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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 4/23/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
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.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
Electrical and Electronics Installers and Repairers, Transportation Equipment are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
This career is labeled as "Mostly Resilient" because, while some diagnostic tasks are being enhanced with AI tools, the core work still heavily relies on human skills like problem-solving, dexterity, and the ability to adapt to new situations. Technicians use their hands and judgment to install and repair complex systems in transportation equipment, which machines can't fully replicate.
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 mostly resilient
This career is labeled as "Mostly Resilient" because, while some diagnostic tasks are being enhanced with AI tools, the core work still heavily relies on human skills like problem-solving, dexterity, and the ability to adapt to new situations. Technicians use their hands and judgment to install and repair complex systems in transportation equipment, which machines can't fully replicate.
Read full analysisAnalysis of Current AI Resilience
Electrical/Electronics Repair
Updated Quarterly • Last Update: 2/17/2026

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.

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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They fix and install electrical systems in vehicles, like planes and trains, to make sure everything works safely and correctly.
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
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 electrical equipment such as air-conditioning, heating, or ignition systems and components such as generator brushes and commutators, using hand tools.
Refer to schematics and manufacturers' specifications that show connections and provide instructions on how to locate problems.
Install fixtures, outlets, terminal boards, switches, and wall boxes, using hand tools.
Repair or rebuild equipment such as starters, generators, distributors, or door controls, using electrician's tools.
Confer with customers to determine the nature of malfunctions.
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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