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

Airline pilot

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
Prepare flight plan, fuel and NOTAMs.
Estimate

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

18%40%+7.2
Weather and company briefing.
Estimate

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

14%32%+4.5
Flying: take-off, cruise and landing.
Estimate

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

22%8%+1.8
Failures, diversions and emergencies.
Estimate

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

16%12%+1.9
Coordination with ATC, cabin and ground.
Estimate

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

16%10%+1.6
Reports, logbook and fatigue compliance.
Estimate

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

14%15%+2.1
Total100%19%

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

Skills and activities

  • Prepare flight plan, fuel and NOTAMs
  • Weather and company briefing
  • Flying: take-off, cruise and landing
  • Failures, diversions and emergencies
  • Coordination with ATC, cabin and ground
  • Reports, logbook and fatigue compliance
  • piloto
  • pilot
  • aviacion
  • comandante de aeronave

Sources for this job· O*NET 53-2011.00· ESCO/ISCO 3153

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