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

Tax inspector

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
Data matching, returns and sampling.
Estimate

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

18%52%+9.4
Requests, minutes and the proposal.
Estimate

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

16%40%+6.4
The visit, the second till and what is not in the sheet.
Estimate

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

18%14%+2.5
Objections, appeals and the tax tribunal.
Estimate

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

16%28%+4.5
The team, deadlines and the file that slips.
Estimate

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

16%22%+3.5
A fair adjustment and signing the minute.
Estimate

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

16%12%+1.9
Total100%28%

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

Skills and activities

  • match tax data
  • raise assessments
  • request papers
  • visit taxpayers
  • adjust tax
  • objections
  • tax tribunal
  • tax inspection

Sources for this job· O*NET 13-2081.00· ESCO/ISCO 3352

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