Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

40.5%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Low-medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Coil Winders, Tapers, and Finishers

They make and fix coils by winding wires, covering them with tape, and ensuring they work properly for use in electronics and machines.

This role is evolving

This career is labeled as "Evolving" because, while AI and automated machines are starting to help with some tasks like quality checks and data entry, the core work of winding, taping, and finishing coils still relies heavily on human skills and judgment. Many factories are slowly adopting AI, but it's tricky and expensive, so skilled workers remain essential.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

This role is evolving

This career is labeled as "Evolving" because, while AI and automated machines are starting to help with some tasks like quality checks and data entry, the core work of winding, taping, and finishing coils still relies heavily on human skills and judgment. Many factories are slowly adopting AI, but it's tricky and expensive, so skilled workers remain essential.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Stable iconStable

78.1%

78.1%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

77.8%

77.8%

Will Robots Take My Job

Automation Resilience

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Changing fast iconChanging fast

5.0%

5.0%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-6.3%

Growth Percentile:

8.8%

Annual Openings:

1,200

Annual Openings Pct:

14.1%

Analysis of Current AI Resilience

Coil Winders, Tapers, Fin.

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Coil winding and finishing work still relies a lot on human hands. Workers spend most of their day handling tools and materials (O*NET reports about 87% of the time on hands-on work) [1], which is hard for robots to fully mimic. Some parts of the job are being automated: for example, one research team built a “fully automated” coil-winding machine that can wind motor coils by itself [2].

AI-powered cameras can also help – in a recent study, machine-vision and learning were used to spot defects in wound coils automatically [3]. Even augmented reality (AR) has been tested to guide workers step-by-step – AR glasses can overlay instructions in a worker’s view so their hands stay on the job [4]. But many tasks remain manual.

Things like cutting, stripping, and taping wires usually still require a person’s judgment. In practice, modern shops often automate data tasks (logging production automatically with software) and use smart sensors, while leaving the detailed winding and finishing work to skilled people. In short, some technology is helping coil winders – for example, machines can aid quality checks and data entry – but the core winding/taping tasks still depend on human skill.

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AI Adoption

AI in the real world

Overall, manufacturers are exploring AI, but adoption depends on cost and need. A recent report found machine intelligence on factory floors in about 40–50% of sites [5], though full roll-out can lag. For example, one survey noted that 41% of AI projects aim to ease worker shortages [5].

This means if factories have trouble hiring skilled coil winders, they may invest in automation. However, setting up robotic winding is expensive and tricky, so many shops move slowly. Experts point out that companies often pilot AI fixes but stall on full deployment because of old machines or worker training challenges [5].

In this field, social factors also matter: using robots is generally accepted in factories, but workers still need to trust and learn new tools. In summary, while smart machines and AI are available (for example, smart control software and vision systems), factors like cost, the custom nature of coils, and the value of human judgment mean change is gradual. Importantly, workers’ skills – like precision, troubleshooting, and adaptability – stay very important, so people and machines are likely to work together rather than robots taking over entirely [5] [1].

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More Career Info

Career: Coil Winders, Tapers, and Finishers

Employment & Wage Data

Median Wage

$47,260

Jobs (2024)

12,200

Growth (2024-34)

-6.3%

Annual Openings

1,200

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

60% ResilienceSupplemental

Disassemble and assemble motors, and repair and maintain electrical components and machinery parts, using hand tools.

2

55% ResilienceSupplemental

Apply solutions or paints to wired electrical components, using hand tools, and bake components.

3

50% ResilienceCore Task

Attach, alter, and trim materials such as wire, insulation, and coils, using hand tools.

4

50% ResilienceSupplemental

Line slots with sheet insulation, and insert coils into slots.

5

45% ResilienceCore Task

Cut, strip, and bend wire leads at ends of coils, using pliers and wire scrapers.

6

40% ResilienceCore Task

Review work orders and specifications to determine materials needed and types of parts to be processed.

7

40% ResilienceSupplemental

Examine and test wired electrical components such as motors, armatures, and stators, using measuring devices, and record test results.

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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