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

Civil 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.

TaskShareAIPoints
Structural calcs and code checks.
Estimate

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

22%42%+9.2
Drawings, quantities and cost estimate.
Estimate

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

18%38%+6.8
Geotech and simplified impact reports.
Estimate

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

16%22%+3.5
Coordination with contractor, council and suppliers.
Estimate

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

16%15%+2.4
Site execution and safety control.
Estimate

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

16%12%+1.9
Site authority and responsible signature.
Estimate

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

12%10%+1.2
Total100%25%

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

Skills and activities

  • Structural calcs and code checks
  • Drawings, quantities and cost estimate
  • Geotech and simplified impact reports
  • Site execution and safety control
  • Site authority and responsible signature
  • ingeniero civil
  • civil engineer
  • obras publicas
  • caminos

Sources for this job· O*NET 17-2051.00· ESCO/ISCO 2142

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