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.
#664 / 743
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?
Railway engineer
22%
#396 / 743
View rankingRailway engineer
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 |
|---|---|---|---|
Track, geometry and the study.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Points, the blade and the one that will not close.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
OLE, the height and the gauge.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Works, the possession and not leaving the wire wrong.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The operator, the rush and not jumping to a yes.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That it does not derail, and not signing half-done points.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- track geometry
- points
- OLE
- gauge
- possessions
- blades
- railway studies
- not jump to a yes
Sources for this job· O*NET 17-2051.00· ESCO/ISCO 2142