Automation index
How much of a Wildland firefighter’s job can AI already do?
A fire-front map comes earlier. Going onto the slope with the wind against you do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Wildland firefighter
18%
AI can already do 18% of this job.
#564 / 643
View rankingWildland firefighter
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Logs, map and the day’s attack plan.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Line, hose-lay and the spot fire.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 6% | +1.4 |
Tools, pump and the water that does not arrive.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Night watch, lookout and the flare-up.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Coordinate aircraft and the command post.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Get out whole and leave nobody behind.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 10% | +1.4 |
| Total | 100% | 18% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- fight wildfires
- cut line
- lay hose
- night watch
- portable pump
- air assets
- fire-front map
- spot fires
Sources for this job· O*NET 33-2022.00· ESCO/ISCO 5411
IS WORK OVER?
Software architect
24%
#263 / 643
View rankingSoftware architect
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Diagrams, ADRs and proofs of concept.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Review PRs, APIs and boundaries.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Team, product and trade-offs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Big incidents and technical debt.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Security, cost and observability.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not designing a castle nobody can run.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- write code
- programming
- software development
- coding
- debug code
- building plans
- renders
- sign a project
- Diagrams, ADRs and proofs of concept
- Review PRs, APIs and boundaries
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2511