Will AI replace Coating, Painting, and Spraying Machine Setters, Operators, and Tenders?

What this score means

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders 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 14 out of 100 it scores 5 points below the Manufacturing average of 19. Across the 5 sources behind this baseline, individual estimates run from 5 to 36, 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 Coating, Painting, and Spraying Machine Setters, Operators, and Tenders, most central first, showing 12 of 29.

• 01Dispose of hazardous waste in an appropriate manner.
• 02Hold or position spray guns to direct spray onto articles.
• 03Spray prepared surfaces with specified amounts of primers and decorative or finish coatings.
• 04Monitor painting operations to identify flaws, such as blisters or streaks, and correct their causes.
• 05Disassemble, clean, and reassemble sprayers or power equipment, using solvents, wire brushes, and cloths.
• 06Fill hoppers, reservoirs, troughs, or pans with material used to coat, paint, or spray, using conveyors or pails.
• 07Clean equipment and work areas.
• 08Apply rust-resistant undercoats and caulk and seal seams.
• 09Start and stop operation of machines, using levers or buttons.
• 10Determine paint flow, viscosity, and coating quality by performing visual inspections, or by using viscometers.
• 11Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray.
• 12Turn dials, handwheels, valves, or switches to regulate conveyor speeds, machine temperature, air pressure and circulation, and the flow or spray of coatings or paints.

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 5 research sources that scored Coating, Painting, and Spraying Machine Setters, Operators, and Tenders 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
• 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
• 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
• 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Coating, Painting, and Spraying Machine Setters, Operators, and Tenders?

Published research puts Coating, Painting, and Spraying Machine Setters, Operators, and Tenders at 14 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Coating, Painting, and Spraying Machine Setters, Operators, and Tenders?

Only partly. Individual estimates for Coating, Painting, and Spraying Machine Setters, Operators, and Tenders run from 5 to 36 out of 100 across the 5 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 Coating, Painting, and Spraying Machine Setters, Operators, and Tenders by score are Potters, Manufacturing (14/100), Coil Winders, Tapers, and Finishers (15/100), and Dental Laboratory Technicians (15/100). Each has its own page with the research behind its number.

Also covers

Abrasive Coating Machine Operator · Abrasive Coating Machine Setup Operator · Air Drier · Air Drier Machine Operator · Aircraft Painter · Auto Body Painter (Automotive Body Painter) · Auto Painter (Automobile Painter) · Auto Refinisher (Automobile Refinisher) and related titles

More manufacturing occupations

• Coil Winders, Tapers, and Finishers15/100
• Dental Laboratory Technicians15/100
• Medical Appliance Technicians15/100
• Paper Goods Machine Setters, Operators, and Tenders15/100
• Pressers, Textile, Garment, and Related Materials15/100
• Production Workers, All Other15/100
• Potters, Manufacturing14/100
• Forging Machine Setters, Operators, and Tenders, Metal and Plastic13/100