High AI Risk Much Faster

Forest fire inspectors and prevention specialists

SOC Code: 33-2022

Forest fire inspectors and prevention specialists carries a 49% AI exposure score (High automation risk), with a median annual wage of $52,380 and +14.6% projected employment growth from 2024 to 2034 (BLS), affecting approximately 2,900 workers. Full task breakdown, skills, and employer data are below.

AI Exposure Score
49% High

Proportion of tasks susceptible to AI automation (O*NET analysis)

Projected Growth
+14.6%
2024–2034 (BLS)
+400 jobs
Median Annual Wage
$52,380
BLS May 2024
How wage figures are sourced →

AI Exposure vs Industry Growth

Workforce demand by occupation Sanctioned bespoke signature viz (@signature-viz, KIZ-799) showing occupation-level workforce demand from BLS OEWS data. Pure SVG, no external dependencies.Projected Growth 2024-2034 (BLS)Technology+12.8%Healthcare+10.2%Professional+7.8%Education+5.8%Construction+4.5%Finance+4.6%Logistics+3.2%Government+1.2%Manufacturing-2.1%Retail-3.4%
National AI Exposure
40%
Average across all occupations
Avg Wage Growth
+3.2%
Median annual wage change
High-Risk Roles
127
Occupations with >70% AI exposure

Total occupations tracked

832

Covering all SOC major groups

Data currency

2024

BLS Employment Projections

AI exposure avg

40%

Fleet-wide median across all roles

Methodology confidence 92.0%
Industry standard

Composite score weighing O*NET task data completeness, BLS projection methodology, and cross-validation with employer risk grades.

Employment Projections

2,900
Employment 2024
3,300
Projected 2034
+14.6%
Change (%)
+400
Change (jobs)

Occupation Insight

Forest fire inspectors and prevention specialists (SOC 33-2022) carries an AI exposure score of 49%, placing it in the High automation-risk tier. This score is computed from O*NET Database 30.0 task-level analysis, where each task an occupation performs is evaluated against current generative AI, robotic process automation, and machine-learning capabilities. A score in the 40–70% range indicates meaningful automation pressure on specific task categories, but the role as a whole still requires human judgment for coordination, exception handling, or client interaction.

The economic context matters alongside the risk score. BLS counted approximately 2,900 workers in this occupation in 2024, and projects a +14.6% change through 2034 — a strong growth outlook that compensates meaningfully for automation risk. Median annual compensation stands at $52,380, reflecting both skill scarcity and the value employers place on the tasks that remain difficult to automate. Entry typically requires High school diploma or equivalent, plus Less than 5 years of related experience.

For career planners, this profile should be read alongside the task, skill, and knowledge breakdowns below and the list of employers whose workforce composition includes Forest fire inspectors and prevention specialists. Adjacent occupations shown further down offer lateral moves that preserve industry knowledge while potentially reducing exposure. Pair the AI exposure score with the BLS employment projection and wage percentiles above for a complete career assessment.

Education & Entry Requirements

Typical Education
High school diploma or equivalent
Work Experience
Less than 5 years
On-the-Job Training
Moderate-term on-the-job training

Top Tasks (O*NET)

  1. 1. Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.
  2. 2. Conduct wildland firefighting training.
  3. 3. Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.
  4. 4. Direct crews working on firelines during forest fires.
  5. 5. Locate forest fires on area maps, using azimuth sighters and known landmarks.
  6. 6. Extinguish smaller fires with portable extinguishers, shovels, and axes.
  7. 7. Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.
  8. 8. Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.
  9. 9. Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.
  10. 10. Educate the public about fire safety and prevention.

Key Skills Required

  • Critical Thinking
  • Speaking
  • Coordination
  • Active Listening
  • Judgment and Decision Making
  • Complex Problem Solving
  • Monitoring
  • Instructing
  • Reading Comprehension
  • Writing

Knowledge Areas

  • Administration and Management
  • Customer and Personal Service
  • Education and Training
  • Personnel and Human Resources
  • Public Safety and Security
  • Law and Government
  • Computers and Electronics
  • English Language
  • Transportation
  • Administrative

Frequently Asked Questions

Will AI replace Forest fire inspectors and prevention specialists?

Forest fire inspectors and prevention specialists has an AI exposure score of 49%, indicating a high level of automation risk. Some tasks in this role can be augmented or partially automated by AI, but core responsibilities require human judgment.

What is the job outlook for Forest fire inspectors and prevention specialists?

According to BLS Employment Projections 2024-2034, Forest fire inspectors and prevention specialists is projected to grow by 14.6% over the decade. Current employment stands at approximately 2,900 workers.

What skills are needed for Forest fire inspectors and prevention specialists?

Key skills for Forest fire inspectors and prevention specialists include Critical Thinking, Speaking, Coordination, and others. Typical entry-level education is High school diploma or equivalent.

How much do Forest fire inspectors and prevention specialists earn?

The median annual wage for Forest fire inspectors and prevention specialists is $52,380, according to BLS Occupational Employment and Wage Statistics (May 2024). Actual earnings vary by location, experience, industry, and employer. The BLS publishes detailed wage percentiles by region in its Occupational Employment and Wage Statistics program.

What education is required for Forest fire inspectors and prevention specialists?

The typical entry-level education for Forest fire inspectors and prevention specialists is High school diploma or equivalent. Employers generally expect Less than 5 years of related work experience. On-the-job training typically involves Moderate-term on-the-job training. Requirements can vary by employer and specialization.

Which companies employ Forest fire inspectors and prevention specialists?

Forest fire inspectors and prevention specialists roles exist across many industries and employers. Workforce composition is estimated from BLS industry-occupation employment distributions matched to SEC-registered public companies.

AI Exposure Rating

2.5
out of 5.0

High automation risk based on 10 analyzed tasks. A moderate share of tasks may be augmented by AI tools.

Data sources: Bureau of Labor Statistics Employment Projections 2024–2034 and O*NET Database 30.0. Employment figures are rounded. Wage data from BLS Occupational Employment Statistics (OES).

Related

Data sourced from official public datasets. See our methodology for details. Retrieved and formatted by PlainWorkforce Editorial