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

Welder

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
Operate safety equipment and use safe work habits.
Estimate

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

6%28%+1.7
Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.
Estimate

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

5%28%+1.4
Weld components in flat, vertical, or overhead positions.
Estimate

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

5%28%+1.4
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.
Estimate

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

5%28%+1.4
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.
Estimate

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

5%28%+1.4
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.
Estimate

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

5%28%+1.4
Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.
Estimate

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

5%28%+1.4
Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.
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.

60%28%+16.8
Total100%28%

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

Skills and activities

  • technical drawings
  • hydraulics
  • pipeline coating properties
  • types of pipelines
  • isometric perspective
  • cooperate with colleagues
  • inspect pipelines
  • use welding equipment
  • operate welding equipment
  • clear pipelines

Sources for this job· O*NET 51-4121.00· ESCO/ISCO 7212

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