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?

25%

#219 / 633

Stockbroker

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
Orders, notes and portfolio screens. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Analysis, theses and market notes. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Call, persuade and not over-push. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Compliance, KYC and recordings. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Desk, hours and execution issues. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Not putting a client into something they do not understand. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		25%

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