Automation index

How much of a Vocational teacher’s job can AI already do?

A syllabus and a test come earlier. Running a workshop until the student welds straight does 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.

#368 / 633

Vocational 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
Plan modules, rubrics and exams. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Workshop, practice and safety watch. Estimate No public source provides a precise figure. This is our estimate.	22%	12%	+2.6
Tutor placements, firms and difficult students. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Assess, minutes and vocational cycles. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Staff meeting, coordination and workshop stock. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Not leaving anyone without a trade or a diploma. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		22%

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

IS WORK OVER?

23%

#290 / 633

Cardiologist

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
Read ECG, echo and tests and write the report. Estimate No public source provides a precise figure. This is our estimate.	16%	48%	+7.7
Clinic, auscultation and deciding the plan. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Procedures: catheter, pacemaker, cardioversion. Estimate No public source provides a precise figure. This is our estimate.	18%	12%	+2.2
Explain risk, consent and follow-up. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
On-call, consults and ward rounds. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Clinical meeting, team and owning the diagnosis. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		23%

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