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

Copy editor

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
Spelling, agreement and consistency.
Estimate

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

18%52%+9.4
Style, repetition and sentence rhythm.
Estimate

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

16%48%+7.7
Queries to the author, grey areas and the house style.
Estimate

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

16%28%+4.5
Second proofs, PDF and last-minute typos.
Estimate

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

18%22%+4
Deadlines with publisher, layout and translation.
Estimate

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

16%18%+2.9
Judgement, not over-rewriting, and the typo that remains.
Estimate

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

16%14%+2.2
Total100%31%

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

Skills and activities

  • copy-edit
  • spelling and punctuation
  • unify style
  • catch typos
  • house style
  • second proofs
  • author queries
  • avoid over-editing

Sources for this job· O*NET 27-3041.00· ESCO/ISCO 2641

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