Automation index

How much of a Nail technician’s job can AI already do?

A booking and a design come earlier. Nails that do not lift in two days do not.

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

Task comparison

IS WORK OVER?

18%

AI can already do 18% of this job.

#583 / 633

Nail technician

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
Bookings, charts and design catalogue. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Prep, apply gel and file. Estimate No public source provides a precise figure. This is our estimate.	24%	10%	+2.4
Hygiene, files and lamp. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Advise on shape, colour and aftercare. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Remove, repair and damaged nails. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Not leaving an infection or a lift. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		18%

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

IS WORK OVER?

26%

#205 / 633

Process engineer

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
P&IDs, balances and the operating procedure. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Plant, trials and the real bottleneck. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Capacity, yields and the improvement report. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Start-up, shutdown and the shift that skips the SOP. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Process safety and the HAZOP that hurts. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Not overloading the reactor, and signing the change. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		26%

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