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JOB REPORT / 51-9198 · 30 TASKS

Helpers--Production Workers.

Can AI do the work of Helpers--Production 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?

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:

  • Read gauges or charts, and record data obtained
  • Separate products according to weight, grade, size, or composition…

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.

TURN THIS INTO SKILLS YOU CAN PROVE Early access

Earn a certificate in your job

A guided certificate program in AI-assisted Helpers--Production Workers work. It covers the 11 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

11 of 30 tasks reviewed

This job has 30 core tasks. We went through 11 of them, one at a time.

Task by task, from the work Helpers--Production 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.

  1. TASK 01

    Read gauges or charts, and record data obtained.

    AI DOES

    Reads digital gauge feeds, logs values, and flags unusual readings automatically

    YOU DO

    Verify odd readings in person and decide when something needs escalation

  2. TASK 02

    Separate products according to weight, grade, size, or composition of materials used to produce them.

    AI DOES

    Runs vision sensors and conveyor systems to sort products by weight, size, or grade automatically

    YOU DO

    Handle tricky or unusual items that machines misread or can't classify cleanly

  3. TASK 03

    Count finished products to determine if product orders are complete.

    AI DOES

    Helps track counts digitally if connected to sensors or scanning systems

    YOU DO

    Walk the floor, handle items, and confirm real-world counts with your own eyes

  4. TASK 04

    Examine products to verify conformance to quality standards.

    AI DOES

    Flags defects in images when camera systems are set up

    YOU DO

    Trust your hands and eyes to catch subtle flaws no camera system covers

  5. TASK 05

    Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

    AI DOES

    Reads sensor data and flags measurements that are out of spec

    YOU DO

    Stay present on the line to physically measure, handle, and adjust products

  6. TASK 06SOURCE-BACKED TASK

    Record information, such as the number of products tested, meter readings, or dates and times of product production.

    AI DOES

    Captures and logs data from sensors and systems

    YOU DO

    Verify accuracy and flag unusual patterns

    About this analysis

    32% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  7. TASK 07

    Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

    AI DOES

    Analyzes sensor data and flags unusual patterns in equipment readings

    YOU DO

    Stay physically present to catch sights, sounds, and smells that sensors miss

  8. TASK 08

    Mark or tag identification on parts.

    AI DOES

    Generates label templates or tracking data in the background system

    YOU DO

    Physically handle, position, and apply tags to real parts on the line

  9. TASK 09

    Start machines or equipment to begin production processes.

    AI DOES

    Monitors equipment status on digital dashboards and flags readiness checks

    YOU DO

    Be present on the floor to physically start machines and confirm everything looks and sounds right

  10. TASK 10

    Prepare raw materials for processing.

    AI DOES

    Guides setup steps or flags errors via screen instructions

    YOU DO

    Physically move, sort, and position materials by hand

  11. TASK 11

    Operate machinery used in the production process, or assist machine operators.

    AI DOES

    Monitors machine sensors and flags issues on a screen

    YOU DO

    Stay present on the floor and respond to what machines and people need

START LEARNING AI

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Use your judgment.

There are 11 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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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.