Job Check
First-Line Supervisors of Production and Operating Workers
Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators. Excludes team or work leaders.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Enforce safety and sanitation regulations.Mostly human for now
- 02Keep records of employees' attendance and hours worked.AI could speed this up a lot
- 03Inspect materials, products, or equipment to detect defects or malfunctions.Mostly human for now
- 04Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.AI could speed this up, with extra tools
- 05Plan and establish work schedules, assignments, and production sequences to meet production goals.AI could speed this up, with extra tools
- 06Confer with other supervisors to coordinate operations and activities within or between departments.AI could speed this up, with extra tools
- 07Interpret specifications, blueprints, job orders, and company policies and procedures for workers.AI could speed this up a lot
- 08Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.Mostly human for now
- 09Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.Mostly human for now
- 10Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
40%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 80% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 44% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Enforce safety and sanitation regulations.
- Inspect materials, products, or equipment to detect defects or malfunctions.
- Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.