Will AI replace Librarians?

Not as a job, but it is already doing parts of the work. Across the 56 official task statements scored for Librarians (United Kingdom, SOC 2471), 40% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 48 out of 100 (range 42–54, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Librarians” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Catalogue acquired information for library systems” (100/100, very high); “Allocate the length of loans for materials” (93/100, very high); “Maintain records of circulation, materials, and equipment” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Librarians” stay human?

About 49% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Provide services to socially excluded groups” (8/100, minimal); “Attend conferences, seminars, and training sessions to stay informed about field developments” (8/100, minimal); “Engage the community in library events and outreach activities” (9/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.

What should someone working in “Librarians” do about AI?

Start from the ledger rather than the headline: 40% of this job's weighted core work is exposed, and roughly 49% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Librarians calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 56 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Librarians

cataloguing acquired information for library systems, providing reader and responding to user enquiries, including conducting one-to-one advice sessions. If that's your week, this page is about your job.

The honest answer

This job is splitting in two: cataloguing acquired information for library systems is work AI now does quickly and cheaply, and checking books in and out of the library is work it can't touch.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 40%
changing shape: 11%
staying human: 49%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 48 out of 100 (42–54 allowing for uncertainty): partial exposure, across 56 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for librarians is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Which half fills your week decides your exposure. That is more in your control than it sounds.

Your week, as this page understands it

Librarians appraise, obtain, index, collate and make available library acquisitions and organise and control other library services. The job title says “librarians”. The real job is the part underneath: checking books in and out of the library. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But librarians is not one task. It is 56 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is checking books in and out of the library, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 40%
changing shape: 11%
staying human: 49%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

22 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Cataloguing acquired information for library systems
This is reading one thing and writing another: acquired information in, a record out. That is the shape today's tools are built for.
importance 95 · 2471/00
Source: “Catalogue acquired information for library systems.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (96–100 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Catalogue records follow published standards and millions of existing records, so software produces them reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Cataloguing books, publications, films, audio-visual aids and other library materials
This is reading one thing and writing another: books, publications, films in, a record out. That is the shape today's tools are built for.
importance 95 · 2471/00
Source: “Catalogue books, publications, films, audio-visual aids, and other library materials.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Catalogue records follow published rules and are widely shared, so the descriptive work is largely automated already.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Allocating the length of loans for materials
This is reading one thing and writing another: the length of loans in, a record out. That is the shape today's tools are built for.
importance 90 · 2471/00
Source: “Allocate the length of loans for materials.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (86–100 allowing for uncertainty): very high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Loan periods follow set rules the library system already applies automatically.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Assisting in providing or locating the determined information
This is reading one thing and writing another: providing in, a record out. That is the shape today's tools are built for.
importance 90 · 2471/00
Source: “Assist in providing or locating the determined information.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Finding and supplying requested information is exactly what search and reference tools are built for.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.

Changing shape

6 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Answering library users' queries
The software now makes the first pass at library users' queries, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 95 · 2471/00
Source: “Answer library users' queries.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Most library questions have documented answers software finds quickly, though many are asked at the desk.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Handling enquiries related to library services and resources
The software now makes the first pass at enquiries, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 90 · 2471/00
Source: “Handle enquiries related to library services and resources.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Service enquiries have documented answers, though many arrive in person at the counter.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Developing the use of IT to improve service delivery
The software now makes the first pass at the use of IT, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2471/00
Source: “Develop the use of IT to improve service delivery.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Choosing and rolling out library technology draws on well documented options and comparisons.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

Staying human

28 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Organising and managing resources to ensure accessibility for all users
This work happens in the physical world: resources, in a real place. Software cannot follow it there.
importance 90 · 2471/00
Source: “Organise and manage resources to ensure accessibility for all users.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Making resources findable is part system work, part moving and arranging things in the building.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Checking books in and out of the library
This work happens in the physical world: books, in a real place. Software cannot follow it there.
importance 90 · 2471/00
Source: “Check books in and out of the library.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Issuing and returning physical books means handling them at the desk or a kiosk.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Providing reader, advisory and information services to the public and local businesses
The value here is that a specific person handles reader, advisory and information services and stands behind it. That is earned, not computed.
importance 85 · 2471/00
Source: “Provide reader, advisory and information services to the public and local businesses.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Answering information requests suits software, but readers and local businesses value talking to a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

