Automation index

How much of a Education specialist’s job can AI already do?

A curriculum design and a report come earlier. Actually changing a school does not.

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

Task comparison

IS WORK OVER?

25%

AI can already do 25% of this job.

#248 / 633

Education specialist

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
Design schemes, rubrics and assessments. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Reports, diagnoses and school plans. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Train staff and accompany teams. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Observe class and feed back with care. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Families, inspectorate and EU projects. Estimate No public source provides a precise figure. This is our estimate.	18%	16%	+2.9
Not selling pedagogical fashion without a classroom. 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

IS WORK OVER?

18%

#560 / 633

Cardiac surgeon

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
Indication, consent and the plan with cardiology. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Bypass, valve and pump time. Estimate No public source provides a precise figure. This is our estimate.	24%	6%	+1.4
Cannulate, protect the muscle and come off bypass. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Cardiac ICU, bleeding and tamponade. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Follow-up, the wound and the family at the door. Estimate No public source provides a precise figure. This is our estimate.	14%	28%	+3.9
On-call, the infarct that does not wait, and the sign-off. Estimate No public source provides a precise figure. This is our estimate.	14%	10%	+1.4
Total	100%		18%

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