Will AI replace First-Line Supervisors of Office and Administrative Support Workers?

AI can do 87% of the work First-Line Supervisors of Office and Administrative Support Workers do at least twice as fast. People already use it for 5 of their 28 tasks, while 19 more are ready but barely used so far. 4 still need a person.

AI is already doing this5 · 24% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.Mostly assisted8% of time
  • Resolve customer complaints or answer customers' questions regarding policies and procedures.Mostly automated7% of time
  • Research, compile, and prepare reports, manuals, correspondence, or other information required by management or governmental agencies.Mostly automated5% of time
  • Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.Mostly assisted2% of time
  • Coordinate or perform activities associated with shipping, receiving, distribution, or transportation.Mostly automated1% of time

AI could do this next19 · 64% of time

AI can speed these up by at least half, but real use has not caught up yet. These are next in line.

  • Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.18% of time
  • Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.7% of time
  • Coordinate activities with other supervisory personnel or with other work units or departments.6% of time
  • Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.5% of time
  • Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.4% of time
  • Interpret and communicate work procedures and company policies to staff.4% of time
  • Maintain records pertaining to inventory, personnel, orders, supplies, or machine maintenance.4% of time
  • Implement corporate or departmental policies, procedures, and service standards in conjunction with management.2% of time
  • Recruit, interview, and select employees.2% of time
  • Compute figures such as balances, totals, or commissions.2% of time
  • Consult with managers or other personnel to resolve problems in areas such as equipment performance, output quality, or work schedules.2% of time
  • Analyze financial activities of establishments or departments and provide input into budget planning and preparation processes.1% of time
  • Develop or update procedures, policies, or standards.1% of time
  • Make recommendations to management concerning such issues as staffing decisions or procedural changes.1% of time
  • Design, implement, or evaluate staff training and development programs, customer service initiatives, or performance measurement criteria.1% of time
  • Develop work schedules according to budgets and workloads.1% of time
  • Plan for or coordinate office services, such as equipment or supply acquisition or organization, disposal of assets, relocation, parking, maintenance, or security services.1% of time
  • Arrange for necessary maintenance or repair work.1% of time
  • Keep informed of provisions of labor-management agreements and their effects on departmental operations.under 1% of time

Still needs a person4 · 13% of time

No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.

  • Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.7% of time
  • Train or instruct employees in job duties or company policies or arrange for training to be provided.5% of time
  • Monitor inventory levels and requisition or purchase supplies as needed.1% of time
  • Plan layouts of stockrooms, warehouses, or other storage areas, considering turnover, size, weight, or related factors pertaining to items stored.under 1% of time

Your week is not the average

Describe what you actually do and get a personal report: your own tasks, what AI can already do, what stays yours and a 90 day plan.

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What this means

AI can already do almost all of this work at least twice as fast. Real use is still behind at 19 out of 100, so the change here is only getting started. Expect the role to shift toward deciding what to do, checking AI's work and owning the result.

What to do next

  • Do the 5 tasks AI is already handling with AI yourself. Your peers already are, and it is quickly becoming the baseline.
  • Get ahead on the 19 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Build on the 4 tasks that stay human. This is where your judgment, skill and relationships matter most.
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