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.
AI Impact Summary
Forest Fire Inspectors and Prevention Specialists faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 55% of all analyzed occupations. Of 16 analyzed tasks, 5 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.
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.
Memorization 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.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Forest Fire Inspectors and Prevention Specialists 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
Google UX Design Professional Certificate
by Google
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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
16 tasks analyzed
Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.
Direct crews working on firelines during forest fires.
Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.
Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.
Extinguish smaller fires with portable extinguishers, shovels, and axes.
Locate forest fires on area maps, using azimuth sighters and known landmarks.
Maintain records and logbooks.
Restrict public access and recreational use of forest lands during critical fire seasons.
Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.
Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.
Direct maintenance and repair of firefighting equipment, or requisition new equipment.
Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.
Inspect camp sites to ensure that campers are in compliance with forest use regulations.
Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.
Educate the public about fire safety and prevention.
Conduct wildland firefighting training.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions. | 87Estimated | 84.0% | 8% | |
| Direct crews working on firelines during forest fires. | 5Estimated | 17.0% | 8% | |
| Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone. | 70Estimated | 55.0% | 8% | |
| Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations. | 62Estimated | 74.0% | 5% | |
| Extinguish smaller fires with portable extinguishers, shovels, and axes. | 5Estimated | 11.0% | 5% | |
| Locate forest fires on area maps, using azimuth sighters and known landmarks. | 80Estimated | 59.0% | 5% | |
| Maintain records and logbooks. | 92Estimated | 86.0% | 8% | |
| Restrict public access and recreational use of forest lands during critical fire seasons. | 72Estimated | 78.0% | 3% | |
| Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition. | 52Estimated | 70.0% | 5% | |
| Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena. | 60Estimated | 33.0% | 15% | |
| Direct maintenance and repair of firefighting equipment, or requisition new equipment. | 40Estimated | 31.0% | 5% | |
| Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations. | 97Estimated | 88.0% | 5% | |
| Inspect camp sites to ensure that campers are in compliance with forest use regulations. | 42Estimated | 66.0% | 5% | |
| Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures. | 60Estimated | 51.0% | 5% | |
| Educate the public about fire safety and prevention. | 30Estimated | 27.0% | 5% | |
| Conduct wildland firefighting training. | 15Estimated | 21.0% | 5% |
Protective Factors
Total protective discount: 35.4%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$52,380
per year
Mean Wage
$61,820
per year
Employment
3K
workers
Wage Range
$33,590 - $100,450
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Forest Fire Inspectors and Prevention Specialists 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.
- 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.
- Memorization
Memorization 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.
- 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.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing 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.
Score History
Risk score over 2 scoring runs
overall change