Somewhat Resilient

Last Update: 10/7/2026

AI Resilience Score for Railroad Operations:

35.2%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient railroad brake, signal, and switch operator and locomotive firer work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For railroad brake, signal, and switch operators, 5 of 8 sources had data. AI exposure was split: Microsoft saw this work as highly human while Will Robots Take My Job flagged low resilience, pulling confidence to medium. Both demand and pay signals landed low, which dragged the score down and keeps this role at "Somewhat Resilient."

AI Resilience Report forRailroad Brake, Signal, and Switch Operators and Locomotive Firers

$68,840 median salary•900 annual openings•SOC Code: 53-4022.00

Railroad Brake, Signal, and Switch Operators and Locomotive Firers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.

This career sits in the "Somewhat Resilient" category because AI is genuinely changing how the work gets done, even if it is not replacing workers outright. Tools like Positive Train Control and AI-generated switch lists are taking over planning and safety monitoring tasks that humans used to handle manually, which means the job is shifting toward hands-on judgment calls, equipment inspections, and responding to real-world problems that sensors cannot fully handle.

Learn more about how you can thrive in this position

This role is somewhat resilient

This career sits in the "Somewhat Resilient" category because AI is genuinely changing how the work gets done, even if it is not replacing workers outright. Tools like Positive Train Control and AI-generated switch lists are taking over planning and safety monitoring tasks that humans used to handle manually, which means the job is shifting toward hands-on judgment calls, equipment inspections, and responding to real-world problems that sensors cannot fully handle.

Read full analysis

Analysis of current AI resilience

Railroad Operations

Updated quarterly

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How can Railroad Operations prepare for AI?

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Latest AI news for Railroad Operations

These articles provide valuable insights for aspiring Railroad Brake, Signal, and Switch Operators and Locomotive Firers. BNSF Railway's extensive network highlights the demand for skilled operators, while the analysis of AI's impact on the industry reveals that while some tasks may be automated, the physical aspects of the job, such as coupling and uncoupling rolling stock, remain resilient. Understanding these dynamics prepares students for a career that, while evolving, still requires human expertise and adaptability in the face of technological advancements.

More Career Info

Career: Railroad Brake, Signal, and Switch Operators and Locomotive Firers

They help trains run safely by controlling brakes, signals, and switches, and assist in monitoring locomotive operations to ensure everything works smoothly.

Employment & Wage Data

Median Wage

$68,840

Jobs (2025)

10,700

Growth (2025-35)

+0.8%

Annual Openings

900

Education

High school diploma or equivalent

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

90% ResilienceSupplemental

Climb ladders to tops of cars to set brakes.

2

88% ResilienceCore Task

Make minor repairs to couplings, air hoses, and journal boxes, using hand tools.

3

86% ResilienceSupplemental

Ride atop cars that have been shunted, and turn handwheels to control speeds or stop cars at specified positions.

4

85% ResilienceCore Task

Connect air hoses to cars, using wrenches.

5

82% ResilienceSupplemental

Set flares, flags, lanterns, or torpedoes in front and at rear of trains during emergency stops to warn oncoming trains.

6

80% ResilienceSupplemental

Refuel and lubricate engines.

7

78% ResilienceCore Task

Raise levers to couple and uncouple cars for makeup and breakup of trains.

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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