IS WORK OVER?

Automation index

How much of a Urban planner’s job can AI already do?

A plan and a written report come faster. Getting a neighbourhood to accept it, and a council to vote it, is still politics.

This percentage does not predict how many people will lose their jobs.

Task comparison

Urban planner

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
Draft reports, sheets and a first zoning plan.
Estimate

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

22%40%+8.8
Analyse population, mobility and land data.
Estimate

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

18%35%+6.3
Review objections and legal compatibility.
Estimate

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

16%22%+3.5
Tables with residents, councillors and city staff.
Estimate

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

16%15%+2.4
Field visits and reading the site.
Estimate

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

16%12%+1.9
Political negotiation and defending the plan.
Estimate

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

12%8%+1
Total100%24%

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

Skills and activities

  • Analyse population, mobility and land data
  • Review objections and legal compatibility
  • Field visits and reading the site
  • urbanista
  • urban planner
  • planeamiento
  • ordenacion del territorio

Sources for this job· O*NET 19-3051.00· ESCO/ISCO 2164

Radiation therapist

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
Plan, IGRT and the day’s set-up.
Estimate

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

16%40%+6.4
Immobilise, tattoo and treat fraction by fraction.
Estimate

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

22%12%+2.6
Check images, shifts and call the physician.
Estimate

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

16%28%+4.5
Side effects, the patient who cries and the wait.
Estimate

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

16%22%+3.5
Machine QA and alarms.
Estimate

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

16%32%+5.1
Today’s dose and not irradiating the wrong thing.
Estimate

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

14%14%+2
Total100%24%

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

Skills and activities

  • set up for RT
  • IGRT
  • immobilise patients
  • deliver fractions
  • linac QA
  • reference tattoos
  • shifts
  • radiotherapy

Sources for this job· O*NET 29-1124.00· ESCO/ISCO 3211

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