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.
#554 / 633
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?
Packaging engineer
27%
#161 / 633
View rankingPackaging 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 |
|---|---|---|---|
Spec, 3D and the drop test.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
The packing line and the one that will not fit.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Material, recyclability and unit cost.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 36% | +5.8 |
Supplier, die and pack colour.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Marketing, legal and not lying on the pack.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it survives the trip, and not oversizing the plastic.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
- design packs
- drop test
- packing line
- recyclability
- die-cut
- unit cost
- pack spec
- 3D prototype
Sources for this job· O*NET 17-2112.00· ESCO/ISCO 2141