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?

19%

#516 / 633

Neurosurgeon

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
Indicate, consent and the plan with neurology. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Craniotomy, spine and the tumour that bleeds. Estimate No public source provides a precise figure. This is our estimate.	24%	6%	+1.4
Neuronavigation, monitoring and the margin. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Neuro ICU, pupils and raised pressure. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Family, the deficit and rehab. Estimate No public source provides a precise figure. This is our estimate.	14%	28%	+3.9
On-call, the haematoma and signing go or no-go. Estimate No public source provides a precise figure. This is our estimate.	14%	10%	+1.4
Total	100%		19%

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