JOB REPORT / 51-4081 · 21 TASKS

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic.

Can AI do the work of Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastics?

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?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

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

Compute data
Write programs for computer numerical control (CNC) machines…
Record operational data

Your free lesson plan builds the skills that keep you ahead of AI.

A free set of short lessons, about 20 minutes each, at your own pace. No payment, no experience needed.

WHAT WE LOOKED AT

Your job, task by task.

9 of 21 tasks reviewed

This job has 21 core tasks. We went through 9 of them, one at a time.

Task by task, from the work Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastics 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
Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.
AI DOES
Calculates gear dimensions, feeds, speeds, and machine settings from given inputs
YOU DO
Verify real-world inputs and own the final safety call
TASK 02
Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
AI DOES
Drafts G-code, suggests feeds and speeds, and checks programs for common errors
YOU DO
Verify code against your specific machine, tooling, and material before running
TASK 03
Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.
AI DOES
Reads sensor feeds, logs numbers automatically, and flags readings that look off
YOU DO
Watch the machine in person and judge whether a weird reading is a real problem or just noise
TASK 04
Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.
AI DOES
Pulls out key specs, dimensions, and sequences from digital blueprints or job order text
YOU DO
Verify specs against real materials and machine conditions before committing to a setup
TASK 05
Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.
AI DOES
Flags potential defects using machine vision cameras and sensor data
YOU DO
Trust your eyes, ears, and hands to catch what sensors miss and make smart adjustments
TASK 06
Instruct other workers in machine set-up and operation.
AI DOES
Drafts step-by-step training docs, checklists, and quick-reference guides
YOU DO
Show workers hands-on how to safely run and set up real machines
TASK 07
Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.
AI DOES
Analyzes photos or sensor data to flag potential defects and logs measurement results
YOU DO
Pick up the part, apply the gauge, and judge borderline defects with your own hands and eyes
TASK 08
Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.
AI DOES
Suggests machining parameters, feeds/speeds, and helps troubleshoot tool wear patterns from data
YOU DO
Keep your hands-on setup skills and real-time feel for how the machine and material are behaving
TASK 09
Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.
AI DOES
Pulls up repair manuals, troubleshooting guides, and parts lists quickly
YOU DO
Keep your hands on the machine and use your judgment to safely fix what's broken

START LEARNING AI

Practice AI.
Use your judgment.

There are 9 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: Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
SOC code: 51-4081
Tasks reviewed: 9 of 21

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $47,180 · BLS OEWS 2025
Median pay (Colorado): $46,160 · BLS OEWS 2025
Employed (national): 124,590
Employed in Colorado: 220
Job outlook: −0.5% by 2034 · ~12,800 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?

Your job, task by task.

Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.

Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.

Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.

Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.

Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.

Instruct other workers in machine set-up and operation.

Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.

Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.

Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.

Practice AI.Use your judgment.

More Production jobs

Practice AI.
Use your judgment.