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

Airline pilot

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
Prepare flight plan, fuel and NOTAMs.
Estimate

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

18%40%+7.2
Weather and company briefing.
Estimate

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

14%32%+4.5
Flying: take-off, cruise and landing.
Estimate

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

22%8%+1.8
Failures, diversions and emergencies.
Estimate

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

16%12%+1.9
Coordination with ATC, cabin and ground.
Estimate

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

16%10%+1.6
Reports, logbook and fatigue compliance.
Estimate

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

14%15%+2.1
Total100%19%

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

Skills and activities

  • Prepare flight plan, fuel and NOTAMs
  • Weather and company briefing
  • Flying: take-off, cruise and landing
  • Failures, diversions and emergencies
  • Coordination with ATC, cabin and ground
  • Reports, logbook and fatigue compliance
  • piloto
  • pilot
  • aviacion
  • comandante de aeronave

Sources for this job· O*NET 53-2011.00· ESCO/ISCO 3153

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