Railroad conductors and yardmasters
SOC Code: 53-4031
Railroad conductors and yardmasters carries a 56% AI exposure score (High automation risk), with a median annual wage of $74,080 and +1.1% projected employment growth from 2024 to 2034 (BLS), affecting approximately 36,800 workers. Full task breakdown, skills, and employer data are below.
Proportion of tasks susceptible to AI automation (O*NET analysis)
At 56% AI exposure, Railroad conductors and yardmasters sits 19 points above the 37.2% average across 832 U.S. occupations - more exposed than 92% of them. Most of its core tasks still require human judgment.
Career outlook score
40/100
Railroad conductors and yardmasters, weighted across 3 of 3 tracked dimensions
A weighted composite of median wage, projected growth, and AI-automation security (inverted exposure), each benchmarked against every other tracked occupation. It describes this occupation's standing across those three dimensions, not a guarantee of future outcomes.
- Median wage B $74,080
Annual median wage, percentile rank vs all tracked occupations
- Projected growth F +1.1%
Projected employment change, 2024-2034, BLS Employment Projections
- AI exposure (inverted) F 56% exposure
Lower O*NET task-automability scores lower risk; this dimension scores security, not exposure
Home health and personal care aides is #1 of 832 occupations by employment (4.3M, AI exposure rank #392 at 35%) vs. Bookkeeping, accounting, and auditing clerks #1 by AI task exposure (95%, employment rank #17 at 1.6M).
Automation-risk inventory
Exclusive cut of 832 occupations by PlainWorkforce automation-risk band. Orthogonal to the continuous AI-exposure distribution chart below and to this occupation's single risk badge, this is the corpus band mix, with Railroad conductors and yardmasters in the High band.
Credential × growth standing
Open entry with non-declining BLS pace
Railroad conductors and yardmasters keeps an HS / some college bar (333 of 832) and sits in Slow growth (245 of 832). Lower formal gates with a non-shrinking employment line - skill and AI desks matter more than credentials here.
Where Railroad conductors and yardmasters sits among all occupations
AI-exposure score distribution across 832 U.S. occupations (O*NET task analysis). This occupation is marked in rose.
Where Railroad conductors and yardmasters sits by AI exposure
AI-exposure score distribution across U.S. occupations (O*NET task analysis)
56% Higher than most higher than 92% of 832 occupations
Occupations, banded by AI-exposure score
Each bar is a band; taller bars hold more occupations. The dashed line + filled bar mark this entry. Hover or tap any bar for its full count and share, and where it sits relative to this entry.
Source O*NET task data (U.S. Department of Labor) · BLS 2024–2034
Source: O*NET task data (U.S. Department of Labor); AI-exposure scores are PlainWorkforce's analysis. As of BLS 2024–2034.
Railroad conductors and yardmasters vs. its occupational neighbors
AI exposure (horizontal) vs projected 2024–2034 growth (vertical) for occupations in the same SOC group. Railroad conductors and yardmasters is marked in rose; the top-left corner is the most future-proof.
Source: BLS Employment Projections 2024–2034 (growth) and O*NET (AI-exposure analysis by PlainWorkforce).
Employment Projections
Where This Score Comes From
Railroad conductors and yardmasters's High automation-risk tier is computed from O*NET Database 30.0 task-level analysis, where each documented task the occupation performs is evaluated against current generative AI, robotic process automation, and machine-learning capabilities. A score in the 40–70% range indicates meaningful automation pressure on specific task categories, but the role as a whole still requires human judgment for coordination, exception handling, or client interaction.
The employment, wage, and education figures above come from a second, separate federal source: BLS Employment Projections 2024–2034, matched to the O*NET task data by Standard Occupational Classification (SOC 53-4031) code, with the wage figure cross-validated against the BLS Occupational Employment and Wage Statistics (OEWS) May 2024 survey. BLS figures are presented exactly as published, with no adjustment on our part; the SOC-code match is what lets Railroad conductors and yardmasters be compared directly against every other tracked occupation on the same basis, not just roles that happen to share a job title.
For career planners, this profile should be read alongside the task, skill, and knowledge breakdowns below and the list of employers whose workforce composition includes Railroad conductors and yardmasters. Adjacent occupations shown further down offer lateral moves that preserve industry knowledge while potentially reducing exposure.
