AITakeover Tracker
26%medium risk

Forest Fire Fighting and Prevention Supervisors

Supervise fire fighters who control and suppress fires in forests or vacant public land.

Higher risk than 22% of occupations

AI Impact Summary

Forest Fire Fighting and Prevention Supervisors faces moderate AI displacement risk with a score of 26/100. This occupation has higher AI displacement risk than 22% of all analyzed occupations. Of 28 analyzed tasks, 3 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.

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.

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)

Leadership88%

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

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

Coordination70%

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

Social Perceptiveness90%

Social Perceptiveness 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.

Persuasion80%

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

AI-Augmented Skills (7)

Judgment and Decision MakingMonitoringCritical ThinkingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Forest Fire Fighting and Prevention Supervisors 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+$5K/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+$5K/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+$6K/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 School1%
High School Diploma19%
Some College11%
Post-Secondary Certificate18%
Associate's Degree30%
Bachelor's Degree18%
Master's Degree2%
Doctoral/Professional Degree2%

Prior Experience Needed

Work experience required to enter this job

None3%
3-6 months8%
6 months - 1 year10%
1-2 years11%
2-4 years19%
4-6 years18%
6-8 years8%
8-10 years7%
Over 10 years17%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month5%
1-3 months19%
3-6 months17%
6 months - 1 year15%
1-2 years12%
2-4 years11%
4-6 years11%
6-8 years9%

How AI Impacts Each Task

28 tasks analyzed

Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios.

Risk: 23.0%AI: 20EstimatedTime: 6%

Evaluate size, location, and condition of forest fires.

Risk: 55.0%AI: 70EstimatedTime: 6%

Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters.

Risk: 17.0%AI: 5EstimatedTime: 8%

Maintain fire suppression equipment in good condition, checking equipment periodically to ensure that it is ready for use.

Risk: 47.0%AI: 35EstimatedTime: 4%

Train workers in skills such as parachute jumping, fire suppression, aerial observation, or radio communication, in the classroom or on the job.

Risk: 21.0%AI: 15EstimatedTime: 4%

Request and dispatch crews and position equipment so fires can be contained safely and effectively.

Risk: 47.0%AI: 50EstimatedTime: 5%

Operate wildland fire engines or hoselays.

Risk: 11.0%AI: 5EstimatedTime: 5%

Observe fires or crews from air to determine firefighting force requirements or to note changing conditions that will affect firefighting efforts.

Risk: 55.0%AI: 70EstimatedTime: 3%

Recruit or hire forest firefighting personnel.

Risk: 31.0%AI: 40EstimatedTime: 2%

Maintain knowledge of forest fire laws and fire prevention techniques and tactics.

Risk: 86.0%AI: 92EstimatedTime: 2%

Monitor prescribed burns to ensure that they are conducted safely and effectively.

Risk: 49.0%AI: 55EstimatedTime: 4%

Direct and supervise prescribed burn projects and prepare postburn reports, analyzing burn conditions and results.

Risk: 27.0%AI: 30EstimatedTime: 4%

Schedule employee work assignments and set work priorities.

Risk: 84.0%AI: 87EstimatedTime: 4%

Identify staff training and development needs to ensure that appropriate training can be arranged.

Risk: 31.0%AI: 40EstimatedTime: 2%

Monitor fire suppression expenditures to ensure that they are necessary and reasonable.

Risk: 86.0%AI: 92EstimatedTime: 2%

Direct investigations of suspected arson in wildfires, working closely with other investigating agencies.

Risk: 41.0%AI: 35EstimatedTime: 2%

Drive crew carriers to transport firefighters to fire sites.

Risk: 45.0%AI: 30EstimatedTime: 3%

Inspect stations, uniforms, equipment, or recreation areas to ensure compliance with safety standards, taking corrective action as necessary.

Risk: 70.0%AI: 52EstimatedTime: 3%

Perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.

Risk: 67.1%AI: 44.62ObservedTime: 5%

Regulate open burning by issuing burning permits, inspecting problem sites, issuing citations for violations of laws and ordinances, or educating the public in proper burning practices.

Risk: 29.0%AI: 35EstimatedTime: 3%

Review and evaluate employee performance.

Risk: 29.0%AI: 35EstimatedTime: 3%

Appraise damage caused by fires and prepare damage reports.

Risk: 55.0%AI: 70EstimatedTime: 3%

Recommend equipment modifications or new equipment purchases.

Risk: 49.0%AI: 55EstimatedTime: 2%

Investigate special fire issues, such as railroad fire problems, right-of-way burning, or slash disposal problems.

Risk: 41.0%AI: 35EstimatedTime: 3%

Lead work crews in the maintenance of structures or access roads in forest areas.

Risk: 19.0%AI: 10EstimatedTime: 3%

Educate the public about forest fire prevention by participating in activities such as exhibits or presentations or by distributing promotional materials.

Risk: 23.0%AI: 20EstimatedTime: 2%

Analyze burn conditions and results, and prepare postburn reports.

Risk: 51.0%AI: 60EstimatedTime: 3%

Plan, direct, and supervise prescribed burn projects.

Risk: 37.0%AI: 25EstimatedTime: 4%

Protective Factors

Total protective discount: 36.6%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityLeadershipIntegrityCooperationStress ToleranceConcern for OthersAdaptability/FlexibilityInitiativeSelf ControlPersistenceAttention to DetailAchievement/Effort

Wage & Employment (2024)

Median Wage

$92,430

per year

Mean Wage

$97,030

per year

Employment

94K

workers

Wage Range

$53,970 - $142,300

10th - 90th pct

Wage Distribution

$53,970Median: $92,430$142,300
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Forest Fire Fighting and Prevention Supervisors 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.

  • 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.

Skills to Leverage

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

  • Leadership

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

  • Adaptability/Flexibility

    Adaptability/Flexibility 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.

  • Coordination

    Coordination 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.

  • 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.

  • Critical Thinking

    Critical Thinking 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

+1.3

overall change

Checking for existing plan...