Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Machine Tool Operator:

41.1%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient machine tool operation 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 machine tool operation, seven of eight sources had data, with Anthropic missing. AI exposure sources were mixed: OpenAI Signals pointed high (more human work stays), while Will Robots Take My Job rated exposure low, and Microsoft landed in the middle. That disagreement kept confidence at medium. Weak economic scores pulled the overall result down to "Somewhat Resilient."

AI Resilience Report forMultiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

$47,180 median salary•11,600 annual openings•SOC Code: 51-4081.00

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

This career sits in the "Somewhat Resilient" category because AI is actively changing the day-to-day work, even if it is not replacing workers entirely. Tasks like writing shift reports, reading job orders, and spotting machine problems are increasingly being handled by AI tools, which means the routine paperwork and monitoring side of the job is shrinking.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career sits in the "Somewhat Resilient" category because AI is actively changing the day-to-day work, even if it is not replacing workers entirely. Tasks like writing shift reports, reading job orders, and spotting machine problems are increasingly being handled by AI tools, which means the routine paperwork and monitoring side of the job is shrinking.

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Analysis of current AI resilience

Machine Tool Operator

Updated quarterly

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Latest AI news for Machine Tool Operator

These articles highlight the resilience of careers in multiple machine tool setting and operation in the face of advancing AI. For instance, one article emphasizes that while automation is evolving, the roles of machine tool setters and operators are not at immediate risk of replacement. Another piece suggests that while press machine operators may see some changes, senior positions remain secure. This indicates that students can pursue careers in this field with confidence, as their skills will still be essential in the manufacturing landscape.

More Career Info

Career: Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

They operate and adjust machines to shape metal and plastic parts, ensuring everything runs smoothly and meets quality standards.

Employment & Wage Data

Median Wage

$47,180

Jobs (2025)

127,100

Growth (2025-35)

+0.6%

Annual Openings

11,600

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

85% ResilienceCore Task

Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.

2

85% ResilienceCore Task

Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.

3

82% ResilienceCore Task

Change worn machine accessories, such as cutting tools or brushes, using hand tools.

4

80% ResilienceCore Task

Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.

5

80% ResilienceCore Task

Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.

6

78% ResilienceCore Task

Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.

7

75% ResilienceCore Task

Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.

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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