Automation index
Can AI do the work of a Firefighter?
A fire plan and a report write faster. Walking into a burning flat, cutting and carrying someone out do not.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Firefighter
12%
AI or a robot can already do 12% of this job.
#103 / 103
View rankingFirefighter
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Logs, intervention plans and classroom training.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Prevention inspections and hydrant checks.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 22% | +3.1 |
Fighting urban or wildland fire.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 4% | +0.9 |
Rescue at height, crash or collapse.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 6% | +1.1 |
Emergency care at the scene.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 8% | +1.3 |
Kit maintenance and station watch.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 10% | +1.4 |
| Total | 100% | 12% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- put out fires
- rescue
- enter a fire
- Prevention inspections and hydrant checks
- Fighting urban or wildland fire
- Rescue at height, crash or collapse
- Emergency care at the scene
- Kit maintenance and station watch
- bombero
- firefighter
Sources for this job· O*NET 33-2011.00· ESCO/ISCO 5411
IS WORK OVER?
Cloud architect
28%
#51 / 103
View rankingCloud architect
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Diagrams, ADRs and a first IaC pass.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 48% | +10.6 |
Cost estimate, Well-Architected and gaps.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 40% | +7.2 |
Review PRs, security and network.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 20% | +3.2 |
Align with security, finops and product.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 15% | +2.4 |
PoCs, real failures and vendor limits.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 18% | +2.5 |
Sign the design and own the incident.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 14% | +2 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- building plans
- renders
- sign a project
- Diagrams, ADRs and a first IaC pass
- Cost estimate, Well-Architected and gaps
- Review PRs, security and network
- Align with security, finops and product
- PoCs, real failures and vendor limits
- Sign the design and own the incident
- arquitecto cloud
Sources for this job· O*NET 15-1243.01· ESCO/ISCO 2511