Takeover Tracker
33%medium risk

Forest Fire Inspectors and Prevention Specialists

Enforce fire regulations, inspect forest for fire hazards and recommend forest fire prevention or control measures. May report forest fires and weather conditions.

Higher risk than 55% of occupations
Checking for existing plan...

How AI Impacts Each Task

16 tasks analyzed

Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.

Risk: 84.0%AI: 87EstimatedTime: 8%

Direct crews working on firelines during forest fires.

Risk: 17.0%AI: 5EstimatedTime: 8%

Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.

Risk: 55.0%AI: 70EstimatedTime: 8%

Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.

Risk: 74.0%AI: 62EstimatedTime: 5%

Extinguish smaller fires with portable extinguishers, shovels, and axes.

Risk: 11.0%AI: 5EstimatedTime: 5%

Locate forest fires on area maps, using azimuth sighters and known landmarks.

Risk: 59.0%AI: 80EstimatedTime: 5%

Maintain records and logbooks.

Risk: 86.0%AI: 92EstimatedTime: 8%

Restrict public access and recreational use of forest lands during critical fire seasons.

Risk: 78.0%AI: 72EstimatedTime: 3%

Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.

Risk: 70.0%AI: 52EstimatedTime: 5%

Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.

Risk: 33.0%AI: 60EstimatedTime: 15%

Direct maintenance and repair of firefighting equipment, or requisition new equipment.

Risk: 31.0%AI: 40EstimatedTime: 5%

Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.

Risk: 88.0%AI: 97EstimatedTime: 5%

Inspect camp sites to ensure that campers are in compliance with forest use regulations.

Risk: 66.0%AI: 42EstimatedTime: 5%

Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.

Risk: 51.0%AI: 60EstimatedTime: 5%

Educate the public about fire safety and prevention.

Risk: 27.0%AI: 30EstimatedTime: 5%

Conduct wildland firefighting training.

Risk: 21.0%AI: 15EstimatedTime: 5%

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.

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.

Memorization5%

Memorization 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.

Persuasion80%

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

Negotiation85%

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

Instructing75%

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

Recommended Courses

Courses matched to Forest Fire Inspectors and Prevention Specialists 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

-7pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.4pt 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

-3.9pt risk+$3K/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

+1.0

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School1%
High School Diploma3%
Some College1%
Post-Secondary Certificate1%
Associate's Degree4%
Bachelor's Degree89%
Level 101%

Prior Experience Needed

Work experience required to enter this job

None1%
Up to 1 month1%
6 months - 1 year2%
1-2 years3%
2-4 years2%
4-6 years1%
6-8 years89%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None1%
1-3 months1%
6 months - 1 year5%
1-2 years1%
2-4 years2%
4-6 years89%
6-8 years1%

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