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?

18%

AI can already do 18% of this job.

#584 / 663

Wildland firefighter

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. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Line, hose-lay and the spot fire. Estimate No public source provides a precise figure. This is our estimate.	24%	6%	+1.4
Tools, pump and the water that does not arrive. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Night watch, lookout and the flare-up. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Coordinate aircraft and the command post. Estimate No public source provides a precise figure. This is our estimate.	14%	28%	+3.9
Get out whole and leave nobody behind. Estimate No 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

IS WORK OVER?

22%

#389 / 663

Educational psychologist

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
Assessment, tests and the report. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, the teacher and what actually happens. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Family, the pushback and not blaming. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Adjustment, the resource and fighting for the place. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Staff, the label and not hanging it extra. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Change the classroom, and not labelling. Estimate No 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