IS WORK OVER?

Automation index

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

A map and a layer clip come earlier. Reading the territory and signing off the plan do not.

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

Task comparison

Geographer

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
GIS, layers, clips and working maps.
Estimate

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

18%48%+8.6
Impact reports, demography and land use.
Estimate

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

16%40%+6.4
Fieldwork, interviews and checking what the map says.
Estimate

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

18%18%+3.2
Planning, objections and work with the council.
Estimate

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

16%28%+4.5
Explain, map for non-experts and teaching.
Estimate

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

16%22%+3.5
The territorial opinion and owning the report.
Estimate

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

16%14%+2.2
Total100%28%

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

Skills and activities

  • read territory
  • run GIS
  • impact reports
  • land use
  • fieldwork
  • spatial planning
  • working maps
  • planning objections

Sources for this job· O*NET 19-3092.00· ESCO/ISCO 2632

Animal breeder

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
Lines, seasons and the mating.
Estimate

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

16%36%+5.8
Birth, litter and the one that will not feed.
Estimate

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

18%12%+2.2
Health, vaccines and the breed standard.
Estimate

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

16%28%+4.5
Home, the contract and the one that is not for that.
Estimate

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

16%22%+3.5
The fashion, the demand and not over-breeding.
Estimate

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

18%18%+3.2
A healthy litter, and not placing with just anyone.
Estimate

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

16%14%+2.2
Total100%21%

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

Skills and activities

  • breeding lines
  • seasons
  • litters
  • breed standard
  • placement contracts
  • litter vaccines
  • births
  • not over-breed

Sources for this job· O*NET 45-2021.00· ESCO/ISCO 6121

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