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Occupation · 2026 assessment

Fire safety Operations Specialist

The Fire safety Operations Specialist role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

19%2026
25%2028
33%2030
43%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Initial classification of events and alerts43%
Log analysis and known-indicator detection40%
Preparing a standard incident report39%
Executing a standard response playbook36%
Investigating a novel attack or violation13%
Threat-time decisions and consequence accountability3%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Initial classification of events and alertsAI 43% · human 86%
  2. 2Log analysis and known-indicator detectionAI 40% · human 79%
  3. 3Preparing a standard incident reportAI 39% · human 86%
  4. 4Executing a standard response playbookAI 36% · human 86%
  5. 5Investigating a novel attack or violationAI 13% · human 91%
  6. 6Threat-time decisions and consequence accountabilityAI 3% · human 91%

Why technology can change this work

  • cameras, sensors and SIEM systems classify events automatically
  • AI detects anomalies and prioritizes incidents
  • some monitoring and patrol tasks shift to robots

What protects the occupation

  • decision accountability under threat
  • unknown scenarios and active adversaries
  • a large share of value comes from human judgement, trust or personal accountability
  • physical intervention or deep investigation

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$7 500per month
2035$10 850scenario estimate
2026: $7 50020262027: $7 80020272028: $8 15020282029: $8 50020292030: $8 85020302031: $9 20020312032: $9 60020322033: $10 00020332034: $10 40020342035: $10 8502035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Cybersecurity Engineer

Established resilient role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Digital Evidence Engineer

Emerging role
New role risk19%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Robot Safety Engineer

Emerging role
New role risk10%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Online Community Safety Manager

Emerging role
New role risk31%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Deepfake Forensics Analyst

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • threat assessment
  • procedural discipline
  • incident response
  • evidence preservation

Skills to build

  • AI security
  • digital forensics
  • autonomous-system security
  • deepfake detection
CurrentFire safety Operations Specialist · 19%
→
Keepthreat assessment · procedural discipline · incident response
→
AddAI security · digital forensics · autonomous-system security

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.