Forest Firefighters
Control and suppress fires in forests or vacant public land.
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)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering 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.
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)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
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
23 tasks analyzed
Rescue fire victims, and administer emergency medical aid.
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.
Collaborate with other firefighters as a member of a firefighting crew.
Patrol burned areas after fires to locate and eliminate hot spots that may restart fires.
Establish water supplies, connect hoses, and direct water onto fires.
Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.
Test and maintain tools, equipment, jump gear, and parachutes to ensure readiness for fire suppression activities.
Orient self in relation to fire, using compass and map, and collect supplies and equipment dropped by parachute.
Operate pumps connected to high-pressure hoses.
Train new employees to control and suppress forest fires.
Maintain fire equipment and firehouse living quarters.
Participate in physical training to maintain high levels of physical fitness.
Fell trees, cut and clear brush, and dig trenches to create firelines, using axes, chainsaws, or shovels.
Transport personnel and cargo to and from fire areas.
Take action to contain any hazardous chemicals that could catch fire, leak, or spill.
Inform and educate the public about fire prevention.
Extinguish flames and embers to suppress fires, using shovels or engine- or hand-driven water or chemical pumps.
Drop weighted paper streamers from aircraft to determine the speed and direction of the wind at fire sites.
Participate in fire prevention and inspection programs.
Organize fire caches, positioning equipment for the most effective response.
Serve as fully trained lead helicopter crewmember and as helispot manager.
Perform forest maintenance and improvement tasks, such as cutting brush, planting trees, building trails, and marking timber.
Observe forest areas from fire lookout towers to spot potential problems.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Rescue fire victims, and administer emergency medical aid. | 0Estimated | 9.0% | 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. | 62Estimated | 74.0% | 4% | |
| Collaborate with other firefighters as a member of a firefighting crew. | 0Estimated | 15.0% | 5% | |
| Patrol burned areas after fires to locate and eliminate hot spots that may restart fires. | 15Estimated | 15.0% | 6% | |
| Establish water supplies, connect hoses, and direct water onto fires. | 0Estimated | 9.0% | 8% | |
| Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences. | 67Estimated | 76.0% | 4% | |
| Test and maintain tools, equipment, jump gear, and parachutes to ensure readiness for fire suppression activities. | 30Estimated | 45.0% | 5% | |
| Orient self in relation to fire, using compass and map, and collect supplies and equipment dropped by parachute. | 45Estimated | 45.0% | 3% | |
| Operate pumps connected to high-pressure hoses. | 40Estimated | 49.0% | 4% | |
| Train new employees to control and suppress forest fires. | 5Estimated | 17.0% | 3% | |
| Maintain fire equipment and firehouse living quarters. | 40Estimated | 49.0% | 6% | |
| Participate in physical training to maintain high levels of physical fitness. | 0Estimated | 33.0% | 6% | |
| Fell trees, cut and clear brush, and dig trenches to create firelines, using axes, chainsaws, or shovels. | 0Estimated | 9.0% | 8% | |
| Transport personnel and cargo to and from fire areas. | 40Estimated | 49.0% | 4% | |
| Take action to contain any hazardous chemicals that could catch fire, leak, or spill. | 0Estimated | 9.0% | 2% | |
| Inform and educate the public about fire prevention. | 54.17Observed | 36.7% | 3% | |
| Extinguish flames and embers to suppress fires, using shovels or engine- or hand-driven water or chemical pumps. | 0Estimated | 9.0% | 10% | |
| Drop weighted paper streamers from aircraft to determine the speed and direction of the wind at fire sites. | 75Estimated | 63.0% | 2% | |
| Participate in fire prevention and inspection programs. | 92Estimated | 86.0% | 3% | |
| Organize fire caches, positioning equipment for the most effective response. | 40Estimated | 49.0% | 3% | |
| Serve as fully trained lead helicopter crewmember and as helispot manager. | 5Estimated | 17.0% | 2% | |
| Perform forest maintenance and improvement tasks, such as cutting brush, planting trees, building trails, and marking timber. | 10Estimated | 13.0% | 4% | |
| Observe forest areas from fire lookout towers to spot potential problems. | 97Estimated | 88.0% | 2% |
Protective Factors
Total protective discount: 35.2%
Essential Soft Skills
Traits that are hard for AI to replicate
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
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsMunicipal Firefighters
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Higher risk than 3% of other occupations
Explosives Workers, Ordnance Handling Experts, and Blasters
21%Higher risk than 10% of other occupations
Electrical Power-Line Installers and Repairers
22%Median salary: $92,560
Higher risk than 11% of other occupations
Hazardous Materials Removal Workers
22%Median salary: $48,490
Higher risk than 11% of other occupations
First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers
25%Median salary: $56,170
Higher risk than 20% of other occupations
Forest Fire Fighting and Prevention Supervisors
26%Median salary: $92,430
Higher risk than 22% of other occupations
Municipal Fire Fighting and Prevention Supervisors
27%Median salary: $92,430
Higher risk than 25% of other occupations
Ship and Boat Captains
28%Median salary: $85,540
Higher risk than 28% of other occupations
Forest and Conservation Technicians
28%Higher risk than 29% of other occupations
Rotary Drill Operators, Oil and Gas
28%Median salary: $65,010
Higher risk than 31% of other occupations
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
overall change