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?

23%

#297 / 633

Haematologist

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 blood counts, smears and marrow studies. Estimate No public source provides a precise figure. This is our estimate.	16%	48%	+7.7
Clinic, examination and the plan with the patient. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Order chemo, anticoagulants and transfusion support. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Procedures: marrow, apheresis and venous access. Estimate No public source provides a precise figure. This is our estimate.	18%	12%	+2.2
Tumour board, consults and the ward day. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
On-call, haematology emergency and signing the treatment. 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