AITakeover Tracker
28%medium risk

Forest and Conservation Technicians

Provide technical assistance regarding the conservation of soil, water, forests, or related natural resources. May compile data pertaining to size, content, condition, and other characteristics of forest tracts, under the direction of foresters; or train and lead forest workers in forest propagation, fire prevention and suppression. May assist conservation scientists in managing, improving, and protecting rangelands and wildlife habitats.

Green Increased DemandHigher risk than 29% of occupations

AI Impact Summary

Forest and Conservation Technicians faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 29% of all analyzed occupations. Of 24 analyzed tasks, 7 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)

Information Ordering5%

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

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.

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.

Social Perceptiveness90%

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

Coordination70%

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

Instructing75%

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

Manual Dexterity80%

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

Service Orientation82%

Service Orientation 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.

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingMonitoringSystems AnalysisWritingActive LearningTechnology Design

Recommended Courses

Courses matched to Forest and Conservation Technicians 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

-7.4pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.2pt risk

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

-3.9pt risk

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

High School Diploma35%
Some College5%
Post-Secondary Certificate10%
Associate's Degree35%
Bachelor's Degree14%
Master's Degree1%

Prior Experience Needed

Work experience required to enter this job

None11%
3-6 months15%
6 months - 1 year25%
1-2 years18%
2-4 years4%
4-6 years3%
6-8 years3%
8-10 years12%
Over 10 years8%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month11%
1-3 months7%
3-6 months17%
6 months - 1 year26%
1-2 years18%
2-4 years7%
4-6 years11%

How AI Impacts Each Task

24 tasks analyzed

Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.

Risk: 13.0%AI: 10EstimatedTime: 8%

Keep records of the amount and condition of logs taken to mills.

Risk: 85.2%AI: 90EstimatedTime: 3%

Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs.

Risk: 23.0%AI: 20EstimatedTime: 6%

Monitor activities of logging companies and contractors.

Risk: 27.0%AI: 30EstimatedTime: 5%

Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement.

Risk: 17.0%AI: 20EstimatedTime: 6%

Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.

Risk: 23.0%AI: 20EstimatedTime: 6%

Plan and supervise construction of access routes and forest roads.

Risk: 47.0%AI: 50EstimatedTime: 4%

Select and mark trees for thinning or logging, drawing detailed plans that include access roads.

Risk: 51.0%AI: 60EstimatedTime: 5%

Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs.

Risk: 25.0%AI: 25EstimatedTime: 5%

Patrol park or forest areas to protect resources and prevent damage.

Risk: 19.0%AI: 25EstimatedTime: 6%

Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.

Risk: 35.8%AI: 52.08ObservedTime: 5%

Develop and maintain computer databases.

Risk: 72.4%AI: 57.9ObservedTime: 3%

Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage.

Risk: 43.0%AI: 40EstimatedTime: 5%

Measure distances, clean sightlines, and record data to help survey crews.

Risk: 51.0%AI: 45EstimatedTime: 4%

Issue fire permits, timber permits, and other forest use licenses.

Risk: 87.2%AI: 95EstimatedTime: 2%

Map forest tract data using digital mapping systems.

Risk: 87.2%AI: 95EstimatedTime: 4%

Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections.

Risk: 53.0%AI: 65EstimatedTime: 4%

Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public.

Risk: 29.0%AI: 35EstimatedTime: 4%

Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research.

Risk: 49.0%AI: 55EstimatedTime: 2%

Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils.

Risk: 43.0%AI: 40EstimatedTime: 3%

Install gauges, stream flow recorders, and soil moisture measuring instruments, and collect and record data from them to assist with watershed analysis.

Risk: 17.0%AI: 20EstimatedTime: 2%

Write reports on forestry or conservation activities.

Risk: 85.2%AI: 90EstimatedTime: 4%

Develop contracts related to operations.

Risk: 83.2%AI: 85EstimatedTime: 2%

Monitor environmental conditions such as temperature or humidity.

Risk: 86.0%AI: 92EstimatedTime: 2%

Protective Factors

Total protective discount: 32.2%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityAdaptability/FlexibilityDependabilityCooperationAttention to DetailIndependenceConcern for OthersPersistenceSelf ControlLeadershipAchievement/EffortInitiative
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Forest and Conservation Technicians professionals should diversify beyond them.

  • Information Ordering

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

  • 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.

  • 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.

  • Social Perceptiveness

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

  • Coordination

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

  • Instructing

    Instructing 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.

  • 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.

  • Monitoring

    Monitoring 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

-1.5

overall change

Checking for existing plan...