39
/100

SOC 33-2022

Forest Fire Inspectors and Prevention Specialists

ModerateFrey/Osborne: 4.8%

Risk Score

⚠️

39/100

Moderate

US Employment

👥

2,780

Total workers

Median Wage

💰

$52K

$34K – $100K

Projected Growth

📈

+14.6%

2023-2033 (BLS)

GenAI Exposure

🤖

59/100

Moderate exposure

How we calculate these numbers →

💡 Forest Fire Inspectors and Prevention Specialists face a risk score of 39/100 — 5 points below the national average of 44. With 59/100 GenAI exposure, this occupation faces significant pressure from AI tools despite strong projected growth. See our methodology →

💡 Workers in this field earn $52K ($6K above the national median). The 3 recommended career transitions all maintain competitive wages while reducing automation exposure. Explore transition paths →

🔍 AI Impact Analysis

With a risk score of 39/100, Forest Fire Inspectors and Prevention Specialists faces moderate automation pressure. While tasks like ai-powered surveillance and threat detection systems are increasingly handled by AI, the role retains significant human elements. The 2,780 workers in this occupation should focus on strengthening skills in physical apprehension and emergency response and de-escalation of volatile interpersonal confrontations to stay ahead. The role will likely evolve rather than disappear.

Will AI Replace Forest Fire Inspectors and Prevention Specialists?

Read our full analysis with verdict, risk factors, safe tasks, and career transition paths →

⚠️ Top Risk Factors

1

AI-powered surveillance and threat detection systems

2

Automated access control and identity verification

3

Predictive policing and crime analytics

🛡️ Tasks Safe from Automation

Physical apprehension and emergency response

De-escalation of volatile interpersonal confrontations

Navigating legally and ethically complex enforcement scenarios

Community relationship-building and trust development

📊 vs National Average

Median Wage$52K
+$6K

National avg: $46K

Risk Score39/100
-5

National avg: 44/100

GenAI Exposure59/100
+21

National avg: 38/100

Projected Growth14.6%
+10.9%

National avg: 3.7%

🔄 Career Transition Paths

OccupationRiskWageOverlap
Advertising, Marketing, Promotions, Public Relations, and Sales Managers16$145K51%
Lawyers, Judges, and Related Workers17$144K69%
Education Administrators, All Other21$89K61%