Automation index

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

An oral sheet comes earlier. Them speaking without laughing at the accent do not.

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

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#380 / 773

Language assistant

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
Sheet, the oral and the group. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, the silence and the one who will not speak. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Game, the mistake and not correcting every one. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Culture, the cliché and not playing the clown. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The teacher, the hour and not leaving them copying. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they speak, and not laughing at the accent. 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

IS WORK OVER?

27%

#192 / 773

QA automation engineer

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
Test, the selector and the flake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pipeline, the green and the one that lies. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bug, the repro and not closing it blind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Data, the environment and not sharing prod. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The developer, the rush and not skipping the one that fails. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Catch the bug, and not painting a lying green. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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