IS WORK OVER?

Automation index

How much of a Labour inspector’s job can AI already do?

A site checklist comes earlier. Stopping the job and issuing the penalty do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Labour inspector

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
Plan visits, complaints and the firm’s history.
Estimate

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

16%40%+6.4
Site or workplace, stop unsafe work and take statements.
Estimate

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

22%12%+2.6
Minutes, orders and the penalty proposal.
Estimate

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

16%32%+5.1
Contracts, hours and the bogus self-employed.
Estimate

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

16%28%+4.5
Union, employer and what is argued in the corridor.
Estimate

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

16%18%+2.9
A penalty that holds, and not looking away.
Estimate

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

14%12%+1.7
Total100%23%

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

Skills and activities

  • visit sites
  • stop unsafe work
  • infringement minutes
  • bogus self-employment
  • check contracts
  • labour orders
  • fine firms
  • take statements

Sources for this job· O*NET 13-1041.00· ESCO/ISCO 3352

Language teacher

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 lessons, worksheets and corrections.
Estimate

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

16%48%+7.7
Class, conversation and group dynamics.
Estimate

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

22%12%+2.6
Assess speaking, writing and levels.
Estimate

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

16%22%+3.5
Platform, homework and follow-up.
Estimate

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

16%28%+4.5
Families, schools and official exams.
Estimate

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

16%18%+2.9
Not leaving someone mute in a language.
Estimate

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

14%14%+2
Total100%23%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Class, conversation and group dynamics
  • Assess speaking, writing and levels
  • Platform, homework and follow-up
  • Families, schools and official exams
  • Not leaving someone mute in a language
  • profesor de idiomas

Sources for this job· O*NET 25-3011.00· ESCO/ISCO 2353

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