Last Update: 3/13/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
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.
This role is evolving
This career is labeled as "Evolving" because while AI tools like robots and virtual reality are starting to help with inspections and diagnostics, they don't replace the need for skilled technicians. The high-tech tools can find problems, but human hands and judgment are still crucial for tasks like wiring and repairs.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is evolving
This career is labeled as "Evolving" because while AI tools like robots and virtual reality are starting to help with inspections and diagnostics, they don't replace the need for skilled technicians. The high-tech tools can find problems, but human hands and judgment are still crucial for tasks like wiring and repairs.
Read full analysisContributing 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
CareerVillage's proprietary model that estimates how resilient each occupation's tasks are to AI automation and augmentation
Microsoft's Working with AI
AI Applicability
Measures how applicable AI tools (like Bing Copilot) are to each occupation based on real usage patterns
Will Robots Take My Job
Automation Resilience
Estimates the probability of automation for each occupation based on research from Oxford University and other academic sources
Althoff & Reichardt
Economic Growth
Measured as "Wage bill" which is a long term projection for average wage × employment. It's the total labor income flowing to an occupation
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: 2/17/2026

What's changing and what's not
This job involves working on trains, ships, airplanes and other vehicles – installing and fixing things like navigation, sonar or security systems [1]. Some high-tech tools are being tested to help with inspections and diagnosis. For example, engineers are building “digital twin” models of aircraft and using virtual/extended reality software to detect dents and faults remotely [2].
In offshore and shipyard work, AI-powered robots and drones can venture underwater to inspect damage too risky for people [2] [2]. These tools help humans find problems, but they don’t replace workers. Core tasks still rely on skilled hands: workers “use handtools such as pliers, screwdrivers, [and] soldering irons” to cut holes, splice wires or fix circuits [3].
In other words, drills, wire cutters and soldering irons remain in the technician’s toolkit. Technicians may use computerized test devices and software, but human judgment and dexterity are still needed to hook up wires and follow complex schematics.

AI in the real world
New AI gadgets for vehicle electronics are often expensive and in early trials. For instance, the XR inspection software mentioned above “has undergone months of prototype testing” in military settings [2], which shows it is not yet a commercial off-the-shelf product. In contrast, a skilled installer/repairer can earn about $70,000 a year on average [1].
This means companies must weigh the high cost of new equipment and training against hiring or keeping a human worker. Also, transportation systems are safety-critical and regulated (think FAA rules for airplanes or maritime standards), so any automated system has to be proven very reliable.
On the positive side, a shortage of experienced techs could spur more AI tools over time, but for now the human element stays key. People bring flexibility, problem-solving and care to the job that machines can’t match. Tasks that involve adaptation – like figuring out a weird wiring problem by reading a manufacturer’s diagram – remain a strength of trained technicians.
In summary, some diagnostic tasks are being augmented with AI (robots checking hard-to-reach spots or software helping with tests), but much of the work still needs a person’s hands and eyes. Technicians can feel hopeful: learning new digital tools can make them more effective, not obsolete [2] [2], and their skilled problem-solving remains valuable.

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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
Estimate costs of repairs based on parts and labor requirements.
Confer with customers to determine the nature of malfunctions.
Maintain equipment service records.
Refer to schematics and manufacturers' specifications that show connections and provide instructions on how to locate problems.
Splice wires with knives or cutting pliers, and solder connections to fixtures, outlets, and equipment.
Measure, cut, and install frameworks and conduit to support and connect wiring, control panels, and junction boxes, using hand tools.
Install fixtures, outlets, terminal boards, switches, and wall 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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