Automation index

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

A drill and a correction come earlier. Getting a shy person talking for an hour does not.

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

Task comparison

IS WORK OVER?

23%

AI can already do 23% of this job.

#310 / 633

Language 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
Prepare lessons, worksheets and corrections. Estimate No public source provides a precise figure. This is our estimate.	16%	48%	+7.7
Class, conversation and group dynamics. Estimate No public source provides a precise figure. This is our estimate.	22%	12%	+2.6
Assess speaking, writing and levels. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Platform, homework and follow-up. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Families, schools and official exams. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Not leaving someone mute in a language. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		23%

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

IS WORK OVER?

22%

#336 / 633

Geriatrician

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
Geriatric assessment, Barthel and polypharmacy. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Clinic, falls and ward delirium. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Deprescribe, adjust doses and swallowing trouble. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Family, the home and the end of life. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Consult, orthogeriatrics and the hard discharge. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The call not to over-treat and signing the plan. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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