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.
#614 / 693
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?
Driving theory instructor
27%
#186 / 693
View rankingDriving theory instructor
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 |
|---|---|---|---|
Topic, the test and the typical error.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Classroom, the one who skips and the one who copies.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
The rule, the why and not reciting the article.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Exam, the nerves and not jumping to a pass.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The school, the rush and not selling the pass.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That they understand the rule, and not the crib.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- DGT tests
- driving theory
- typical errors
- traffic rules
- articles
- theory exam
- cribs
- theory classroom
Sources for this job· O*NET 25-3021.00· ESCO/ISCO 2320