Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Production Helpers:

41.8%

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 production helper 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 production helpers, all eight sources had data, though AI exposure was split: Anthropic, Microsoft, and OpenAI Signals saw hands-on physical tasks staying human, while Will Robots Take My Job flagged higher automation risk. Demand looks moderate, but pay and mobility signals came in low, pulling the score down to "Somewhat Resilient" at medium confidence.

AI Resilience Report forHelpers--Production Workers

$39,070 median salary•20,900 annual openings•SOC Code: 51-9198.00

Helpers--Production Workers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

This career sits in the "Somewhat Resilient" category because automation is genuinely changing the day-to-day work, especially for tasks like inspecting products and moving materials, where AI cameras and robots are already stepping in. At the same time, fully replacing human helpers across the board is still a work in progress, since real factory floors are messy, unpredictable, and full of situations that require judgment, dexterity, and teamwork that robots still struggle with.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career sits in the "Somewhat Resilient" category because automation is genuinely changing the day-to-day work, especially for tasks like inspecting products and moving materials, where AI cameras and robots are already stepping in. At the same time, fully replacing human helpers across the board is still a work in progress, since real factory floors are messy, unpredictable, and full of situations that require judgment, dexterity, and teamwork that robots still struggle with.

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Analysis of current AI resilience

Production Helpers

Updated quarterly

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Latest AI news for Production Helpers

These articles highlight key insights for "Helpers--Production Workers" as AI becomes integral in various industries. For instance, OpenAI's DeployCo aims to assist businesses in integrating AI, suggesting that workers will need to adapt to new tools that improve efficiency. Additionally, the American Progress article emphasizes the importance of unions advocating for worker rights in the face of AI changes, ensuring that technology enhances job roles rather than diminishes them. Embracing AI resilience will be crucial in navigating this evolving landscape and securing better opportunities in the workforce.

More Career Info

Career: Helpers--Production Workers

They assist in factories by moving materials, cleaning work areas, and helping make products to ensure everything runs smoothly.

Employment & Wage Data

Median Wage

$39,070

Jobs (2025)

167,400

Growth (2025-35)

-8.2%

Annual Openings

20,900

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

72% ResilienceCore Task

Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.

2

72% ResilienceSupplemental

Perform minor repairs to machines, such as replacing damaged or worn parts.

3

70% ResilienceSupplemental

Change machine gears, using wrenches.

4

68% ResilienceSupplemental

Attach slings, ropes, or cables to objects such as pipes, hoses, or bundles.

5

65% ResilienceCore Task

Operate machinery used in the production process, or assist machine operators.

6

65% ResilienceSupplemental

Thread ends of items such as thread, cloth, and lace through needles and rollers, and around take-up tubes.

7

62% ResilienceSupplemental

Clean and lubricate equipment.

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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