Show the other 46 tasks

Maintaining records of circulation, materials and equipment
shifting to AI
This is reading one thing and writing another: records of circulation, materials and equipment in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Maintain records of circulation, materials, and equipment.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Circulation, stock and equipment records are held in library systems that maintain them automatically.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Creating and updating electronic information resources
shifting to AI
This is reading one thing and writing another: electronic information resources in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Create and update electronic information resources.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Creating and updating digital information resources is straightforward content work for software.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Handling statistical returns for data analysis and reporting
shifting to AI
This is reading one thing and writing another: statistical returns in, a record out. That is the shape today's tools are built for.
importance 70 · 2471/00
Source: “Handle statistical returns for data analysis and reporting.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pulling library statistics into a standard return is routine data work, signed off by the authority.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Using social media channels to publicise and promoting library activities
shifting to AI
This is reading one thing and writing another: social media channels in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Use social media channels to publicise and promote library activities, projects and programmes to local communities and the wider public.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Writing and scheduling social media posts is something software already does to a good standard.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Reviewing newly released publications to curate and updating library collections
shifting to AI
This is reading one thing and writing another: released publications in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Review newly released publications to curate and update library collections.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: New publications, reviews and catalogues are public and plentiful, so scanning them suits software well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Reviewing materials using book reviews
shifting to AI
This is reading one thing and writing another: materials in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Review materials using book reviews, catalogues, and faculty recommendations.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (76–90 allowing for uncertainty): very high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Weighing up reviews, catalogues and recommendations is reading and comparison work software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Using IT systems to manage stock levels
shifting to AI
This is reading one thing and writing another: IT systems in, a record out. That is the shape today's tools are built for.
importance 75 · 2471/00
Source: “Use IT systems to manage stock levels, delivery times and transport costs.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Stock, timing and cost management inside a system is well-documented, repeatable screen work.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Responding to customer enquiries
shifting to AI
This is reading one thing and writing another: customer enquiries in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Respond to customer enquiries.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (75–83 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Answering customer questions from known information is something software already does at speed and scale.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Selecting and acquiring information using library and information software
shifting to AI
This is reading one thing and writing another: information in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Select and acquire information using library and information software.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Searching and ordering through library systems is documented desk work, with local budgets shaping choices.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Selecting and ordering print, audio-visual and electronic resources based on evaluations
shifting to AI
This is reading one thing and writing another: print, audio-visual and electronic resources in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Select and order print, audio-visual, and electronic resources based on evaluations.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Choosing and ordering stock from reviews, usage data and supplier lists is desk work software supports well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Selecting stock based on latest publications and trends
shifting to AI
This is reading one thing and writing another: stock in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Select stock based on latest publications and trends.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Stock choices lean on published reviews and sales data, with local reading habits shaping the final list.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing budgets to ensure efficient use of resources
shifting to AI
This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 75 · 2471/00
Source: “Manage budgets to ensure efficient use of resources.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Managing a budget against actual spend is standard finance system work.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing the provision of reading lists
shifting to AI
This is reading one thing and writing another: the provision of reading lists in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Manage the provision of reading lists.” (UK task statement)
How this row was scored
Exposure score: 70 out of 100 (66–74 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Matching reading lists to what the library holds is documented, repetitive work software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Supporting researchers in conducting literature searches
shifting to AI
This is reading one thing and writing another: researchers in, a record out. That is the shape today's tools are built for.
importance 85 · 2471/00
Source: “Support researchers in conducting literature searches using databases, printed resources, and the internet.” (UK task statement)
How this row was scored
Exposure score: 70 out of 100 (66–74 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Literature searching is exactly what search tools do, though researchers often want guidance alongside.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Ensuring compliance with accessibility standards
shifting to AI
This is reading one thing and writing another: compliance in, a record out. That is the shape today's tools are built for.
importance 75 · 2471/00
Source: “Ensure compliance with accessibility standards, freedom of information, and data protection laws.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: These duties are set out in published law and standards, so software can check and document compliance, with a librarian answerable for it.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Developing and managing collections of books
shifting to AI
This is reading one thing and writing another: collections of books in, a record out. That is the shape today's tools are built for.
importance 90 · 2471/00
