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Manufacturing & Production · Updated Aug 2026

Grinding and Polishing Workers, Hand

Grind, sand, or polish, using hand tools or hand-held power tools, a variety of metal, wood, stone, clay, plastic, or glass objects. Includes chippers, buffers, and finishers.

JVS 2.0.0-phase4b
AI Exposure
42/100
Moderate

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
39/100
Low

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence82/100
Task coverage87%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.High
65
Trim, scrape, or deburr objects or parts, using chisels, scrapers, and other hand tools and equipment.High
61
Study blueprints or layouts to determine how to lay out workpieces or saw out templates.High
66
Load and adjust workpieces onto equipment or work tables, using hand tools.High
62
Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.High
47
Apply solutions and chemicals to equipment, objects, or parts, using hand tools.Medium
62
File 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.Medium
65
Grind, sand, clean, or polish objects or parts to correct defects or to prepare surfaces for further finishing, using hand tools and power tools.High
24
Remove completed workpieces from equipment or work tables, using hand tools, and place workpieces in containers.High
23
Move controls to adjust, start, or stop equipment during grinding and polishing processes.High
23
Repair and maintain equipment, objects, or parts, using hand tools.High
24
Mark defects, such as knotholes, cracks, and splits, for repair.High
18
Select 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.High
17
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Study blueprints or layouts to determine how to lay out workpieces or saw out templates.66
  2. Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.65
  3. File 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.65
  4. Load and adjust workpieces onto equipment or work tables, using hand tools.62
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Select 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.01
  2. Mark defects, such as knotholes, cracks, and splits, for repair.02
  3. Remove completed workpieces from equipment or work tables, using hand tools, and place workpieces in containers.03
  4. Move controls to adjust, start, or stop equipment during grinding and polishing processes.04
  5. Repair and maintain equipment, objects, or parts, using hand tools.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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AI risk 47

Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Closely related work

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AI risk 49

Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Related work

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency57
Physical dependency71
Adoption pressure46
Labour-market resilience66
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence82/100
CalculatedAug 21, 2026
Read methodology →