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

Driving theory instructor

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
Topic, the test and the typical error.
Estimate

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

18%48%+8.6
Classroom, the one who skips and the one who copies.
Estimate

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

16%40%+6.4
The rule, the why and not reciting the article.
Estimate

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

16%22%+3.5
Exam, the nerves and not jumping to a pass.
Estimate

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

16%28%+4.5
The school, the rush and not selling the pass.
Estimate

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

18%14%+2.5
That they understand the rule, and not the crib.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • DGT tests
  • driving theory
  • typical errors
  • traffic rules
  • articles
  • theory exam
  • cribs
  • theory classroom

Sources for this job· O*NET 25-3021.00· ESCO/ISCO 2320

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