Source: “Develop and manage collections of books, journals, and websites.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Borrowing figures and published reviews point clearly at what to buy, so choosing is largely desk analysis.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Developing library policies and procedures
shifting to AI
This is reading one thing and writing another: library policies in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Develop library policies and procedures.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Library policies and procedures follow well-known models and are straightforward documents to draft.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Purchasing resources as required for subject areas or departments
shifting to AI
This is reading one thing and writing another: resources in, a record out. That is the shape today's tools are built for.
importance 80 · 2471/00
Source: “Purchase resources as required for subject areas or departments.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Ordering stock against a subject budget follows documented steps and supplier data.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Organising IT access for library users
changing shape
The software now makes the first pass at IT access, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2471/00
Source: “Organise IT access for library users.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Setting up computer accounts and access follows standard steps, with some help given at the desk.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Solving IT-related user problems
changing shape
The software now makes the first pass at it-related user problems, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 2471/00
Source: “Solve IT-related user problems.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Most IT problems have documented fixes, though some still need someone at the machine.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining stock levels to ensure efficient inventory management
changing shape
The software now makes the first pass at stock levels, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.
importance 70 · 2471/00
Source: “Maintain stock levels to ensure efficient inventory management.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Working out what to reorder and when is well-documented number work software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Responding to user enquiries, including conducting one-to-one advice sessions
staying human
The value here is that a specific person handles user enquiries, including conducting one-to-one advice sessions and stands behind it. That is earned, not computed.
importance 85 · 2471/00
Source: “Respond to user enquiries, including conducting one-to-one advice sessions.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Drafting answers is easy; one-to-one advice sessions depend on reading the person in front of you.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Managing stock, including the removal of outdated resources
staying human
This work happens in the physical world: stock, including the removal of outdated resources, in a real place. Software cannot follow it there.
importance 85 · 2471/00
Source: “Manage stock, including the removal of outdated resources.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Deciding what to withdraw comes from loan data, but taking books off shelves is physical.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Supervising daily library operations, budgeting and planning
staying human
The ratings behind this row put library operations, budgeting well outside what today's tools can do on their own.
importance 80 · 2471/00
Source: “Supervise daily library operations including budgeting and planning.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Budgets and plans are document work, though the day-to-day running of a library needs someone there.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Training academic staff on the use of software
staying human
The ratings behind this row put academic staff well outside what today's tools can do on their own.
importance 70 · 2471/00
Source: “Train academic staff on the use of software.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Software guides can be produced easily, but running the session happens with staff in the room.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Determining library services to offer with colleagues
staying human
The value here is that a specific person handles library services and stands behind it. That is earned, not computed.
importance 85 · 2471/00
Source: “Determine library services to offer with colleagues, academic staff, and community members and organisations.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Deciding what services to offer is agreed in discussion with staff and the local community.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Anticipating community needs and trends to ensure library services are utilised as much as possible
staying human
The ratings behind this row put community needs well outside what today's tools can do on their own.
importance 85 · 2471/00
Source: “Anticipate community needs and trends to ensure library services are utilised as much as possible.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Reading where a local community is heading depends on knowledge that is not written down anywhere.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Contributing to academic course development and liaising with academic departments
staying human
The value here is that a specific person handles academic course development and stands behind it. That is earned, not computed.
importance 75 · 2471/00
Source: “Contribute to academic course development and liaise with academic departments.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Course support is partly documented, but academics expect a working relationship with their librarian.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Creating displays to promote library services
staying human
This work happens in the physical world: displays, in a real place. Software cannot follow it there.
importance 75 · 2471/00
Source: “Create displays to promote library services.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Design ideas come easily; building the display in the library is manual work.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing archives and special collections
staying human
This work happens in the physical world: archives, in a real place. Software cannot follow it there.
importance 80 · 2471/00
Source: “Manage archives and special collections as required.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Special collections need handling in person and knowledge of items with little published description.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Assisting library users in accessing IT and other resources
staying human
This work happens in the physical world: library users, in a real place. Software cannot follow it there.
importance 85 · 2471/00
Source: “Assist library users in accessing IT and other resources.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Helping someone use a library PC or printer usually means standing next to them.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Managing staff to optimise performance and service delivery
staying human
The value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 80 · 2471/00
Source: “Manage staff to optimise performance and service delivery.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Rotas and reports are easy to produce; getting the best from a team depends on the relationship.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Organising library services for schools and youth organisations
staying human
The value here is that a specific person handles library services and stands behind it. That is earned, not computed.
