Takeover Tracker
21%low risk

Forest Firefighters

Control and suppress fires in forests or vacant public land.

Higher risk than 9% of occupations
Checking for existing plan...

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%

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.

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.

Score History

Risk score over 2 scoring runs

-1.4

overall change

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%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis