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

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
Establish and enforce rules for behavior and procedures for maintaining order among students.
Estimate

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

8%28%+2.2
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.
Estimate

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

8%28%+2.2
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Estimate

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

7%28%+2
Prepare materials and classrooms for class activities.
Estimate

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

7%28%+2
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
Estimate

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

6%22%+1.3
Enforce all administration policies and rules governing students.
Estimate

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

5%28%+1.4
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.
Estimate

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

5%28%+1.4
Adapt teaching methods and instructional materials to meet students' varying needs and interests.
Estimate

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

5%22%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

49%28%+13.7
Total100%27%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • ICT hardware specifications
  • e-learning
  • learning difficulties
  • computer science
  • post-secondary school procedures
  • ICT software specifications

Sources for this job· O*NET 25-2031.00· ESCO/ISCO 2330

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