Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Eng. Techs & Technicians:

51.2%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient engineering technologist and technician work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. 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 engineering technologists and technicians, six of nine sources had data. On AI exposure, AI Resilience Model and OpenAI Signals both saw strong human contribution, while Microsoft pointed the other way, creating a moderate split that holds confidence at medium-high. Steady but not standout demand and pay signals kept all three sub-scores at medium, landing this career at "Mostly Resilient."

AI Resilience Report forEngineering Technologists and Technicians, Except Drafters, All Other

$78,350 median salary•5,400 annual openings•SOC Code: 17-3029.00

Engineering Technologists and Technicians, Except Drafters, All Other are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

This career is labeled "Mostly Resilient" because while AI is taking over some of the repetitive, data-heavy tasks (like logging and analyzing test results in spreadsheets), the hands-on, physical work of assembling and troubleshooting fuel cell systems is much harder for machines to replicate. The unpredictable, site-specific nature of real-world technical problems means employers still need human judgment, sharp instincts, and skilled hands on the job.

Learn more about how you can thrive in this position

This role is mostly resilient

This career is labeled "Mostly Resilient" because while AI is taking over some of the repetitive, data-heavy tasks (like logging and analyzing test results in spreadsheets), the hands-on, physical work of assembling and troubleshooting fuel cell systems is much harder for machines to replicate. The unpredictable, site-specific nature of real-world technical problems means employers still need human judgment, sharp instincts, and skilled hands on the job.

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Analysis of current AI resilience

Eng. Techs & Technicians

Updated quarterly

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Latest AI news for Eng. Techs & Technicians

These articles highlight the evolving role of AI in the engineering field, particularly for technologists and technicians. For instance, the Stanford study shows which jobs may be affected, emphasizing the importance of adaptability. Additionally, the CNN article explains that AI is more about automating tasks than outright job loss, suggesting that professionals can leverage AI to enhance their skills. Embracing AI as a tool rather than a threat can foster resilience in this career path, opening up new avenues for innovation and collaboration in engineering.

More Career Info

Task-Level AI Resilience Scores

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

1

88% Resilience

Assemble fuel cells or fuel cell stacks according to mechanical or electrical assembly documents or schematics.

2

86% Resilience

Install or test spark ignition (SI) or compression ignition (CI) engines.

3

83% Resilience

Perform electrochemical performance or durability testing of solid oxide fuel cells.

4

82% Resilience

Perform routine vehicle maintenance procedures, such as part replacements or tune-ups.

5

81% Resilience

Install, calibrate, or operate emissions analyzers, cell assist software, fueling systems, or air conditioning systems in engine testing systems.

6

80% Resilience

Perform routine or preventive maintenance on fuel cell test equipment.

7

78% Resilience

Test fuel cells or fuel cell stacks, using complex electronic 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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