Not Very Resilient

Last Update: 10/7/2026

AI Resilience Score for Hand Grinding & Polishing:

30.0%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient hand grinding and polishing work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For hand grinding and polishing workers, seven of eight sources had data, with Anthropic missing. Exposure sources were split: Microsoft and OpenAI Signals saw the work staying human, while Will Robots Take My Job flagged high automation risk, landing confidence at medium-high. Weak hiring and pay outlooks pulled the score down, leaving this role "Not Very Resilient."

AI Resilience Report forGrinding and Polishing Workers, Hand

$42,660 median salary•700 annual openings•SOC Code: 51-9022.00

Grinding and Polishing Workers, Hand are less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Grinding and polishing work is labeled "Not Very Resilient" mainly because the most common, repetitive parts of the job (like weld blending, surface finishing, and gate removal on standard parts) are already being handled by AI-powered robotic systems that can adapt to variations in materials and shapes. The market for polishing and grinding robots is growing fast, from USD 0.34 billion in 2026 to USD 0.88 billion by 2035, which signals that more shops will be investing in automation over the next decade.

Learn more about how you can thrive in this position

This role is not very resilient

Grinding and polishing work is labeled "Not Very Resilient" mainly because the most common, repetitive parts of the job (like weld blending, surface finishing, and gate removal on standard parts) are already being handled by AI-powered robotic systems that can adapt to variations in materials and shapes. The market for polishing and grinding robots is growing fast, from USD 0.34 billion in 2026 to USD 0.88 billion by 2035, which signals that more shops will be investing in automation over the next decade.

Read full analysis

Analysis of current AI resilience

Hand Grinding & Polishing

Updated quarterly

Your move

How can Hand Grinding & Polishing prepare for AI?

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for Hand Grinding & Polishing

Students considering careers as Grinding and Polishing Workers, Hand should be aware of the evolving landscape influenced by AI. While a report indicates a 63/100 risk of AI displacement, it's crucial to note that many hands-on tasks remain safe, with only minor administrative duties at risk. For instance, automation is primarily handling repetitive polishing on flat surfaces, leaving complex designs to skilled workers. Embracing these insights can foster resilience in this career, highlighting the value of craftsmanship in an increasingly automated world.

More Career Info

Career: Grinding and Polishing Workers, Hand

They smooth and shine metal or glass surfaces by using hand tools to remove rough spots and imperfections.

Employment & Wage Data

Median Wage

$42,660

Jobs (2025)

10,800

Growth (2025-35)

-19.2%

Annual Openings

700

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

88% ResilienceCore Task

Repair and maintain equipment, objects, or parts, using hand tools.

2

87% ResilienceCore Task

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.

3

85% ResilienceCore Task

Trim, scrape, or deburr objects or parts, using chisels, scrapers, and other hand tools and equipment.

4

82% ResilienceCore Task

Grind, sand, clean, or polish objects or parts to correct defects or to prepare surfaces for further finishing, using hand tools and power tools.

5

78% ResilienceCore Task

Sharpen abrasive grinding tools, using machines and hand tools.

6

75% ResilienceSupplemental

Apply solutions and chemicals to equipment, objects, or parts, using hand tools.

7

70% ResilienceSupplemental

Clean brass particles from files by drawing file cards through file grooves.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.