IS WORK OVER?

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

Wildland 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.

TaskShareAIPoints
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
Total100%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

Nail technician

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.

TaskShareAIPoints
Bookings, charts and design catalogue.
Estimate

No public source provides a precise figure. This is our estimate.

16%32%+5.1
Prep, apply gel and file.
Estimate

No public source provides a precise figure. This is our estimate.

24%10%+2.4
Hygiene, files and lamp.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Advise on shape, colour and aftercare.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Remove, repair and damaged nails.
Estimate

No public source provides a precise figure. This is our estimate.

14%16%+2.2
Not leaving an infection or a lift.
Estimate

No public source provides a precise figure. This is our estimate.

14%14%+2
Total100%18%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Bookings, charts and design catalogue
  • Prep, apply gel and file
  • Hygiene, files and lamp
  • Advise on shape, colour and aftercare
  • Remove, repair and damaged nails
  • Not leaving an infection or a lift
  • tecnico de uñas
  • manicurista
  • nail technician

Sources for this job· O*NET 39-5092.00· ESCO/ISCO 5142

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