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

Growth manager

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
Analytics, funnels and growth dashboards.
Estimate

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

22%52%+11.4
Copy, creatives and test variants.
Estimate

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

18%48%+8.6
Design experiments and read causality.
Estimate

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

16%22%+3.5
Align product, marketing and sales.
Estimate

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

16%15%+2.4
Ads budget and internal negotiation.
Estimate

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

14%18%+2.5
Decide what dies and what scales.
Estimate

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

14%16%+2.2
Total100%31%

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

Skills and activities

  • Analytics, funnels and growth dashboards
  • Copy, creatives and test variants
  • Design experiments and read causality
  • Align product, marketing and sales
  • Ads budget and internal negotiation
  • Decide what dies and what scales
  • growth manager
  • growth hacker
  • responsable de growth

Sources for this job· O*NET 13-1161.00· ESCO/ISCO 2431

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