Automation index

How much of a Special-education teacher’s job can AI already do?

An IEP comes earlier. Adapting so they are really in the group do not.

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

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#349 / 633

Special-education teacher

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
IEP, aims and coordination. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, support and the one who overflows. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Family, the report and not selling miracles. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Yard, inclusion and the one left alone. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Staff, resources and fighting for the place. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Really in the group, not on paper. 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

IS WORK OVER?

18%

#563 / 633

Beautician

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 cabin protocols. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Facials, devices and treatments. Estimate No public source provides a precise figure. This is our estimate.	22%	10%	+2.2
Advise on skin, product and habits. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Hygiene, kit and consent. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Retail, packs and follow-up. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Not burning a skin or overselling. 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