Mostly Resilient
Last Update: 8/30/2026
AI Resilience Score for Electrical/Electronics Repair:
54.0%
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%).
Low
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
AI Resilience Report forElectrical and Electronics Installers and Repairers, Transportation Equipment
$84,890 median salary•500 annual openings•SOC Code: 49-2093.00
Electrical and Electronics Installers and Repairers, Transportation Equipment are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.
This career holds up really well against AI because the most important parts of the job, like physically splicing wires, replacing components, and making hands-on repairs inside complex vehicles, simply cannot be done by software. AI is stepping in as a helpful tool (think cameras that spot defects on passing railcars or onboard systems that flag problems before a plane lands), but a skilled human still has to show up and do the actual fix.
Learn more about how you can thrive in this position
View analysis
Chat with Coach
Latest news
More career infoAnalysisChatNewsMoreThis role is mostly resilient
This career holds up really well against AI because the most important parts of the job, like physically splicing wires, replacing components, and making hands-on repairs inside complex vehicles, simply cannot be done by software. AI is stepping in as a helpful tool (think cameras that spot defects on passing railcars or onboard systems that flag problems before a plane lands), but a skilled human still has to show up and do the actual fix.
Read full analysisLearn more about how you can thrive in this position
View analysisChat with CoachLatest newsMore career infoAnalysisChatNewsMoreAnalysis of Current AI Resilience
Electrical/Electronics Repair
Updated Quarterly
How is AI changing Electrical/Electronics Repair jobs?
If you're worried about AI taking over jobs that fix electrical systems in planes, trains, and other vehicles, here's some reassuring news: AI is mostly showing up as a helper, not a replacement. In freight rail, Norfolk Southern has deployed 11 digital train inspection portals [1] where high-speed cameras capture about 1,000 ultra-high-resolution, 360-degree images of each component of a passing railcar so machine-learning models can spot electrical and mechanical defects. NS's chief information officer describes the shift bluntly: "This isn't about replacing human expertise; it's about amplifying it with a level of precision and speed that simply wasn't possible before." A human still has to actually splice the wire, replace the relay, or repair the sensor.
In aviation, avionics are getting smarter too. Modern flight decks now continuously monitor system health [2] and communicate anomalies to ground systems, giving avionics technicians a head start on diagnosis before a plane even lands. But installation, soldering, drilling, and hands-on repairs — the tasks with the lowest automation scores — still require skilled people.
Sources
How fast is AI adoption growing for Electrical/Electronics Repair?
Adoption is happening quickly on the "brains" side (predictive maintenance software, image-recognition inspection) but slowly on the "hands" side, and labor conditions are a big reason. Aviation faces a huge worker shortage: some 83% of technicians are expected to retire or leave the profession globally over the next decade [3], and industry groups have created new credentials like the Certified Aircraft Electronics Technician to plug the gap, with the AEA receiving formal recognition from the FAA [4] that the CAET certification is equivalent to formal training for repairman certificate eligibility. Safety regulations, FAA sign-offs, and the sheer physical complexity of vehicles make full automation slow and expensive.
Meanwhile, the U.S. Bureau of Labor Statistics still projects employment growing 2 percent from 2025 to 2035 [5], with about 8,900 openings each year on average over the decade — meaning demand for skilled human repairers remains steady even as AI tools spread.
Sources
Will AI replace Electrical/Electronics Repair?
No. We don't think AI will replace Electrical and Electronics Installers and Repairers, Transportation Equipment, though we do expect the job to change.
Our 54.0% AI Resilience Score reflects a role where AI is genuinely useful but not a substitute for the person doing the actual work. In freight rail, machine-learning systems can scan thousands of images of a passing railcar to flag electrical defects, but a human still has to splice the wire and replace the part [1]. In aviation, smart monitoring tools alert technicians to problems before a plane even lands, but the soldering, drilling, and hands-on repairs remain firmly human tasks [2].
Demand is the honest weak spot here. Job openings exist, roughly 8,900 per year on average over the decade, but growth is modest and the long-term employer demand pillar in our scorecard scores low. That said, the aviation sector faces a serious shortage, with some 83% of technicians expected to retire or leave the profession globally over the next ten years [3]. New credentials like the Certified Aircraft Electronics Technician, now recognized by the FAA [4], are helping fill that gap and signal that skilled human repairers still have real value in this field.
Sources
Help us improve this report.
Tell us if this analysis feels accurate or we missed something.
Share your feedback
Latest AI news for Electrical/Electronics Repair
These articles highlight the evolving role of AI in the field of Electrical and Electronics Installers and Repairers, particularly in transportation equipment. For instance, AI-powered diagnostic tools can identify faults more quickly, enhancing repair efficiency. However, the hands-on nature of the job means that physical repairs will still require skilled technicians. As the industry adapts, embracing AI can lead to improved accuracy and reduced repair times, fostering resilience in your career. Understanding these tools will be crucial as you enter the workforce.
Electrical & Electronics Installers, Transportation: AI Job…
aijobriskcheck.com • 9/20/2026
Jul 9, 2026 — AI is unlikely to replace electrical and electronics installers and repairers in transportation equipment. The role centers on physical repair, ... Read more
Electrical and electronics installers and repairers ...
whattnext.ai • 9/20/2026
Our AI-durability model gives Electrical and electronics installers and repairers, transportation equipment a score of 0.21 on a 0-1 scale (higher = more ... Read more
Will AI Replace Equipment & Vehicle Repair Jobs?
jobzonerisk.com • 9/20/2026
AI-powered diagnostic tools identify faults faster, but the physical disassembly, component replacement, and hands-on troubleshooting across diverse equipment ... Read more
AI Transforming Electronics Repair - Artificial Intelligence
www.scribd.com • 9/20/2026
Dec 28, 2024 — AI enhances electronic repair efficiency by improving diagnostic accuracy, reducing repair times, and aiding in service efficiency through ... Read more
Impact of Artificial Intelligence on Electrical and Electronics ...
arxiv.org • 9/20/2026
by NOC Victor · 2023 · Cited by 3 — Abstract: Artificial intelligence (AI) has the capacity to revolutionize the development industry, especially in the field of electrical and electronics ... Read more
More Career Info
Career: Electrical and Electronics Installers and Repairers, Transportation Equipment
They fix and install electrical systems in vehicles, like planes and trains, to make sure everything works safely and correctly.
Parent Careers
Similar Careers
Employment & Wage Data
Median Wage
$84,890
Jobs (2025)
6,600
Growth (2025-35)
+5.4%
Annual Openings
500
Education
Postsecondary nondegree award
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Cut openings and drill holes for fixtures, outlet boxes, and fuse holders, using electric drills and routers.
2
Measure, cut, and install frameworks and conduit to support and connect wiring, control panels, and junction boxes, using hand tools.
3
Splice wires with knives or cutting pliers, and solder connections to fixtures, outlets, and equipment.
4
Install electrical equipment such as air-conditioning, heating, or ignition systems and components such as generator brushes and commutators, using hand tools.
5
Install fixtures, outlets, terminal boards, switches, and wall boxes, using hand tools.
6
Adjust, repair, or replace defective wiring and relays in ignition, lighting, air-conditioning, and safety control systems, using electrician's tools.
7
Repair or rebuild equipment such as starters, generators, distributors, or door controls, using electrician's 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.
