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

Personal trainer

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
Observe participants and inform them of corrective measures necessary for skill improvement.
Estimate

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

12%28%+3.4
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.
Estimate

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

10%28%+2.8
Offer alternatives during classes to accommodate different levels of fitness.
Estimate

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

9%28%+2.5
Teach proper breathing techniques used during physical exertion.
Estimate

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

9%22%+2
Monitor participants' progress and adapt programs as needed.
Estimate

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

9%28%+2.5
Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.
Estimate

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

8%28%+2.2
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.
Estimate

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

8%22%+1.8
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.
Estimate

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

8%28%+2.2
Other less frequent tasks (weight estimated from frequency).
Estimate

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

27%28%+7.6
Total100%27%

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

Skills and activities

  • demonstrate professional Pilates attitude
  • manage fitness communication
  • safely instruct about fitness
  • identify customer objectives
  • ensure safety of exercise environment
  • analyse personal fitness information
  • show professional responsibility
  • provide fitness information
  • prescribe exercises
  • adapt Pilates exercises

Sources for this job· O*NET 39-9031.00· ESCO/ISCO 3423

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