting schedules.

Higher risk than 28% of occupations

AI Impact Summary

Foresters faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 28% of all analyzed occupations. Of 25 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension 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.

Information Ordering5%

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

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.

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.

Negotiation85%

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

Instructing75%

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

Persuasion80%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingSystems AnalysisWritingActive LearningTechnology Design

Recommended Courses

Courses matched to Foresters 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

-7.1pt risk+$4K/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

-5.4pt risk+$4K/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

-3.8pt risk+$4K/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.

Education & Training

Percentage of workers at each education and training level

Education Level

Some College6%
Post-Secondary Certificate6%
Associate's Degree7%
Bachelor's Degree79%
Master's Degree2%

Prior Experience Needed

Work experience required to enter this job

6 months - 1 year14%
1-2 years18%
2-4 years31%
4-6 years16%
6-8 years12%
8-10 years2%
Over 10 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month17%
1-3 months10%
3-6 months8%
6 months - 1 year24%
1-2 years24%
2-4 years13%
4-6 years5%

How AI Impacts Each Task

25 tasks analyzed

Procure timber from private landowners.

Risk: 21.0%AI: 15EstimatedTime: 2%

Monitor contract compliance and results of forestry activities to assure adherence to government regulations.

Risk: 84.0%AI: 87EstimatedTime: 6%

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

Risk: 21.0%AI: 15EstimatedTime: 4%

Plan and supervise forestry projects, such as determining the type, number and placement of trees to be planted, managing tree nurseries, thinning forest and monitoring growth of new seedlings.

Risk: 43.0%AI: 40EstimatedTime: 6%

Establish short- and long-term plans for management of forest lands and forest resources.

Risk: 51.0%AI: 60EstimatedTime: 6%

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

Risk: 49.0%AI: 55EstimatedTime: 5%

Determine methods of cutting and removing timber with minimum waste and environmental damage.

Risk: 49.0%AI: 55EstimatedTime: 5%

Supervise activities of other forestry workers.

Risk: 19.0%AI: 10EstimatedTime: 5%

Perform inspections of forests or forest nurseries.

Risk: 19.0%AI: 25EstimatedTime: 6%

Plan and direct forest surveys and related studies and prepare reports and recommendations.

Risk: 49.0%AI: 55EstimatedTime: 5%

Contact local forest owners and gain permission to take inventory of the type, amount, and location of all standing timber on the property.

Risk: 23.0%AI: 20EstimatedTime: 2%

Direct, and participate in, forest fire suppression.

Risk: 11.0%AI: 5EstimatedTime: 4%

Map forest area soils and vegetation to estimate the amount of standing timber and future value and growth.

Risk: 53.0%AI: 65EstimatedTime: 4%

Choose and prepare sites for new trees, using controlled burning, bulldozers, or herbicides to clear weeds, brush, and logging debris.

Risk: 13.0%AI: 10EstimatedTime: 4%

Monitor forest-cleared lands to ensure that they are reclaimed to their most suitable end use.

Risk: 84.0%AI: 87EstimatedTime: 4%

Plan and implement projects for conservation of wildlife habitats and soil and water quality.

Risk: 47.0%AI: 50EstimatedTime: 4%

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

Risk: 23.0%AI: 20EstimatedTime: 3%

Provide advice and recommendations, as a consultant on forestry issues, to private woodlot owners, firefighters, government agencies or to companies.

Risk: 25.0%AI: 25EstimatedTime: 4%

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.

Risk: 53.0%AI: 65EstimatedTime: 4%

Monitor wildlife populations and assess the impacts of forest operations on population and habitats.

Risk: 51.0%AI: 60EstimatedTime: 3%

Develop techniques for measuring and identifying trees.

Risk: 51.0%AI: 60EstimatedTime: 3%

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

Risk: 49.0%AI: 55EstimatedTime: 3%

Plan and direct construction and maintenance of recreation facilities, fire towers, trails, roads and bridges, ensuring that they comply with guidelines and regulations set for forested public lands.

Risk: 43.0%AI: 40EstimatedTime: 2%

Conduct public educational programs on forest care and conservation.

Risk: 21.0%AI: 15EstimatedTime: 4%

Develop new techniques for wood or residue use.

Risk: 49.0%AI: 55EstimatedTime: 2%

Protective Factors

Total protective discount: 33.1%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityDependabilityAttention to DetailCooperationAdaptability/FlexibilityIndependenceInitiativeAnalytical ThinkingStress TolerancePersistenceLeadershipSelf Control

Wage & Employment (2024)

Median Wage

$70,660

per year

Mean Wage

$74,670

per year

Employment

10K

workers

Wage Range

$49,240 - $103,220

10th - 90th pct

Wage Distribution

$49,240Median: $70,660$103,220
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Natural Sciences Managers

27%
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Median salary: $161,180

Higher risk than 26% of other occupations

Zoologists and Wildlife Biologists

29%
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Median salary: $72,860

Higher risk than 31% of other occupations

Occupational Health and Safety Specialists

30%
Medium Risk

Higher risk than 40% of other occupations

Hydrologists

32%
Medium Risk

Median salary: $92,060

Higher risk than 50% of other occupations

Soil and Water Conservationists

32%
Medium Risk

Median salary: $67,950

Higher risk than 50% of other occupations

Environmental Scientists and Specialists, Including Health

32%
Medium Risk

Median salary: $80,060

Higher risk than 51% of other occupations

Environmental Science and Protection Technicians, Including Health

33%
Medium Risk

Higher risk than 55% of other occupations

Environmental Compliance Inspectors

40%
Medium Risk

Median salary: $78,420

Higher risk than 79% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Foresters professionals should diversify beyond them.

  • Reading Comprehension

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

  • Mathematics

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

  • Information Ordering

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

  • Mathematics

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

  • Memorization

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

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

  • Leadership

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

  • Coordination

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

  • Complex Problem Solving

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

  • Social Perceptiveness

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-1.8

overall change

Checking for existing plan...