How likely is AI to replace Helpers--Production Workers?

Published research puts Helpers--Production Workers at 17 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Helpers--Production Workers?

Only partly. Individual estimates for Helpers--Production Workers run from 5 to 53 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which manufacturing roles face similar AI exposure?

The closest published manufacturing roles to Helpers--Production Workers by score are Cutting and Slicing Machine Setters, Operators, and Tenders (17/100), Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic (17/100), and Electromechanical Equipment Assemblers (17/100). Each has its own page with the research behind its number.

Occupation baseline · Research consensus

Will AI replace Helpers--Production Workers?

Lower risk

Baseline AI displacement risk for Helpers--Production Workers, aggregated from 7 research sources.

What this score means

Helpers--Production Workers is among the least exposed roles in Manufacturing. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 17 out of 100 it sits close to the Manufacturing average of 19. Across the 7 sources behind this baseline, individual estimates run from 5 to 53, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Helpers--Production Workers, most central first, showing 12 of 30.

01Load and unload items from machines, conveyors, and conveyances.
02Operate machinery used in the production process, or assist machine operators.
03Place products in equipment or on work surfaces for further processing, inspecting, or wrapping.
04Examine products to verify conformance to quality standards.
05Start machines or equipment to begin production processes.
06Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
07Remove products, machine attachments, or waste material from machines.
08Lift raw materials, finished products, and packed items, manually or using hoists.
09Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks.
10Pack and store materials and products.
11Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.
12Count finished products to determine if product orders are complete.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 7 research sources that scored Helpers--Production Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
03The Fearless Future: 2026 Global AI Jobs Barometer — UAE Analysis · 2026PwC, Global AI Jobs Barometer (2026)
04The Fearless Future: PwC's 2025 Global AI Jobs Barometer · 2025PwC, Global AI Jobs Barometer (2025)
05Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
06GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
07AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Helpers--Production Workers?: Published research puts Helpers--Production Workers at 17 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Helpers--Production Workers?: Only partly. Individual estimates for Helpers--Production Workers run from 5 to 53 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which manufacturing roles face similar AI exposure?: The closest published manufacturing roles to Helpers--Production Workers by score are Cutting and Slicing Machine Setters, Operators, and Tenders (17/100), Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic (17/100), and Electromechanical Equipment Assemblers (17/100). Each has its own page with the research behind its number.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.