Will AI replace Grinding and Polishing Workers, Hand?

What this score means

Grinding and Polishing Workers, Hand 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 11 out of 100 it scores 3 points below the Manufacturing average of 14. Across the 3 sources behind this baseline, individual estimates run from 5 to 20, 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 Grinding and Polishing Workers, Hand, most central first, showing 12 of 17.

• 01Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.
• 02Grind, sand, clean, or polish objects or parts to correct defects or to prepare surfaces for further finishing, using hand tools and power tools.
• 03Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.
• 04Trim, scrape, or deburr objects or parts, using chisels, scrapers, and other hand tools and equipment.
• 05Mark defects, such as knotholes, cracks, and splits, for repair.
• 06Study blueprints or layouts to determine how to lay out workpieces or saw out templates.
• 07Move controls to adjust, start, or stop equipment during grinding and polishing processes.
• 08Load and adjust workpieces onto equipment or work tables, using hand tools.
• 09Repair and maintain equipment, objects, or parts, using hand tools.
• 10Select files or other abrasives, according to materials, sizes and shapes of workpieces, amount of stock to be removed, finishes specified, and steps in finishing processes.
• 11File grooved, contoured, and irregular surfaces of metal objects, such as metalworking dies and machine parts, to conform to templates, other parts, layouts, or blueprint specifications.
• 12Sharpen abrasive grinding tools, using machines and hand tools.

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 3 research sources that scored Grinding and Polishing Workers, Hand for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Aircraft Skin Burnisher · Balance Wheel Arm Burnisher · Balance Wheel Hand Filer · Barrel Finisher · Beveler · Bit Shaver · Buffer · Burrer and related titles

More manufacturing occupations

• Adhesive Bonding Machine Operators and Tenders11/100
• Aircraft Structure, Surfaces, Rigging, and Systems Assemblers13/100
• Assemblers and Fabricators, All Other29/100
• Bakers17/100
• Biofuels Processing Technicians14/100
• Biomass Plant Technicians14/100
• Butchers and Meat Cutters12/100
• Cabinetmakers and Bench Carpenters11/100