Forest Fire Fighting and Prevention Supervisors
Supervise fire fighters who control and suppress fires in forests or vacant public land.
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)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Forest Fire Fighting and Prevention Supervisors skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
28 tasks analyzed
Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios.
Evaluate size, location, and condition of forest fires.
Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters.
Maintain fire suppression equipment in good condition, checking equipment periodically to ensure that it is ready for use.
Train workers in skills such as parachute jumping, fire suppression, aerial observation, or radio communication, in the classroom or on the job.
Request and dispatch crews and position equipment so fires can be contained safely and effectively.
Operate wildland fire engines or hoselays.
Observe fires or crews from air to determine firefighting force requirements or to note changing conditions that will affect firefighting efforts.
Recruit or hire forest firefighting personnel.
Maintain knowledge of forest fire laws and fire prevention techniques and tactics.
Monitor prescribed burns to ensure that they are conducted safely and effectively.
Direct and supervise prescribed burn projects and prepare postburn reports, analyzing burn conditions and results.
Schedule employee work assignments and set work priorities.
Identify staff training and development needs to ensure that appropriate training can be arranged.
Monitor fire suppression expenditures to ensure that they are necessary and reasonable.
Direct investigations of suspected arson in wildfires, working closely with other investigating agencies.
Drive crew carriers to transport firefighters to fire sites.
Inspect stations, uniforms, equipment, or recreation areas to ensure compliance with safety standards, taking corrective action as necessary.
Perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence.
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.
Review and evaluate employee performance.
Appraise damage caused by fires and prepare damage reports.
Recommend equipment modifications or new equipment purchases.
Investigate special fire issues, such as railroad fire problems, right-of-way burning, or slash disposal problems.
Lead work crews in the maintenance of structures or access roads in forest areas.
Educate the public about forest fire prevention by participating in activities such as exhibits or presentations or by distributing promotional materials.
Analyze burn conditions and results, and prepare postburn reports.
Plan, direct, and supervise prescribed burn projects.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios. | 20Estimated | 23.0% | 6% | |
| Evaluate size, location, and condition of forest fires. | 70Estimated | 55.0% | 6% | |
| Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters. | 5Estimated | 17.0% | 8% | |
| Maintain fire suppression equipment in good condition, checking equipment periodically to ensure that it is ready for use. | 35Estimated | 47.0% | 4% | |
| Train workers in skills such as parachute jumping, fire suppression, aerial observation, or radio communication, in the classroom or on the job. | 15Estimated | 21.0% | 4% | |
| Request and dispatch crews and position equipment so fires can be contained safely and effectively. | 50Estimated | 47.0% | 5% | |
| Operate wildland fire engines or hoselays. | 5Estimated | 11.0% | 5% | |
| Observe fires or crews from air to determine firefighting force requirements or to note changing conditions that will affect firefighting efforts. | 70Estimated | 55.0% | 3% | |
| Recruit or hire forest firefighting personnel. | 40Estimated | 31.0% | 2% | |
| Maintain knowledge of forest fire laws and fire prevention techniques and tactics. | 92Estimated | 86.0% | 2% | |
| Monitor prescribed burns to ensure that they are conducted safely and effectively. | 55Estimated | 49.0% | 4% | |
| Direct and supervise prescribed burn projects and prepare postburn reports, analyzing burn conditions and results. | 30Estimated | 27.0% | 4% | |
| Schedule employee work assignments and set work priorities. | 87Estimated | 84.0% | 4% | |
| Identify staff training and development needs to ensure that appropriate training can be arranged. | 40Estimated | 31.0% | 2% | |
| Monitor fire suppression expenditures to ensure that they are necessary and reasonable. | 92Estimated | 86.0% | 2% | |
| Direct investigations of suspected arson in wildfires, working closely with other investigating agencies. | 35Estimated | 41.0% | 2% | |
| Drive crew carriers to transport firefighters to fire sites. | 30Estimated | 45.0% | 3% | |
| Inspect stations, uniforms, equipment, or recreation areas to ensure compliance with safety standards, taking corrective action as necessary. | 52Estimated | 70.0% | 3% | |
| Perform administrative duties, such as compiling and maintaining records, completing forms, preparing reports, or composing correspondence. | 44.62Observed | 67.1% | 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. | 35Estimated | 29.0% | 3% | |
| Review and evaluate employee performance. | 35Estimated | 29.0% | 3% | |
| Appraise damage caused by fires and prepare damage reports. | 70Estimated | 55.0% | 3% | |
| Recommend equipment modifications or new equipment purchases. | 55Estimated | 49.0% | 2% | |
| Investigate special fire issues, such as railroad fire problems, right-of-way burning, or slash disposal problems. | 35Estimated | 41.0% | 3% | |
| Lead work crews in the maintenance of structures or access roads in forest areas. | 10Estimated | 19.0% | 3% | |
| Educate the public about forest fire prevention by participating in activities such as exhibits or presentations or by distributing promotional materials. | 20Estimated | 23.0% | 2% | |
| Analyze burn conditions and results, and prepare postburn reports. | 60Estimated | 51.0% | 3% | |
| Plan, direct, and supervise prescribed burn projects. | 25Estimated | 37.0% | 4% |
Protective Factors
Total protective discount: 36.6%
Essential Soft Skills
Traits that are hard for AI to replicate
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
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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
overall change