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.

#593 / 643

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%

#216 / 643

Last-mile manager

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
Zones, capacity and route cuts. Estimate No public source provides a precise figure. This is our estimate.	16%	44%	+7
KPIs, first attempt and incidents. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
The courier, the lobby and the one who will not open. Estimate No public source provides a precise figure. This is our estimate.	18%	16%	+2.9
Peaks, rain and hiring too many or too few. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The angry customer and not dressing delivered. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Cover the peak, and not leaving the neighbourhood orphaned. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		26%

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