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

Research scientist

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
Literature review, figures and drafts.
Estimate

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

22%48%+10.6
Analysis, code and experiment boards.
Estimate

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

18%42%+7.6
Design the study and the controls.
Estimate

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

16%18%+2.9
Run the experiment or the fieldwork.
Estimate

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

16%12%+1.9
Lead a group, theses and authorship fights.
Estimate

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

14%15%+2.1
Win funding and answer reviewers.
Estimate

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

14%16%+2.2
Total100%27%

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

Skills and activities

  • Literature review, figures and drafts
  • Analysis, code and experiment boards
  • Design the study and the controls
  • Run the experiment or the fieldwork
  • Lead a group, theses and authorship fights
  • Win funding and answer reviewers
  • cientifico
  • investigador
  • research scientist

Sources for this job· O*NET 19-1029.00· ESCO/ISCO 2131

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