JOB REPORT / 51-1011 · 20 TASKS

First-Line Supervisors of Production and Operating Workers.

Can AI do the work of First-Line Supervisors of Production and Operating Workers?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

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The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

Calculate labor and equipment requirements and production specifications, using…
Keep records of employees' attendance and hours worked
Read and analyze charts, work orders, production schedules,…

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A guided certificate program in AI-assisted First-Line Supervisors of Production and Operating Workers work. It covers the 20 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

20 of 20 tasks reviewed

We went through all 20 core tasks in this job, one at a time.

Task by task, from the work First-Line Supervisors of Production and Operating Workers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Calculate labor and equipment requirements and production specifications, using standard formulas.
AI DOES
Runs standard production formulas, calculates labor hours, and checks equipment capacity automatically
YOU DO
Apply real-world floor knowledge and adjust for conditions no formula can capture
TASK 02
Keep records of employees' attendance and hours worked.
AI DOES
Logs time entries, flags absences, and generates attendance reports automatically
YOU DO
Verify unusual patterns and handle disputes or exceptions that need human judgment
TASK 03
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.
AI DOES
Scans documents, flags gaps, and summarizes key production data fast
YOU DO
Apply floor experience to judge if estimates are realistic
TASK 04
Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.
AI DOES
Pulls records, finds trends, and drafts summary reports automatically
YOU DO
Interpret what the data means for your specific crew and conditions
TASK 05
Plan and establish work schedules, assignments, and production sequences to meet production goals.
AI DOES
Suggests optimized schedules, flags bottlenecks, and drafts assignment plans from production data
YOU DO
Apply real knowledge of your workers' skills, moods, and floor realities to make the final call
TASK 06
Interpret specifications, blueprints, job orders, and company policies and procedures for workers.
AI DOES
Summarizes blueprints, flags key steps, and translates technical language into plain words
YOU DO
Know your crew, your machines, and the real conditions on the floor
TASK 07
Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.
AI DOES
Pulls historical output data, flags cost patterns, and drafts budget estimates
YOU DO
Apply floor-level knowledge of crew capability, machine quirks, and shifting priorities
TASK 08
Requisition materials, supplies, equipment parts, or repair services.
AI DOES
Fills out requisition forms, checks stock levels, and flags reorder points automatically
YOU DO
Verify what the floor actually needs and approve the right quantities
TASK 09
Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.
AI DOES
Suggests proven motivation tactics, flags efficiency gaps in data, and drafts improvement plans
YOU DO
Read the room, build trust with your crew, and judge what will actually work on your floor
TASK 10
Plan and develop new products and production processes.
AI DOES
Generates product ideas, summarizes process options, and drafts improvement plans
YOU DO
Apply floor-level experience to judge what will actually work in production
TASK 11
Evaluate employee performance.
AI DOES
Summarizes output metrics, attendance, and quality data into draft performance reports
YOU DO
Watch actual work habits, read team dynamics, and make fair calls that numbers alone can't capture
TASK 12
Confer with other supervisors to coordinate operations and activities within or between departments.
AI DOES
Drafts meeting agendas, summarizes coordination notes, and flags scheduling conflicts
YOU DO
Build trust with peers and make live calls when priorities clash
TASK 13
Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.
AI DOES
Drafts training guides, safety checklists, and procedure documents
YOU DO
Show up in person, read the room, and adjust training to each worker's needs
TASK 14
Recommend or execute personnel actions, such as hirings, evaluations, or promotions.
AI DOES
Pulls together performance records, flags patterns, and drafts evaluation summaries
YOU DO
Weigh the full picture of a person and own the final call
TASK 15
Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.
AI DOES
Reads sensor data, spots out-of-range readings, and sends alerts automatically
YOU DO
Walk the floor, read the room, and decide when to step in
TASK 16
Confer with management or subordinates to resolve worker problems, complaints, or grievances.
AI DOES
Drafts talking points, summarizes complaint history, and suggests resolution options
YOU DO
Read the room, build trust, and make the final call on people issues
TASK 17
Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.
AI DOES
Tracks production data, flags bottlenecks, and helps build schedules
YOU DO
Stay on the floor, read your team, and make fast calls when things go wrong
TASK 18
Enforce safety and sanitation regulations.
AI DOES
Flags compliance gaps in logs, generates safety checklists, and tracks incident records
YOU DO
Walk the floor and enforce rules with people face-to-face
TASK 19
Inspect materials, products, or equipment to detect defects or malfunctions.
AI DOES
Flags potential defects in camera or sensor feeds
YOU DO
Physically examine parts and use hands-on judgment to confirm real defects
TASK 20
Set up and adjust machines and equipment.
AI DOES
Suggests setup parameters or troubleshooting steps based on equipment manuals and past data
YOU DO
Trust your hands and senses to make the actual physical adjustments safely

START LEARNING AI

Practice AI.
Use your judgment.

There are 20 short lessons for this job, about 15 minutes each. Each one starts from a task above and teaches the part that stays with you.

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AT A GLANCE

Occupation: First-Line Supervisors of Production and Operating Workers
SOC code: 51-1011
Tasks reviewed: 20 of 20

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $74,450 · BLS OEWS 2025
Median pay (Colorado): $78,890 · BLS OEWS 2025
Employed (national): 673,430
Employed in Colorado: 9,580
Job outlook: +1.2% by 2034 · ~67,700 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

Calculate labor and equipment requirements and production specifications, using standard formulas.

Keep records of employees' attendance and hours worked.

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.

Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.

Plan and establish work schedules, assignments, and production sequences to meet production goals.

Interpret specifications, blueprints, job orders, and company policies and procedures for workers.

Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.

Requisition materials, supplies, equipment parts, or repair services.

Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.

Plan and develop new products and production processes.

Evaluate employee performance.

Confer with other supervisors to coordinate operations and activities within or between departments.

Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.

Recommend or execute personnel actions, such as hirings, evaluations, or promotions.

Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.

Confer with management or subordinates to resolve worker problems, complaints, or grievances.

Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.

Enforce safety and sanitation regulations.

Inspect materials, products, or equipment to detect defects or malfunctions.

Set up and adjust machines and equipment.

Practice AI.Use your judgment.

Practice AI.
Use your judgment.