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 / 623

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?

30%

#44 / 623

Pathologist

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
Grossing, embedding and the first trim. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Read stains, IHC and a template report. Estimate No public source provides a precise figure. This is our estimate.	16%	52%	+8.3
The hard case, the second look and the frozen section. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Board, the surgeon on the phone and the margin. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Cytology, autopsy and the specimen that arrives late. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Signing the diagnosis and what the patient is playing for. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		30%

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