Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Production Workers, Other:

48.5%

Median Score

Meaningful human contribution

High

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Low-medium

Methodology and Scoring Rationale

To score how resilient production work in the 'all other' category 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 these production workers, only four of eight sources had data, which is why confidence sits at low-medium. The sources that did weigh in agreed that hands-on machine operation stays largely human, earning a High on meaningful contribution. However, pay and mobility signals from Wage Bill and Adaptive Capacity both came in Low, pulling the score down to 48.5% and a label of "Somewhat Resilient."

AI Resilience Report forProduction Workers, All Other

$40,110 median salary•27,300 annual openings•SOC Code: 51-9199.00

Production Workers, All Other are somewhat less resilient to AI impacts than most occupations, according to our analysis of 4 sources.

Production worker jobs are labeled "Somewhat Resilient" because AI is genuinely changing the day-to-day work on factory floors, even if it is not wiping out the jobs entirely. Robots and smart software are taking over the most repetitive and risky tasks (like sanding or monitoring equipment), which means the work humans do is shifting toward setup, troubleshooting, and judgment calls that machines still cannot handle well.

Learn more about how you can thrive in this position

This role is somewhat resilient

Production worker jobs are labeled "Somewhat Resilient" because AI is genuinely changing the day-to-day work on factory floors, even if it is not wiping out the jobs entirely. Robots and smart software are taking over the most repetitive and risky tasks (like sanding or monitoring equipment), which means the work humans do is shifting toward setup, troubleshooting, and judgment calls that machines still cannot handle well.

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Analysis of current AI resilience

Production Workers, Other

Updated quarterly

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Latest AI news for Production Workers, Other

These articles provide insights into how AI is reshaping careers for "Production Workers, All Other." While some tasks may be automated—such as assembly line work where AI handles repetitive jobs—many roles will still require human skills. For instance, one article highlights that 50% of tasks can be augmented by AI, allowing workers to focus on more complex responsibilities. Furthermore, AI can create new job opportunities, emphasizing the need for adaptability and continuous learning in the evolving manufacturing landscape. Embracing AI resilience will be key for success in this field.

More Career Info

Career: Production Workers, All Other

They help make and assemble products by following instructions, operating machines, and ensuring everything is done correctly and safely.

Employment & Wage Data

Median Wage

$40,110

Jobs (2025)

275,700

Growth (2025-35)

+0.8%

Annual Openings

27,300

Education

High school diploma or equivalent

Experience

None

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

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