IS WORK OVER?

Automation index

How much of a Mountain guide’s job can AI already do?

An avalanche report comes earlier. Taking the group and coming down whole do not.

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

Task comparison

Mountain guide

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
Report, route and the kit.
Estimate

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

16%32%+5.1
Walk, pace and the one who drops.
Estimate

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

22%8%+1.8
Ground, snow and the yes or no to go on.
Estimate

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

16%22%+3.5
Bivouac, the surprise and not improvising anchors.
Estimate

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

16%28%+4.5
The client, the ego and not pushing the summit.
Estimate

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

16%18%+2.9
Come down whole, and not trusting the report alone.
Estimate

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

14%12%+1.7
Total100%19%

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

Skills and activities

  • avalanche reports
  • mountain routes
  • group pace
  • bivouac
  • anchors
  • ground
  • summit
  • mountain kit

Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113

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

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