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

Dog 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
Assess, plan and dog charts.
Estimate

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

16%32%+5.1
Sessions, lead and reading the animal.
Estimate

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

22%10%+2.2
Train the owner, not just the dog.
Estimate

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

16%22%+3.5
Groups, reactivity and safety.
Estimate

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

16%18%+2.9
Premises, kennels and hygiene.
Estimate

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

16%16%+2.6
Not leaving a dangerous dog in a home.
Estimate

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

14%14%+2
Total100%18%

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

Skills and activities

  • Assess, plan and dog charts
  • Sessions, lead and reading the animal
  • Train the owner, not just the dog
  • Groups, reactivity and safety
  • Premises, kennels and hygiene
  • Not leaving a dangerous dog in a home
  • adiestrador
  • educador canino
  • dog trainer

Sources for this job· O*NET 39-2011.00· ESCO/ISCO 5164

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