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.

#315 / 693

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%

#340 / 693

Language assistant

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
Sheet, the oral and the group. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, the silence and the one who will not speak. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Game, the mistake and not correcting every one. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Culture, the cliché and not playing the clown. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The teacher, the hour and not leaving them copying. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they speak, and not laughing at the accent. 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