importance 80 · 2471/00
Source: “Organise library services for schools and youth organisations.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Planning school services is desk work, but schools want a known contact and safeguarding checks apply.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Developing community services and initiatives in partnership with museums and educational agencies
staying human
The value here is that a specific person handles community services and stands behind it. That is earned, not computed.
importance 70 · 2471/00
Source: “Develop community services and initiatives in partnership with museums and educational agencies.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (17–25 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Partnerships with museums and agencies are held together by people who know each other.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Collaborating with relevant industry or sector bodies to influence procurement and supplying chains
staying human
The value here is that a specific person handles relevant industry and stands behind it. That is earned, not computed.
importance 60 · 2471/00
Source: “Collaborate with relevant industry or sector bodies to influence procurement and supply chains.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Influencing sector bodies depends on standing and relationships built over years.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Coordinating and delivering information and digital literacy sessions
staying human
This work happens in the physical world: information, in a real place. Software cannot follow it there.
importance 85 · 2471/00
Source: “Coordinate and deliver information and digital literacy sessions to students, researchers and staff.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Teaching materials are easy to produce; running the session in a room with learners is not.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Consulting with clients to understand their specific needs and preferences
staying human
This work happens in the physical world: clients, in a real place. Software cannot follow it there.
importance 70 · 2471/00
Source: “Consult with clients to understand their specific needs and preferences.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Questions can be scripted, but customers explain what they want in conversation with a person.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Undertaking reader development activities
staying human
This work happens in the physical world: reader development activities, in a real place. Software cannot follow it there.
importance 80 · 2471/00
Source: “Undertake reader development activities.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Encouraging people to read more works through events and conversations inside the library.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Supervising and training clerical workers
staying human
The value here is that a specific person handles clerical workers and stands behind it. That is earned, not computed.
importance 80 · 2471/00
Source: “Supervise and train clerical workers, volunteers, student assistants, and other library employees.” (UK task statement)
How this row was scored
Exposure score: 17 out of 100 (10–24 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Supervising and training staff and volunteers depends on being alongside them as they work.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Training academic staff on the use of audio-visual equipment
staying human
This work happens in the physical world: academic staff, in a real place. Software cannot follow it there.
importance 70 · 2471/00
Source: “Train academic staff on the use of audio-visual equipment.” (UK task statement)
How this row was scored
Exposure score: 17 out of 100 (13–21 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Showing staff how to use projectors and cameras means demonstrating the equipment in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining effective professional relationships with educational staff and social care colleagues
staying human
The value here is that a specific person handles effective professional relationships and stands behind it. That is earned, not computed.
importance 75 · 2471/00
Source: “Maintain effective professional relationships with educational staff and social care colleagues.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Keeping good working relationships with teaching and social care colleagues is built on personal contact over time and cannot be handed to software.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Processing printed and non-printed library materials to prepare them for inclusion in library collections
staying human
This work happens in the physical world: printed, in a real place. Software cannot follow it there.
importance 85 · 2471/00
Source: “Process printed and non-printed library materials to prepare them for inclusion in library collections.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (6–14 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Labelling, covering and preparing physical items has to be done by hand.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Promoting library use through in-house displays and talks
staying human
This work happens in the physical world: library, in a real place. Software cannot follow it there.
importance 75 · 2471/00
Source: “Promote library use through in-house displays and talks.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Displays and talks happen in the building, in front of people.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Engaging the community in library events and outreach activities
staying human
This work happens in the physical world: the community, in a real place. Software cannot follow it there.
importance 80 · 2471/00
Source: “Engage the community in library events and outreach activities.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Outreach works because local people know and trust the librarian who turns up.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Attending conferences, seminars and training sessions to stay informed about field developments
staying human
This work happens in the physical world: conferences, seminars and training sessions, in a real place. Software cannot follow it there.
importance 80 · 2471/00
Source: “Attend conferences, seminars, and training sessions to stay informed about field developments.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Attending conferences and training is about being there and meeting people in the field.
The five ratings: output a model can produce 0/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Providing services to socially excluded groups
staying human
This work happens in the physical world: services, in a real place. Software cannot follow it there.
importance 80 · 2471/00
Source: “Provide services to socially excluded groups.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Reaching people who are excluded depends on trust built face to face over time.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay: £38,100a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 30,700in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: acquired information in, a record out. The rows above are exactly that shape: cataloguing acquired information for library systems and cataloguing books, publications, films, audio-visual aids and other library materials. What it cannot do is be there in the room, and that is still where books get done. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Your week is splitting in two, and which half fills it is the whole question. Cataloguing acquired information for library systems is going; checking books in and out of the library is not.

