Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

60.9%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
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

Engineers, All Other

They solve unique problems by designing, testing, and improving products or systems that don’t fit into traditional engineering categories.

This role is evolving

This career is labeled as "Evolving" because AI is becoming a helpful tool for engineers, assisting with routine tasks like data analysis and drafting. However, the complex and creative problem-solving that engineers do—like designing new systems and fixing tricky issues—still requires human insight and judgment.

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Learn more about how you can thrive in this position

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Chat with Coach
Latest news
More career info
Analysis
Chat
News
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This role is evolving

This career is labeled as "Evolving" because AI is becoming a helpful tool for engineers, assisting with routine tasks like data analysis and drafting. However, the complex and creative problem-solving that engineers do—like designing new systems and fixing tricky issues—still requires human insight and judgment.

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

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Evolving iconEvolving

52.4%

52.4%

Microsoft's Working with AI

AI Applicability

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Evolving iconEvolving

30.4%

30.4%

Anthropic's Observed Exposure

AI Resilience

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Evolving iconEvolving

63.4%

63.4%

Althoff & Reichardt

Economic Growth

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Stable iconStable

94.3%

94.3%

Medium 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):

2.1%

Growth Percentile:

41.9%

Annual Openings:

9,300

Annual Openings Pct:

51.7%

Analysis of Current AI Resilience

Engineers, All Other

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

“Engineers, All Other” covers many specialized engineering roles. Right now, tools based on AI can help with parts of engineering (for example, computer-aided design tools can auto-generate or evaluate simple models), but they do not replace the human engineer. Government analysts note that architecture and engineering tasks could be affected by AI, but overall the outlook is “uncertain” because these jobs involve so much complex, creative problem-solving [1].

In fact, experts say humans will keep the edge on hard, open-ended tasks: things like understanding novel problems or coordinating with others in the field still need a person’s “orientation” and judgement [2] [2]. In short, routine data crunching or drafting might be partly automated, but designing new systems or fixing tricky problems usually still needs an engineer’s insight [1] [2].

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AI Adoption

AI in the real world

Whether AI tools catch on in engineering depends on many factors. Good AI-powered engineering software is just becoming available, but it can be expensive and must be carefully integrated into work. Since engineers are highly skilled (the “All Other” group had a median wage around $107K in 2020 [1]), firms weigh the high salaries against costs of new tech.

If tools make design faster or safer, they bring big benefits, but learning new systems also takes time and training. Industry standards and safety rules mean companies won’t hand off critical design work to AI without strong proof it’s reliable. Also, because there are still more engineering projects than talent in many fields, AI is more often seen as a helpful assistant than a job killer.

In short, companies will adopt AI if it clearly boosts efficiency (for instance by speeding up routine analysis) and if engineers and managers trust it [1] [1]. Social and legal factors (like professional licensing) also mean human engineers will stay central, and many experts expect AI to augment – not replace – engineers’ work.

Sources

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More Career Info

Career: Engineers, All Other

Parent Careers

Employment & Wage Data

Median Wage

$117,750

Jobs (2024)

158,800

Growth (2024-34)

+2.1%

Annual Openings

9,300

Education

Bachelor's degree

Experience

None

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

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