Other administrative occupations n.e.c.

SOC 2020 code 4159

Job holders in this unit group are responsible for recording, filing and disseminating information for a business, organisation or individual not elsewhere classified in minor group 415: Other administrative occupations

Employees (UK)
728k
Median annual pay
£23,385
Exposure score ?
6.9/10 High direct 6.9 · with tools 9.7
Wage exposure
£11.75bn

Higher exposure than 99% 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.

The tasks in this role, ranked by AI exposure

Below are the real tasks O*NET records for this occupation, sorted highest exposure first. "AI can do this" means a language model can already handle the task directly. "AI can help" means an LLM can assist but not replace. "Human work" means today's AI doesn't touch it. Importance is O*NET's 1–5 rating of how central each task is to the role.

8 of 19 tasks in this role are things an AI can already do today. Task list mapped via O*NET "Order Clerks" (43-4151.00).

  1. Review orders for completeness according to reporting procedures and forward incomplete orders for further processing.

    AI can do thisimportance 4.5/5
  2. Obtain customers' names, addresses, and billing information, product numbers, and specifications of items to be purchased, and enter this information on order forms.

    AI can do thisimportance 4.4/5
  3. Prepare invoices, shipping documents, and contracts.

    AI can do thisimportance 4.3/5
  4. Verify customer and order information for correctness, checking it against previously obtained information as necessary.

    AI can do thisimportance 4.2/5
  5. Recommend type of packing or labeling needed on order.

    AI can do thisimportance 4.1/5
  6. Compute total charges for merchandise or services and shipping charges.

    AI can do thisimportance 4.0/5
  7. Inform customers by mail or telephone of order information, such as unit prices, shipping dates, and any anticipated delays.

    AI can do thisimportance 3.9/5
  8. File copies of orders received, or post orders on records.

    AI can do thisimportance 3.9/5
  9. Recommend merchandise or services that will meet customers' needs.

    Human workimportance 4.3/5
  10. Inspect outgoing work for compliance with customers' specifications.

    Human workimportance 4.3/5
  11. Receive and respond to customer complaints.

    Human workimportance 4.2/5
  12. Check inventory records to determine availability of requested merchandise.

    Human workimportance 4.2/5
  13. Confer with production, sales, shipping, warehouse, or common carrier personnel to expedite or trace shipments.

    Human workimportance 4.1/5
  14. Direct specified departments or units to prepare and ship orders to designated locations.

    Human workimportance 4.1/5
  15. Adjust inventory records to reflect product movement.

    Human workimportance 4.1/5
  16. Collect payment for merchandise, record transactions, and send items, such as checks or money orders for further processing.

    Human workimportance 4.1/5
  17. Calculate and compile order-related statistics, and prepare reports for management.

    Human workimportance 4.1/5
  18. Attempt to sell additional merchandise or services to prospective or current customers by telephone or through visits.

    Human workimportance 3.8/5
  19. Notify departments when supplies of specific items are low, or when orders would deplete available supplies.

    Human workimportance 3.7/5

Where a project with Alex usually starts for this role

These are the highest-importance tasks in this role that a language model can already handle directly. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.

  1. Review orders for completeness according to reporting procedures and forward incomplete orders for further processing.

    O*NET importance 4.5/5 · labelled directly AI-automatable

  2. Obtain customers' names, addresses, and billing information, product numbers, and specifications of items to be purchased, and enter this information on order forms.

    O*NET importance 4.4/5 · labelled directly AI-automatable

  3. Prepare invoices, shipping documents, and contracts.

    O*NET importance 4.3/5 · labelled directly AI-automatable

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 →

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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.

Methodology · Sources (PDF) · About · Built 23 April 2026

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