Will AI replace First-Line Supervisors of Production and Operating Workers?

AI can do 39% of the work First-Line Supervisors of Production and Operating Workers do at least twice as fast. People already use it for 1 of their 20 tasks, while 9 more are ready but barely used so far. Robots can technically handle 2 physical tasks. 8 still need a person.

AI is already doing this1 · 2% of time

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

  • Evaluate employee performance.Mostly assisted2% of time

AI could do this next9 · 37% of time

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

  • Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.8% of time
  • Confer with other supervisors to coordinate operations and activities within or between departments.7% of time
  • Plan and establish work schedules, assignments, and production sequences to meet production goals.7% of time
  • Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.6% of time
  • Keep records of employees' attendance and hours worked.3% of time
  • Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.2% of time
  • Calculate labor and equipment requirements and production specifications, using standard formulas.2% of time
  • Plan and develop new products and production processes.1% of time
  • Recommend or execute personnel actions, such as hirings, evaluations, or promotions.1% of time

Robots can technically do this2 · 10% of time

Physical tasks that today's robots can perform in at least some settings. Robots are cost competitive for very few tasks so far, so this change moves slower.

  • Inspect materials, products, or equipment to detect defects or malfunctions.Robots: purpose built settings7% of time
  • Set up and adjust machines and equipment.Robots: purpose built settings3% of time

Still needs a person8 · 51% 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.

  • Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.13% of time
  • Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.9% of time
  • Enforce safety and sanitation regulations.7% of time
  • Confer with management or subordinates to resolve worker problems, complaints, or grievances.4% of time
  • Interpret specifications, blueprints, job orders, and company policies and procedures for workers.4% of time
  • Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.4% of time
  • Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.4% of time
  • Requisition materials, supplies, equipment parts, or repair services.3% of time

Your week is not the average

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What this means

AI can speed up parts of this job, mostly the paperwork and information work around it. The core still depends on hands, presence or relationships.

What to do next

  • Do the 1 task AI is already handling with AI yourself. Your peers already are, and it is quickly becoming the baseline.
  • Get ahead on the 9 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 2 physical tasks robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 8 tasks that stay human. This is where your judgment, skill and relationships matter most.

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