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.

#299 / 633

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?

28%

#84 / 633

Barista

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
Prepare or serve hot or cold beverages, such as coffee, espresso drinks, blended coffees, or teas. Estimate No public source provides a precise figure. This is our estimate.	9%	28%	+2.5
Receive and process customer payments. Estimate No public source provides a precise figure. This is our estimate.	8%	28%	+2.2
Take customer orders and convey them to other employees for preparation. Estimate No public source provides a precise figure. This is our estimate.	8%	28%	+2.2
Describe menu items to customers, or suggest products that might appeal to them. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Serve prepared foods, such as muffins, biscotti, or bagels. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Prepare or serve menu items, such as sandwiches or salads. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Clean or sanitize work areas, utensils, or equipment. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Clean service or seating areas. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Other less frequent tasks (weight estimated from frequency). Estimate No public source provides a precise figure. This is our estimate.	42%	28%	+11.8
Total	100%		28%

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