AI exposure: Fire Inspectors and Investigators
Inspect buildings to detect fire hazards and enforce local ordinances and state laws, or investigate and gather facts to determine cause of fires and explosions.
Reading this score
computedAt 16.5% of weighted task load, Fire Inspectors and Investigators sits at the 28th percentile, below the point where a job's centre of gravity has moved. 63.7% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 30 tasks it averages 2.26 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Write detailed reports of fire inspections performed, fire code violations observed, and..., at 73.3%. The least is Arrange for the replacement of defective fire fighting equipment and for repair of fire alarm..., at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within protective service occupations, this one is less exposed than the median of 18.9% across the group's 26 roles, with 17 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 30 tasks, 6 are currently banded exposed, 8 assisted and 16 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.45 | 0-4 |
| Embodiment | 1.86 | 0-3 |
| Presence | 1.68 | 0-3 |
| Accountability | 1.91 | 0-3 |
| Context | 1.96 | 0-3 |
| Verification cost | 2.26 | 0-3 |
Task by task
30 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Write detailed reports of fire inspections performed, fire code violations observed, and corrective recommendations offered. | 73.3% | 26.7% | 0.0% | 4.40 | exposed |
| Review blueprints and plans for new or remodeled buildings to ensure the structures meet fire safety codes. | 50.0% | 25.0% | 25.0% | 4.20 | exposed |
| Identify corrective actions necessary to bring properties into compliance with applicable fire codes, laws, regulations, and standards, and explain these measures to property owners or their representatives. | 40.0% | 35.0% | 25.0% | 4.37 | exposed |
| Develop or review fire exit plans. | 35.0% | 40.0% | 25.0% | 4.31 | assisted |
| Recommend changes to fire prevention, inspection, and fire code endorsement procedures. | 35.0% | 40.0% | 25.0% | 3.66 | assisted |
| Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects. | 33.3% | 29.2% | 37.5% | 4.87 | exposed |
| Instruct children about the dangers of fire. | 30.0% | 20.0% | 50.0% | 4.53 | exposed |
| Teach public education programs on fire safety and prevention. | 30.0% | 20.0% | 50.0% | 3.87 | exposed |
| Issue permits for public assemblies. | 23.3% | 26.7% | 50.0% | 3.96 | assisted |
| Conduct fire exit drills to monitor and evaluate evacuation procedures. | 20.0% | 30.0% | 50.0% | 3.96 | assisted |
| Teach fire investigation techniques to other firefighter personnel. | 17.5% | 20.0% | 62.5% | 4.05 | untouched |
| Supervise staff, training them, planning their work, and evaluating their performance. | 15.6% | 34.4% | 50.0% | 3.92 | assisted |
| Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance. | 13.8% | 23.8% | 62.5% | 4.43 | untouched |
| Conduct internal investigation to determine negligence and violation of laws and regulations by fire department employees. | 13.3% | 36.7% | 50.0% | 4.40 | assisted |
| Develop and coordinate fire prevention programs, such as false alarm billing, fire inspection reporting, and hazardous materials management. | 13.3% | 36.7% | 50.0% | 3.82 | assisted |
| Conduct inspections and acceptance testing of newly installed fire protection systems. | 10.0% | 15.0% | 75.0% | 4.67 | untouched |
| Inspect and test fire protection or fire detection systems to verify that such systems are installed in accordance with appropriate laws, codes, ordinances, regulations, and standards. | 10.0% | 15.0% | 75.0% | 4.30 | untouched |
| Analyze evidence and other information to determine probable cause of fire or explosion. | 6.7% | 43.3% | 50.0% | 4.64 | assisted |
| Photograph damage and evidence related to causes of fires or explosions to document investigation findings. | 5.0% | 20.0% | 75.0% | 4.61 | untouched |
| Coordinate efforts with other organizations, such as law enforcement agencies. | 5.0% | 20.0% | 75.0% | 4.29 | untouched |
| Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits. | 3.3% | 21.7% | 75.0% | 4.59 | untouched |
| Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found. | 3.3% | 21.7% | 75.0% | 4.50 | untouched |
| Testify in court cases involving fires, suspected arson, and false alarms. | 0.0% | 0.0% | 100.0% | 4.83 | untouched |
| Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them. | 0.0% | 0.0% | 100.0% | 4.75 | untouched |
| Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire. | 0.0% | 0.0% | 100.0% | 4.59 | untouched |
| Attend training classes to maintain current knowledge of fire prevention, safety, and firefighting procedures. | 0.0% | 0.0% | 100.0% | 4.28 | untouched |
| Subpoena and interview witnesses, property owners, and building occupants to obtain information and sworn testimony. | 0.0% | 0.0% | 100.0% | 4.63 | untouched |
| Test sites and materials to establish facts, such as burn patterns and flash points of materials, using test equipment. | 0.0% | 0.0% | 100.0% | 4.37 | untouched |
| Dust evidence or portions of fire scenes for latent fingerprints. | 0.0% | 0.0% | 100.0% | 4.13 | untouched |
| Arrange for the replacement of defective fire fighting equipment and for repair of fire alarm and sprinkler systems, making minor repairs such as servicing fire extinguishers when feasible. | 0.0% | 0.0% | 100.0% | 4.04 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.