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

IS WORK OVER?

23%

AI can already do 23% of this job.

#305 / 653

Labour inspector

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.

Task	Share	AI	Points
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
Total	100%		23%

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

IS WORK OVER?

22%

#367 / 653

Music therapist

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.

Task	Share	AI	Points
Session, aims and the instrument. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Patient, the silence and not forcing the song. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Group, the one who shuts and the one who overflows. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Report, the marker and not selling miracles. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The ward, the noise and not bothering the rest. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Let it sound, and move what will not come out. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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