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

Biomedical engineer

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
Design, validate and document clinical devices and software.
Estimate

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

18%48%+8.6
Tests, MDR and risk.
Estimate

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

16%32%+5.1
Hospital, clinicians and maintenance.
Estimate

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

16%22%+3.5
Vendors, quality and traceability.
Estimate

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

16%18%+2.9
User training and post-market watch.
Estimate

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

18%16%+2.9
Not putting a half-built prototype in theatre.
Estimate

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

16%14%+2.2
Total100%25%

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

Skills and activities

  • care for patients
  • diagnose
  • nursing care
  • clinical notes
  • Tests, MDR and risk
  • Hospital, clinicians and maintenance
  • Vendors, quality and traceability
  • User training and post-market watch
  • ingeniero biomedico
  • biomedical engineer

Sources for this job· O*NET 17-2031.00· ESCO/ISCO 2149

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