IS WORK OVER?

Automation index

How much of a Forest ranger’s job can AI already do?

A log and a GIS come earlier. Walking the forest and stopping a fire do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Forest ranger

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, GIS and penalty files.
Estimate

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

16%32%+5.1
Patrol, poaching and fires.
Estimate

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

22%10%+2.2
Neighbours, shepherds and councils.
Estimate

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

16%18%+2.9
Sampling, paths and signage.
Estimate

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

16%22%+3.5
Duties, weather and terrain.
Estimate

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

16%14%+2.2
Not arriving late to a column of smoke.
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

  • Logs, GIS and penalty files
  • Patrol, poaching and fires
  • Neighbours, shepherds and councils
  • Sampling, paths and signage
  • Duties, weather and terrain
  • Not arriving late to a column of smoke
  • agente forestal
  • agente medioambiental
  • forest ranger

Sources for this job· O*NET 33-3031.00· ESCO/ISCO 5419

Airport ramp agent

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
Load plan, LIR and hold allocation.
Estimate

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

16%40%+6.4
Load, unload, pushback and ramp assistance.
Estimate

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

22%8%+1.8
Bags, ULDs and special cargo.
Estimate

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

16%22%+3.5
Coordinate with crew, ops and fuel.
Estimate

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

16%28%+4.5
Times, delays and ramp safety.
Estimate

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

16%18%+2.9
Trim, papers and liability for the load.
Estimate

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

14%12%+1.7
Total100%21%

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

Skills and activities

  • load aircraft
  • do pushback
  • allocate holds
  • move bags
  • load planning
  • ramp assistance
  • handle ULDs
  • ramp safety

Sources for this job· O*NET 53-6051.00· ESCO/ISCO 9333

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