Automation index

How much of a School librarian’s job can AI already do?

A catalogue comes earlier. Them picking up a book and not just the Wi-Fi 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.

#382 / 773

School librarian

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
Catalogue, loans and the one that does not come back. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Break, the noise and the corner. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Club, reading and the one who hides. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Buying, the budget and not filling it with empty fashion. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The teacher, the assignment and not turning it into detention. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they pick up a book, and not just the Wi-Fi. 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