Automation index

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

A catalogue and a source guide come earlier. Hosting a teenager, a researcher, and a silence do not.

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

Task comparison

IS WORK OVER?

26%

AI can already do 26% of this job.

#232 / 753

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, index and describe holdings. Estimate No public source provides a precise figure. This is our estimate.	20%	48%	+9.6
Guides, searches and reference answers. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Floor desk and reading mediation. Estimate No public source provides a precise figure. This is our estimate.	18%	15%	+2.7
Programme clubs, visits and training. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Preserve, digitise and decide what is bought. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Library policy and use conflicts. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Total	100%		26%

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

IS WORK OVER?

27%

#181 / 753

Requirements 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
Workshop, the actor and the requirement. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Conflict, the loudest and not swallowing it. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Criterion, the test and not leaving it vague. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Change, the impact and not hiding it. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The project lead, the deadline and not cutting the one that matters. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it is needed, and not the loudest one's. 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