UK AI Exposure · Administrative and secretarial occupations
Book-keepers, payroll managers and wages clerks
Book-keepers, payroll managers and wages clerks maintain and balance records of financial transactions, oversee the operation of payroll functions and calculate hours worked, wages due and other relevant contributions and deductions.
- Employees (UK)
- 272k
- Median annual pay
- £27,743
- Exposure score ?
- 6.5/10 High 9.3/10 Very high strict reading · with tools is 9.3/10 with-tools reading · strict is 6.5/10
- Wage exposure
- £4.90bn £7.02bn
Higher exposure than 98% of the 379 UK occupations we scored.
What this score means
Most of the routine task inventory in this role can already be done by a capable LLM. That doesn't mean the role disappears - it means the shape changes, and one person can credibly do the work of several.
If you're in this role, here's what to do now
Stop doing anything an LLM can do. Your edge is judgment, relationships, taste, and the parts of the work that require you to be in the room. The operators who notice this first and redesign their workflow around it will be paid for those things; the ones who cling to the old task list will compete against AI at AI's prices.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
-
Verify accuracy of billing data and revise any errors.
-
Resolve discrepancies in accounting records.
-
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
-
Verify accuracy of billing data and revise any errors.
-
Resolve discrepancies in accounting records.
-
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Billing and Posting Clerks" (43-3021.00).
What AI can already do
20 of 28 tasks · unaided
Verify accuracy of billing data and revise any errors.
Resolve discrepancies in accounting records.
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.
Operate typing, adding, calculating, or billing machines.
Review documents, such as purchase orders, sales tickets, charge slips, or hospital records, to compute fees or charges due.
Post stop-payment notices to prevent payment of protested checks.
Keep records of invoices and support documents.
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.
Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services.
Consult sources, such as rate books, manuals, or insurance company representatives, to determine specific charges or information such as rules, regulations, or government tax and tariff information.
Compare previously prepared bank statements with canceled checks and reconcile discrepancies.
Take orders for imprinted checks.
Encode and cancel checks, using bank machines.
Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents.
Update manuals when rates, rules, or regulations are amended.
Route statements for mailing or over-the-counter delivery to customers.
Answer inquiries regarding rates, routing, or procedures.
Compile reports of cost factors, such as labor, production, storage, and equipment.
Create billing documents, shipping labels, credit memorandums, or credit forms.
Return checks to customers or retrieve checks returned to customers in error, adjusting accounts and answering inquiries about errors as necessary.
Where humans still hold the line
8 of 28 tasks
Verify signatures and required information on checks.
Contact customers to obtain or relay account information.
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment.
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand.
Review compiled data on operating costs and revenues to set rates.
Monitor equipment to ensure proper operation.
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems.
Perform general administrative tasks, such as answering telephones, scheduling appointments, and ordering supplies or equipment.
Tasks via O*NET "Billing and Posting Clerks" (43-3021.00).
What AI can already do
24 of 28 tasks · with tools
Verify accuracy of billing data and revise any errors.
Resolve discrepancies in accounting records.
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.
Operate typing, adding, calculating, or billing machines.
Review documents, such as purchase orders, sales tickets, charge slips, or hospital records, to compute fees or charges due.
Post stop-payment notices to prevent payment of protested checks.
Keep records of invoices and support documents.
Verify signatures and required information on checks.
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.
Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services.
Contact customers to obtain or relay account information.
Consult sources, such as rate books, manuals, or insurance company representatives, to determine specific charges or information such as rules, regulations, or government tax and tariff information.
Compare previously prepared bank statements with canceled checks and reconcile discrepancies.
Take orders for imprinted checks.
Encode and cancel checks, using bank machines.
Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents.
Update manuals when rates, rules, or regulations are amended.
Route statements for mailing or over-the-counter delivery to customers.
Review compiled data on operating costs and revenues to set rates.
Answer inquiries regarding rates, routing, or procedures.
Compile reports of cost factors, such as labor, production, storage, and equipment.
Create billing documents, shipping labels, credit memorandums, or credit forms.
Return checks to customers or retrieve checks returned to customers in error, adjusting accounts and answering inquiries about errors as necessary.
Perform general administrative tasks, such as answering telephones, scheduling appointments, and ordering supplies or equipment.
Where humans still hold the line
4 of 28 tasks
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment.
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand.
Monitor equipment to ensure proper operation.
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems.
Stay on top of this
One email a week, written for people who aren't AI nerds. What's actually real, what's hype, and what smart operators are doing about it.
Get the weekly note
One email a week from Alex on how AI is changing UK work, how to get ahead of it, and what smart operators are actually doing. Written for people who aren't AI nerds.
Free. Unsubscribe any time.
Or go deeper:
Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
Get the weekly note. One email on how AI is changing UK work.