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

Penetration tester

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
Recon, scans and enumeration.
Estimate

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

20%42%+8.4
Write the report, evidence and CVSS.
Estimate

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

18%38%+6.8
Exploit with judgment and not break the business.
Estimate

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

18%18%+3.2
Debrief with the client and retest.
Estimate

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

16%15%+2.4
Choose scope, rules and what is off limits.
Estimate

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

14%16%+2.2
Research 0-days, labs and keep the craft.
Estimate

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

14%18%+2.5
Total100%25%

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

Skills and activities

  • Recon, scans and enumeration
  • Write the report, evidence and CVSS
  • Debrief with the client and retest
  • Choose scope, rules and what is off limits
  • Research 0-days, labs and keep the craft
  • pentester
  • ethical hacker
  • pentest

Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529

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