Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Coating Machine Operators:

38.4%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Low-medium

Methodology and Scoring Rationale

To score how resilient coating machine 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 coating machine operators, six of eight sources had data, with Anthropic and OpenAI Signals missing. The AI exposure sources split: Microsoft saw this work staying human, while AI Resilience Model and Will Robots Take My Job flagged high automation risk. That disagreement, combined with low economic opportunity signals, keeps confidence at low-medium and lands the score at "Somewhat Resilient."

AI Resilience Report forCoating, Painting, and Spraying Machine Setters, Operators, and Tenders

$48,250 median salary•15,300 annual openings•SOC Code: 51-9124.00

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders are somewhat less resilient to AI impacts than most occupations, according to our analysis of 6 sources.

This career sits in "Somewhat Resilient" territory because AI and robots are already taking over the repetitive, straightforward spraying tasks, meaning the job is genuinely changing in ways you need to prepare for. The good news is that humans are still essential for tricky situations like touching up complex parts, troubleshooting problems, and handling custom jobs where no two pieces look the same.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career sits in "Somewhat Resilient" territory because AI and robots are already taking over the repetitive, straightforward spraying tasks, meaning the job is genuinely changing in ways you need to prepare for. The good news is that humans are still essential for tricky situations like touching up complex parts, troubleshooting problems, and handling custom jobs where no two pieces look the same.

Read full analysis

Analysis of current AI resilience

Coating Machine Operators

Updated quarterly

Your move

How can Coating Machine Operators prepare for AI?

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Latest AI news for Coating Machine Operators

These articles provide crucial insights for students pursuing careers as Coating, Painting, and Spraying Machine Setters, Operators, and Tenders. For instance, the analysis on willrobotstakemyjob.com highlights how AI and robotics are transforming the industry, emphasizing the importance of adapting to new technologies. Additionally, jobzonerisk.com notes that while AI may automate some tasks, it also creates new opportunities in monitoring and quality control. Understanding these trends can help students build resilience in their careers and prepare for a future where technology plays a key role in the coating and painting processes.

More Career Info

Career: Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

They operate machines that apply paint or coatings to products, ensuring a smooth and even finish for items like cars, furniture, or metal parts.

Parent Careers

Employment & Wage Data

Median Wage

$48,250

Jobs (2025)

164,800

Growth (2025-35)

+2.5%

Annual Openings

15,300

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

Disassemble, clean, and reassemble sprayers or power equipment, using solvents, wire brushes, and cloths.

2

82% ResilienceSupplemental

Fill small dents or scratches with body fillers and smooth surfaces to prepare for painting.

3

80% ResilienceCore Task

Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray.

4

80% ResilienceCore Task

Apply rust-resistant undercoats and caulk and seal seams.

5

80% ResilienceCore Task

Use brush to hand-paint areas in need of retouching or unreachable with a spray gun.

6

80% ResilienceSupplemental

Apply primer over any repairs made to surfaces.

7

80% ResilienceSupplemental

Set up portable equipment, such as ventilators, exhaust units, ladders, or scaffolding.

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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