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?
Train conductor
21%
#435 / 643
View rankingTrain conductor
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 |
|---|---|---|---|
Consist, brakes and the departure sheet.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Platform, close-up and the one left outside.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 12% | +2.2 |
Incidents, Control and the delay.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Ticket staff, the fare dodger and the clash.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The line, the points and not leaving early.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Leave nobody behind, and sign the consist.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- train consist
- platform close-up
- departure sheet
- Control
- brake check
- line incidents
- halts
- delays
Sources for this job· O*NET 53-4031.00· ESCO/ISCO 8312