UK AI Exposure · Administrative and secretarial occupations
Office supervisors
Office supervisors oversee operations and directly supervise and coordinate the activities of those carrying out general administrative and clerical work and performing specialist administrative and clerical duties in relation to finance, records, sales and other services to a variety of commercial, industrial and other non-governmental organisations and public agencies.
- Employees (UK)
- 57k
- Median annual pay
- £32,265
- Exposure score ?
- 0.8/10 Minimal 9.2/10 Very high strict reading · with tools is 9.2/10 with-tools reading · strict is 0.8/10
- Wage exposure
- £147m £1.69bn
Higher exposure than 45% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
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
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
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Resolve customer complaints or answer customers' questions regarding policies and procedures.
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Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
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.
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Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
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Resolve customer complaints or answer customers' questions regarding policies and procedures.
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Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
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 "First-Line Supervisors of Office and Administrative Support Workers" (43-1011.00).
What AI can already do
2 of 28 tasks · unaided
Interpret and communicate work procedures and company policies to staff.
Compute figures such as balances, totals, or commissions.
Where humans still hold the line
26 of 28 tasks
Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
Resolve customer complaints or answer customers' questions regarding policies and procedures.
Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.
Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.
Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.
Recruit, interview, and select employees.
Develop work schedules according to budgets and workloads.
Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.
Train or instruct employees in job duties or company policies or arrange for training to be provided.
Research, compile, and prepare reports, manuals, correspondence, or other information required by management or governmental agencies.
Implement corporate or departmental policies, procedures, and service standards in conjunction with management.
Analyze financial activities of establishments or departments and provide input into budget planning and preparation processes.
Coordinate activities with other supervisory personnel or with other work units or departments.
Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.
Make recommendations to management concerning such issues as staffing decisions or procedural changes.
Develop or update procedures, policies, or standards.
Maintain records pertaining to inventory, personnel, orders, supplies, or machine maintenance.
Consult with managers or other personnel to resolve problems in areas such as equipment performance, output quality, or work schedules.
Design, implement, or evaluate staff training and development programs, customer service initiatives, or performance measurement criteria.
Keep informed of provisions of labor-management agreements and their effects on departmental operations.
Coordinate or perform activities associated with shipping, receiving, distribution, or transportation.
Monitor inventory levels and requisition or purchase supplies as needed.
Plan for or coordinate office services, such as equipment or supply acquisition or organization, disposal of assets, relocation, parking, maintenance, or security services.
Arrange for necessary maintenance or repair work.
Plan layouts of stockrooms, warehouses, or other storage areas, considering turnover, size, weight, or related factors pertaining to items stored.
Tasks via O*NET "First-Line Supervisors of Office and Administrative Support Workers" (43-1011.00).
What AI can already do
26 of 28 tasks · with tools
Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
Resolve customer complaints or answer customers' questions regarding policies and procedures.
Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.
Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.
Recruit, interview, and select employees.
Interpret and communicate work procedures and company policies to staff.
Develop work schedules according to budgets and workloads.
Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.
Train or instruct employees in job duties or company policies or arrange for training to be provided.
Research, compile, and prepare reports, manuals, correspondence, or other information required by management or governmental agencies.
Implement corporate or departmental policies, procedures, and service standards in conjunction with management.
Compute figures such as balances, totals, or commissions.
Analyze financial activities of establishments or departments and provide input into budget planning and preparation processes.
Coordinate activities with other supervisory personnel or with other work units or departments.
Make recommendations to management concerning such issues as staffing decisions or procedural changes.
Develop or update procedures, policies, or standards.
Maintain records pertaining to inventory, personnel, orders, supplies, or machine maintenance.
Consult with managers or other personnel to resolve problems in areas such as equipment performance, output quality, or work schedules.
Design, implement, or evaluate staff training and development programs, customer service initiatives, or performance measurement criteria.
Keep informed of provisions of labor-management agreements and their effects on departmental operations.
Coordinate or perform activities associated with shipping, receiving, distribution, or transportation.
Monitor inventory levels and requisition or purchase supplies as needed.
Plan for or coordinate office services, such as equipment or supply acquisition or organization, disposal of assets, relocation, parking, maintenance, or security services.
Arrange for necessary maintenance or repair work.
Plan layouts of stockrooms, warehouses, or other storage areas, considering turnover, size, weight, or related factors pertaining to items stored.
Where humans still hold the line
2 of 28 tasks
Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.
Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.
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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.
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