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?

28%

#84 / 623

Barista

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
Prepare or serve hot or cold beverages, such as coffee, espresso drinks, blended coffees, or teas. Estimate No public source provides a precise figure. This is our estimate.	9%	28%	+2.5
Receive and process customer payments. Estimate No public source provides a precise figure. This is our estimate.	8%	28%	+2.2
Take customer orders and convey them to other employees for preparation. Estimate No public source provides a precise figure. This is our estimate.	8%	28%	+2.2
Describe menu items to customers, or suggest products that might appeal to them. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Serve prepared foods, such as muffins, biscotti, or bagels. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Prepare or serve menu items, such as sandwiches or salads. Estimate No public source provides a precise figure. This is our estimate.	7%	28%	+2
Clean or sanitize work areas, utensils, or equipment. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Clean service or seating areas. Estimate No public source provides a precise figure. This is our estimate.	6%	28%	+1.7
Other less frequent tasks (weight estimated from frequency). Estimate No public source provides a precise figure. This is our estimate.	42%	28%	+11.8
Total	100%		28%

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