How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.71
- Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.71
- Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors.71
- Conduct failure analyses, document results, and recommend corrective actions.71
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing.01
- Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation.02
- Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress.03
- Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval.04
- Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Electrical and Electronic Engineering Technologists and Technicians
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Compare these careers →Aerospace Engineering and Operations Technologists and Technicians
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Compare these careers →Mechanical Drafters
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Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
