Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
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
They fix and install electrical systems in vehicles, like planes and trains, to make sure everything works safely and correctly.
Summary
This career is labeled as "Evolving" because while AI and smart tools are starting to help with diagnosing issues in transportation equipment, the essential work of fixing and maintaining these machines still relies on skilled technicians. AI can help spot problems early and organize repair schedules, but it cannot replace the human skills needed for tasks like cutting wires and replacing parts.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
Summary
This career is labeled as "Evolving" because while AI and smart tools are starting to help with diagnosing issues in transportation equipment, the essential work of fixing and maintaining these machines still relies on skilled technicians. AI can help spot problems early and organize repair schedules, but it cannot replace the human skills needed for tasks like cutting wires and replacing parts.
Read full analysisContributing Sources
AI Resilience
All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.
CareerVillage.org's AI Resilience Analysis
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Anthropic's Economic Index
AI Resilience
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Electrical/Electronics Repair
Updated Quarterly • Last Update: 11/22/2025

State of Automation & Augmentation
In this field, some tasks use smart tools, but people still do the heavy lifting. For example, technicians already use software and gadgets to diagnose malfunctions [1]. Some buses, trains or ships now collect lots of data and use AI (machine learning) to spot problems before they cause breakdowns [2] [3].
This can help schedule fixes ahead of time. However, most repair steps still rely on human skill. O*NET notes tasks like “reassemble and test equipment after repairs” and “maintain equipment service records” that workers handle manually [4] [4].
There’s no substitute yet for a person cutting a wire or replacing a fuse. In short, AI and computers mainly assist with diagnosis and record-keeping, but the core problem-solving and wiring work is done by skilled technicians [1] [2].

AI Adoption
Whether AI tools spread fast depends on costs and safety concerns. Right now this job market is fairly steady – the U.S. Bureau of Labor Statistics projects little or no growth in these jobs [1]. That means workers aren’t in short supply.
On the other hand, companies hate unexpected breakdowns because they cost a lot. In fact, one report notes transit operators are working hard to prevent failures and minimize downtime [2]. AI and data tools could help by flagging issues early.
Still, adding AI requires investment: vehicles need sensors, connectivity, and new software, and technicians need training. Industries with strict safety rules (like aviation or maritime) require extra proof that AI solutions are reliable [3]. For now, most companies use AI to support technicians rather than replace them.
In practice, AI might create digital maintenance schedules or highlight likely fault areas, but final fixes and decisions still rely on human skill [1] [3]. Over time AI will likely become a helpful assistant, but the human touch remains crucial.

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Median Wage
$82,730
Jobs (2024)
7,000
Growth (2024-34)
+6.1%
Annual Openings
600
Education
Postsecondary nondegree award
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Install electrical equipment such as air-conditioning, heating, or ignition systems and components such as generator brushes and commutators, using hand tools.
Inspect and test electrical systems and equipment to locate and diagnose malfunctions, using visual inspections, testing devices, and computer software.
Splice wires with knives or cutting pliers, and solder connections to fixtures, outlets, and equipment.
Install new fuses, electrical cables, or power sources as required.
Adjust, repair, or replace defective wiring and relays in ignition, lighting, air-conditioning, and safety control systems, using electrician's tools.
Cut openings and drill holes for fixtures, outlet boxes, and fuse holders, using electric drills and routers.
Measure, cut, and install frameworks and conduit to support and connect wiring, control panels, and junction boxes, using hand tools.
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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