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

Auto mechanic

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
Inspect vehicles for damage and record findings so that necessary repairs can be made.
Estimate

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

9%12%+1.1
Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas.
Estimate

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

8%28%+2.2
Estimate costs of vehicle repair.
Estimate

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

7%12%+0.8
Review work orders and discuss work with supervisors.
Estimate

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

7%22%+1.5
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.
Estimate

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

6%28%+1.7
Maintain cleanliness of work area.
Estimate

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

6%28%+1.7
Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices.
Estimate

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

6%48%+2.9
Test and adjust repaired systems to meet manufacturers' performance specifications.
Estimate

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

5%12%+0.6
Other less frequent tasks (weight estimated from frequency).
Estimate

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

46%28%+12.9
Total100%25%

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

Skills and activities

  • automotive diagnostic equipment
  • car controls
  • emission standards
  • vehicle electrical systems
  • types of vehicles
  • principles of mechanical engineering
  • hybrid vehicle architecture
  • teamwork principles
  • components of air conditioning systems
  • mechanics

Sources for this job· O*NET 49-3023.00· ESCO/ISCO 7231

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