So, given all that: 40% of this job's task weight sits in rows the software is already learning, 11% in rows that change shape rather than disappear, and 49% in rows it is nowhere near. That is the position, measured across 56 scored tasks. It is not a forecast about you.

The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.

This week: one thing

Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.

What you end up holding: your own week, on one page, sorted into what is shifting and what is not
How long it takes: about twenty minutes

If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.

Over the next 90 days

Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (checking books in and out of the library) and let people see you doing it. Not a new project: the same job, with your mix deliberately tilted. The point is that when the rota or the reorganisation comes, the version of you people picture is the one doing the part that stays.

Over the next 12 months

Claim a specialism at the durable end and let the other end go. Over a year, deliberately become the person who handles checking books in and out of the library, and deliberately stop being the first choice for the rows in the top group. That trade costs something, because the exposed work is often the comfortable work. Decide it on purpose rather than by drift. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to librarians (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was library clerks and assistants: only about 21% of its durable work is work you already do and it pays 26.1% less. Your own job splits about 40/60: that share of the list sits in the top exposure band and the rest does not. On this evidence the honest move is inside the job rather than out of it. Become the person who owns “answer library users' queries”, and let the exposed end go.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Library clerks and assistants
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “check books in and out of the library”. Across the whole of both lists that adds up to about 21% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 21% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £28,134 against your £38,068, 26.1% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Health services and public health managers and directors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “train academic staff on the use of software”. Across the whole of both lists that adds up to about 6% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 6% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Office managers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “attend conferences, seminars, and training sessions to stay informed about field developments”. Across the whole of both lists that adds up to about 4% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 4% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 40% of its task weight, across 56 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Librarians and Media Collections Specialists is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

In US official statistics this job is counted as Librarians and Media Collections Specialists. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

In England:
National Careers Service
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
- Discover your skills and careers (the skills assessment)
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Skills Bootcamps
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
- Skills Bootcamps - what they are and who can do them (DfE, Skills for Careers)
- Skills Bootcamps - JobHelp (DWP)
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
- Skills Development Scotland
In Wales:
Careers Wales
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for librarians, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 40% of the work on this page is already inside what they can do.

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Questions people ask about this job

Will AI replace Librarians?: Not as a job, but it is already doing parts of the work. Across the 56 official task statements scored for Librarians (United Kingdom, SOC 2471), 40% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 48 out of 100 (range 42–54, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Librarians” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Catalogue acquired information for library systems” (100/100, very high); “Allocate the length of loans for materials” (93/100, very high); “Maintain records of circulation, materials, and equipment” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Librarians” stay human?: About 49% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Provide services to socially excluded groups” (8/100, minimal); “Attend conferences, seminars, and training sessions to stay informed about field developments” (8/100, minimal); “Engage the community in library events and outreach activities” (9/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Librarians” do about AI?: Start from the ledger rather than the headline: 40% of this job's weighted core work is exposed, and roughly 49% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Librarians calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 56 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
21 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.