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

Early childhood educator

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
Plan activities, reports and rubrics.
Estimate

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

16%32%+5.1
Write to families.
Estimate

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

14%22%+3.1
Care, play and hold the room.
Estimate

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

24%6%+1.4
Hygiene, meals and naps.
Estimate

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

16%10%+1.6
Watch development and talk to the family.
Estimate

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

16%12%+1.9
Coordinate staff and safeguarding.
Estimate

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

14%14%+2
Total100%15%

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

Skills and activities

  • Plan activities, reports and rubrics
  • Write to families
  • Care, play and hold the room
  • Hygiene, meals and naps
  • Watch development and talk to the family
  • Coordinate staff and safeguarding
  • educador infantil
  • maestro de infantil
  • preschool
  • jardin de infancia

Sources for this job· O*NET 25-2011.00· ESCO/ISCO 2342

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