Education & Entry Requirements
Top Tasks (O*NET)
- 1. Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.
- 2. Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.
- 3. Instruct workers to set warning signals in front and at rear of trains during emergency stops.
- 4. Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.
- 5. Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.
- 6. Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.
- 7. Operate controls to activate track switches and traffic signals.
- 8. Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.
- 9. Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.
- 10. Arrange for the removal of defective cars from trains at stations or stops.
Key Skills Required
- Speaking
- Monitoring
- Coordination
- Critical Thinking
- Active Listening
- Judgment and Decision Making
- Time Management
- Operations Monitoring
- Complex Problem Solving
- Operation and Control
Knowledge Areas
- Public Safety and Security
- Transportation
- English Language
- Education and Training
- Law and Government
- Customer and Personal Service
- Telecommunications
- Mechanical
- Computers and Electronics
- Mathematics
Frequently Asked Questions
Will AI replace Railroad conductors and yardmasters?
Railroad conductors and yardmasters has an AI exposure score of 56%, indicating a high level of automation risk. Some tasks in this role can be augmented or partially automated by AI, but core responsibilities require human judgment.
What is the job outlook for Railroad conductors and yardmasters?
According to BLS Employment Projections 2024-2034, Railroad conductors and yardmasters is projected to grow by 1.1% over the decade. Current employment stands at approximately 36,800 workers.
What skills are needed for Railroad conductors and yardmasters?
Key skills for Railroad conductors and yardmasters include Speaking, Monitoring, Coordination, and others. Typical entry-level education is High school diploma or equivalent.
How much do Railroad conductors and yardmasters earn?
The median annual wage for Railroad conductors and yardmasters is $74,080, according to BLS Occupational Employment and Wage Statistics (May 2024). Actual earnings vary by location, experience, industry, and employer. The BLS publishes detailed wage percentiles by region in its Occupational Employment and Wage Statistics program.
What education is required for Railroad conductors and yardmasters?
The typical entry-level education for Railroad conductors and yardmasters is High school diploma or equivalent. Employers generally expect None of related work experience. On-the-job training typically involves Moderate-term on-the-job training. Requirements can vary by employer and specialization.
Which companies employ Railroad conductors and yardmasters?
Railroad conductors and yardmasters roles exist across many industries and employers. Workforce composition is estimated from BLS industry-occupation employment distributions matched to SEC-registered public companies.
AI Exposure Rating
High automation risk based on 10 analyzed tasks. A moderate share of tasks may be augmented by AI tools.
Nationwide occupations with similar workforce profiles
Two data-derived peer sets for Railroad conductors and yardmasters: AI-exposure neighbors and BLS 2034 growth neighbors (distinct comparison neighborhoods, cross-occupation).
Similar AI exposure score
Nearest O*NET task-automability scores nationwide (56% here).
- Air traffic controllers · AI exposure 56%
- Credit analysts · AI exposure 56%
- Customer service representatives · AI exposure 56%
- Legal secretaries and administrative assistants · AI exposure 56%
Similar projected growth (2024–2034)
Nearest BLS employment change rates nationwide (+1.1% here).
- Electro-mechanical and mechatronics technologists and technicians · growth +1.1%
- Industrial truck and tractor operators · growth +1.1%
- Musicians and singers · growth +1.1%
- Special education teachers, all other · growth +1.1%
Peers are nearest-neighbor matches on published BLS + O*NET metrics among occupations with ≥10,000 workers in 2024; corpus ranks above sort the full tracked set.
Related Occupations
Showing 6 of 19 occupations with a comparable automation-risk profile.
What to do with this
Use Railroad conductors and yardmasters' numbers above to compare, not just read in isolation.
- Compare Railroad conductors and yardmasters side by side against another occupation on wage, growth, and AI exposure. Workforce comparison tool
- Understand how the AI exposure score above is actually calculated before treating it as a verdict. Reading AI exposure scores
- See the full ranked list of occupations with the lowest automation exposure nationwide. Safest occupations from AI
AI exposure scores estimate task automatability from O*NET data; they are not a certainty of job loss, and BLS growth projections are estimates, not guarantees.
Data sources: Bureau of Labor Statistics Employment Projections 2024–2034 and O*NET Database 30.0. Employment figures are rounded. Wage data from BLS Occupational Employment Statistics (OES).