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

Workshop teacher

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
Sheet, material and the station.
Estimate

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

16%32%+5.1
Shop, the machine and the one without glasses.
Estimate

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

22%8%+1.8
The piece, the error and doing it again.
Estimate

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

16%22%+3.5
Assess, the portfolio and not giving the pass away.
Estimate

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

16%28%+4.5
The firm, the placement and the one who does not fit.
Estimate

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

16%18%+2.9
The piece made, and no cuts.
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

  • practical sheets
  • shop machines
  • glasses
  • portfolio
  • firm placements
  • shop stations
  • shop safety
  • pieces

Sources for this job· O*NET 25-2032.00· ESCO/ISCO 2320

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