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 build and fix train tracks using machines, making sure trains can travel safely and smoothly.
Summary
This career is labeled as "Evolving" because AI and automation are starting to play a bigger role in rail track maintenance, helping with tasks like inspecting tracks and predicting repairs. While machines can spot problems and handle routine tasks, human workers are still essential for the more complex repairs and decision-making.
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 AI and automation are starting to play a bigger role in rail track maintenance, helping with tasks like inspecting tracks and predicting repairs. While machines can spot problems and handle routine tasks, human workers are still essential for the more complex repairs and decision-making.
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
Will Robots Take My Job
Automation Resilience
Low 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
Rail-Track Equipment Ops
Updated Quarterly • Last Update: 11/22/2025

State of Automation & Augmentation
Rail track maintenance is only beginning to use AI. Right now, machines help inspect tracks: for example, drones and robot vehicles can identify cracks, obstacles or wear on rails [1]. In the UK, Network Rail is testing video cameras on trains with AI to spot scrap or damage, so workers don’t have to walk every mile of track [2] [2].
Automated robots are also being tested to fix parts of track switches and frogs: one system can weld and grind worn rails with high precision [3] [3]. However, many hands-on tasks – like greasing machines, cutting rails by hand, clearing snow, or using wrenches on switch parts – are mostly done by people today. There aren’t yet widely used robots for those jobs.
Engineers still rely on human skill for the final repairs and tricky work.

AI Adoption
Growing rail traffic and a shortage of skilled track workers are pushing companies to try new tech [3]. Automated tools can save money and reduce delays: one report notes that robotic welders make perfect joints faster, with only one worker supervising, which means fewer track closures and safer work conditions [3] [3]. Rail companies also use AI to predict when components need fixing, so they can plan maintenance before breakdowns [2].
On the other hand, these systems are expensive and still in early trials. Traditional track repair machines and crews are reliable and familiar. For now, most track tasks still need people’s judgment and care.
In the end, humans and AI are likely to work together – AI can do routine inspections or spot problems, while people handle the complicated fixes and decisions.

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Median Wage
$67,370
Jobs (2024)
15,000
Growth (2024-34)
+1.6%
Annual Openings
1,100
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Clean tracks or clear ice or snow from tracks or switch boxes.
Repair or adjust track switches, using wrenches and replacement parts.
Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders.
Spray ties, fishplates, or joints with oil to protect them from weathering.
String and attach wire-guidelines machine to rails so that tracks or rails can be aligned or leveled.
Raise rails, using hydraulic jacks, to allow for tie removal and replacement.
Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills.
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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