Not Very Resilient

Last Update: 10/7/2026

AI Resilience Score for Tool Grinders & Sharpeners:

29.8%

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 tool grinding, filing, and sharpening 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 tool grinders and sharpeners, six of eight sources had data, with no input from Anthropic or OpenAI Signals. The AI exposure sources split: AI Resilience Model and Microsoft saw the hands-on machine work as human-held, while Will Robots Take My Job flagged it as automatable. Weak demand and economic scores pulled the result down to "Not Very Resilient."

AI Resilience Report forTool Grinders, Filers, and Sharpeners

$50,060 median salary•500 annual openings•SOC Code: 51-4194.00

Tool Grinders, Filers, and Sharpeners are less resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Tool grinding, filing, and sharpening earns a "Not Very Resilient" rating because AI is now capable of handling some of the most central parts of the job, like adjusting equipment settings and optimizing cutting programs, which used to require a skilled human every step of the way. Systems like robotic grinding cells can scan parts, self-program their movements, and monitor force in real time, meaning the repetitive, hands-on work that once defined this role is increasingly being handed off to machines.

Learn more about how you can thrive in this position

This role is not very resilient

Tool grinding, filing, and sharpening earns a "Not Very Resilient" rating because AI is now capable of handling some of the most central parts of the job, like adjusting equipment settings and optimizing cutting programs, which used to require a skilled human every step of the way. Systems like robotic grinding cells can scan parts, self-program their movements, and monitor force in real time, meaning the repetitive, hands-on work that once defined this role is increasingly being handed off to machines.

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Analysis of current AI resilience

Tool Grinders & Sharpeners

Updated quarterly

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Latest AI news for Tool Grinders & Sharpeners

The recommended articles offer valuable insights for students pursuing careers as Tool Grinders, Filers, and Sharpeners. They highlight that, while AI and automation are advancing, these roles are not expected to disappear entirely. For instance, one article notes that these jobs remain structurally insulated against full automation by 2026. Another emphasizes that while AI can handle predictable tasks, the artistry and skill in manual grinding still hold significant value. This combination of technology and craftsmanship indicates a resilient career path for aspiring professionals.

More Career Info

Career: Tool Grinders, Filers, and Sharpeners

They shape and sharpen tools using machines to make sure they work correctly and safely.

Employment & Wage Data

Median Wage

$50,060

Jobs (2025)

5,800

Growth (2025-35)

-6.8%

Annual Openings

500

Education

High school diploma or equivalent

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

82% ResilienceSupplemental

Straighten workpieces and remove dents, using straightening presses and hammers.

2

80% ResilienceSupplemental

Attach workpieces to grinding machines and form specified sections and repair cracks, using welding or brazing equipment.

3

78% ResilienceCore Task

File or finish surfaces of workpieces, using prescribed hand tools.

4

78% ResilienceSupplemental

Place workpieces in electroplating solutions or apply pigments to surfaces of workpieces to highlight ridges and grooves.

5

75% ResilienceCore Task

Remove and replace worn or broken machine parts, using hand tools.

6

73% ResilienceCore Task

Fit parts together in pre-assembly to ensure that dimensions are accurate.

7

72% ResilienceCore Task

Dress grinding wheels, according to specifications.

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.

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