AITakeover Tracker
21%low risk

Forest Firefighters

Control and suppress fires in forests or vacant public land.

Higher risk than 9% of occupations

AI Impact Summary

Forest Firefighters faces low AI displacement risk with a score of 21/100. This occupation has higher AI displacement risk than 9% of all analyzed occupations. Of 23 analyzed tasks, 4 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.

Information Ordering5%

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

Memorization5%

Memorization 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.

Mathematics10%

Mathematics 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.

Instructing75%

Instructing 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.

Social Perceptiveness90%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Forest Firefighters 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

-6.9pt risk+$3K/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

-5.3pt risk+$3K/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

-4.2pt 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

Less than High School20%
High School Diploma61%
Level 1119%

Prior Experience Needed

Work experience required to enter this job

None65%
6 months - 1 year6%
4-6 years19%
8-10 years9%

Training Provided After Hiring

How long it typically takes to learn on the job

None20%
1-3 months1%
3-6 months19%
6 months - 1 year32%
2-4 years29%

How AI Impacts Each Task

23 tasks analyzed

Rescue fire victims, and administer emergency medical aid.

Risk: 9.0%AI: 0EstimatedTime: 3%

Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.

Risk: 74.0%AI: 62EstimatedTime: 4%

Collaborate with other firefighters as a member of a firefighting crew.

Risk: 15.0%AI: 0EstimatedTime: 5%

Patrol burned areas after fires to locate and eliminate hot spots that may restart fires.

Risk: 15.0%AI: 15EstimatedTime: 6%

Establish water supplies, connect hoses, and direct water onto fires.

Risk: 9.0%AI: 0EstimatedTime: 8%

Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.

Risk: 76.0%AI: 67EstimatedTime: 4%

Test and maintain tools, equipment, jump gear, and parachutes to ensure readiness for fire suppression activities.

Risk: 45.0%AI: 30EstimatedTime: 5%

Orient self in relation to fire, using compass and map, and collect supplies and equipment dropped by parachute.

Risk: 45.0%AI: 45EstimatedTime: 3%

Operate pumps connected to high-pressure hoses.

Risk: 49.0%AI: 40EstimatedTime: 4%

Train new employees to control and suppress forest fires.

Risk: 17.0%AI: 5EstimatedTime: 3%

Maintain fire equipment and firehouse living quarters.

Risk: 49.0%AI: 40EstimatedTime: 6%

Participate in physical training to maintain high levels of physical fitness.

Risk: 33.0%AI: 0EstimatedTime: 6%

Fell trees, cut and clear brush, and dig trenches to create firelines, using axes, chainsaws, or shovels.

Risk: 9.0%AI: 0EstimatedTime: 8%

Transport personnel and cargo to and from fire areas.

Risk: 49.0%AI: 40EstimatedTime: 4%

Take action to contain any hazardous chemicals that could catch fire, leak, or spill.

Risk: 9.0%AI: 0EstimatedTime: 2%

Inform and educate the public about fire prevention.

Risk: 36.7%AI: 54.17ObservedTime: 3%

Extinguish flames and embers to suppress fires, using shovels or engine- or hand-driven water or chemical pumps.

Risk: 9.0%AI: 0EstimatedTime: 10%

Drop weighted paper streamers from aircraft to determine the speed and direction of the wind at fire sites.

Risk: 63.0%AI: 75EstimatedTime: 2%

Participate in fire prevention and inspection programs.

Risk: 86.0%AI: 92EstimatedTime: 3%

Organize fire caches, positioning equipment for the most effective response.

Risk: 49.0%AI: 40EstimatedTime: 3%

Serve as fully trained lead helicopter crewmember and as helispot manager.

Risk: 17.0%AI: 5EstimatedTime: 2%

Perform forest maintenance and improvement tasks, such as cutting brush, planting trees, building trails, and marking timber.

Risk: 13.0%AI: 10EstimatedTime: 4%

Observe forest areas from fire lookout towers to spot potential problems.

Risk: 88.0%AI: 97EstimatedTime: 2%

Protective Factors

Total protective discount: 35.2%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAdaptability/FlexibilityStress ToleranceSelf ControlInitiativeCooperationLeadershipAttention to DetailIntegrityPersistenceConcern for OthersAchievement/Effort

Wage & Employment (2024)

Median Wage

$59,530

per year

Mean Wage

$63,890

per year

Employment

332K

workers

Wage Range

$34,490 - $101,330

10th - 90th pct

Wage Distribution

$34,490Median: $59,530$101,330
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Recommendations

Skills to Develop

These skills are at risk from AI automation. Forest Firefighters 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.

  • Information Ordering

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

  • Memorization

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

  • Mathematics

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

  • Mathematics

    Mathematics 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.

  • Manual Dexterity

    Manual Dexterity 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.

  • 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.

  • Active Learning

    Active Learning 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.

Score History

Risk score over 2 scoring runs

-1.4

overall change

Checking for existing plan...