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

Farmer

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
Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.
Estimate

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

29%12%+3.5
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.
Estimate

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

14%28%+3.9
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.
Estimate

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

10%55%+5.5
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.
Estimate

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

7%28%+2
Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.
Estimate

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

5%28%+1.4
Collect and record growth, production, and environmental data.
Estimate

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

5%55%+2.8
Maintain financial, operational, production, or employment records for farms or ranches.
Estimate

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

4%55%+2.2
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.
Estimate

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

4%28%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

22%28%+6.2
Total100%29%

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

Skills and activities

  • technical equipment for crop production
  • crop production principles
  • agronomical production principles
  • soil structure
  • plant species
  • agroforestry
  • types of storage facilities
  • pest control in plants
  • ecology
  • fertilisation principles

Sources for this job· O*NET 11-9013.00· ESCO/ISCO 6111

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